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@@ -0,0 +1,958 @@
+1
+00:00:21,450 --> 00:00:25,390
+بسم الله الرحمن الرحيم. اليوم، إن شاء الله، بدنا
+
+2
+00:00:25,390 --> 00:00:30,590
+نستمر في موضوع الـ data mining. بدنا .. كنا حاكينا
+
+3
+00:00:30,590 --> 00:00:34,970
+في أول شيء في decision trees وخلصناها، وبعد كده
+
+4
+00:00:34,970 --> 00:00:40,710
+أرجعنا على بداية الـ lecture هذه، علشان ناخد
+
+5
+00:00:40,710 --> 00:00:44,870
+المواضيع من الأول، من البداية. فحكينا في
+
+6
+00:00:44,870 --> 00:00:47,690
+introduction عن الـ data mining، وإيش هو.
+
+7
+00:00:50,880 --> 00:00:54,080
+وحكينا عن الـ process of data mining، مصمم من الـ
+
+8
+00:00:54,080 --> 00:00:59,720
+process of data mining، وهي عملية بناء knowledge
+
+9
+00:00:59,720 --> 00:01:05,100
+-based system باستخدام أسلوب الـ data mining. الآن
+
+10
+00:01:05,100 --> 00:01:08,580
+الـ steps تبعتها، اللي هو data selection والـ fusion
+
+11
+00:01:08,580 --> 00:01:13,100
+والـ transformation، وبعدها العملية الأساسية تبعت
+
+12
+00:01:13,100 --> 00:01:16,700
+الـ data mining، باستخدام الـ data mining techniques
+
+13
+00:01:16,700 --> 00:01:21,800
+أو الـ artificial techniques in general، والمراحل
+
+14
+00:01:21,800 --> 00:01:27,720
+الأخيرة، الـ Interpretation، يعني أن عرض نتائج الـ Data
+
+15
+00:01:27,720 --> 00:01:35,220
+Mining على المستخدم، لكي يفهم هذه المعرفة، ويبني
+
+16
+00:01:35,220 --> 00:01:42,840
+على أساسها قراراته. تقنيات
+
+17
+00:01:42,840 --> 00:01:48,840
+Data Mining في هذا الأمر، ممكن تبقى decision trees، وممكن
+
+18
+00:01:48,840 --> 00:01:52,220
+ممكن تجد neural networks و fuzzy systems techniques
+
+19
+00:01:52,220 --> 00:01:56,540
+اللي إحنا شفناها خلال الفصل هذا، وفي موضوع الـ OLAP،
+
+20
+00:01:56,540 --> 00:01:59,600
+اللي هو online analytical processing، الـ online
+
+21
+00:01:59,600 --> 00:02:04,800
+analytical processing، ما هو إلا تطبيق للتكنيكس
+
+22
+00:02:04,800 --> 00:02:08,440
+هذه على الـ data، من أجل استخلاص اللي هو knowledge
+
+23
+00:02:08,440 --> 00:02:11,580
+هذا.
+
+24
+00:02:11,580 --> 00:02:16,540
+الـ OLAP يعني أنسب أن إحنا ندرس في مادة مخصصة للـ
+
+25
+00:02:16,540 --> 00:02:20,340
+data mining. إحنا ركزنا هنا في الـ AI على الـ
+
+26
+00:02:20,340 --> 00:02:25,940
+techniques نفسها، توظف في ايه؟ هذه القضايا بتعتمد
+
+27
+00:02:25,940 --> 00:02:33,400
+على الإحصائيات المختلفة. فإحنا الآن بنسير على اعتبار
+
+28
+00:02:33,400 --> 00:02:37,900
+اللي هو الـ statistical methods and data
+
+29
+00:02:37,900 --> 00:02:41,620
+visualization. الـ statistical methods هي عبارة عن
+
+30
+00:02:42,370 --> 00:02:47,230
+بنقدر نعتبرها مجموعة من الـ statistics operations،
+
+31
+00:02:47,230 --> 00:02:52,410
+عمليات إحصائية زي الـ average، standard deviation،
+
+32
+00:02:52,410 --> 00:02:56,610
+الـ maximum، الـ median، الـ mean، الأمور هذه اللي أيضاً
+
+33
+00:02:56,610 --> 00:03:04,470
+ممكن توظف فيها أثناء عملية الـ data mining. فعندك أنتَ
+
+34
+00:03:04,470 --> 00:03:06,350
+لأن هنا money
+
+35
+00:03:12,830 --> 00:03:16,230
+Graphical Data Exploration Techniques. Graphical
+
+36
+00:03:16,230 --> 00:03:19,550
+Data Exploration Techniques هي بالأساس
+
+37
+00:03:19,550 --> 00:03:23,790
+Visualization. إحنا حاطين الموضوع هذا، الـ
+
+38
+00:03:23,790 --> 00:03:27,750
+statistical methods والـ visualization في نفس الـ
+
+39
+00:03:27,750 --> 00:03:31,330
+band أو في نفس الـ title. ليش؟ لأن الـ visualization
+
+40
+00:03:31,330 --> 00:03:35,870
+يعتمد على الـ statistical methods المختلفة. يعني كما
+
+41
+00:03:35,870 --> 00:03:38,710
+إحنا بنحسب الـ mean والـ median والـ mode والـ
+
+42
+00:03:38,710 --> 00:03:41,820
+range والـ standard deviation، في الآخر هذا الـ cover
+
+43
+00:03:41,820 --> 00:03:50,420
+بدنا نظهره على الـ user، عشان الـ user يشوفه ويستفيد
+
+44
+00:03:50,420 --> 00:03:54,180
+منه في اتخاذ قرارات.
+
+45
+00:04:02,800 --> 00:04:06,220
+بنطلع على أمثلة Graphical Representation. Graphical
+
+46
+00:04:06,220 --> 00:04:08,780
+يعني Visual، هنا الموضوع Visual Data Visualization،
+
+47
+00:04:08,780 --> 00:04:12,800
+يعني استخدام Graphical Data Representation Tools،
+
+48
+00:04:12,800 --> 00:04:18,620
+أو تقنيات من بعض، من هذه الأمور، الـ scatter plots، الـ
+
+49
+00:04:18,620 --> 00:04:22,500
+dot diagrams، الـ stem plots والـ histograms والـ
+
+50
+00:04:22,500 --> 00:04:26,260
+box plots. هنطلع على scatter plots بالأساس.
+
+51
+00:04:29,250 --> 00:04:33,790
+نشوف إيش اللي ممكن نستفيده من scatter plot. Scatter
+
+52
+00:04:33,790 --> 00:04:36,850
+plot عبارة عن two dimensional graph. Two
+
+53
+00:04:36,850 --> 00:04:43,550
+dimensional، مش الـ three dimensional، بيوضح
+
+54
+00:04:43,550 --> 00:04:47,430
+represents الـ correlation between two variables.
+
+55
+00:04:47,430 --> 00:04:53,170
+يعني ببساطة شديد، هو عبارة عن إيش؟ ها هي الـ variable
+
+56
+00:04:53,170 --> 00:04:56,170
+الأولى، وها هي الـ variable الثانية، والعلاقة ما بينها
+
+57
+00:04:56,170 --> 00:04:59,450
+ممكن تدرسها، كيف هي اللي بتغير، وبيعتمد عليها الـ
+
+58
+00:04:59,450 --> 00:05:02,970
+variable الثانية. فمن هنا اسم scatter plot، لأنه كل
+
+59
+00:05:02,970 --> 00:05:06,510
+واحدة من الـ patterns أو من العينة، من بيانات الـ data
+
+60
+00:05:06,510 --> 00:05:12,170
+بتمثل على شكل نقطة. النقطة هذه، النقطة هذه، عادةً لأنّه
+
+61
+00:05:12,170 --> 00:05:16,010
+في علاقة ما بين الـ X وما بين الـ Y، فالنقطة هذه
+
+62
+00:05:16,010 --> 00:05:23,610
+دائماً تيجي، إما يعني مثلاً تيجي
+
+63
+00:05:24,270 --> 00:05:32,410
+مع بعض، و ماشية في اتجاه تصاعدي أو تنازلي، أو ممكن تبقى
+
+64
+00:05:32,410 --> 00:05:38,750
+ما فيش أي علاقة ما بينهم. التكتل هذا يوحي بوجود علاقة
+
+65
+00:05:38,750 --> 00:05:45,630
+ما بين الـ X والـ Y. كيف؟ أن كل نقطة .. كل نقطة .. إذا
+
+66
+00:05:45,630 --> 00:05:50,850
+الـ value تبعها، الـ X value تبع الـ pattern يبقى كبير،
+
+67
+00:05:50,850 --> 00:05:57,700
+يبقى الـ Y value كبير. هو صغير، وبقى صغير. هنا نفس
+
+68
+00:05:57,700 --> 00:06:03,760
+الشيء، بس عكسي. لما نيبقى الـ X كبير، والـ Y منخفض، ففي
+
+69
+00:06:03,760 --> 00:06:06,700
+نوع من الـ correlation ما بين الـ X وما بين الـ Y، بس
+
+70
+00:06:06,700 --> 00:06:09,860
+كانت الـ plot. إذا في correlation بنشوفها visually.
+
+71
+00:06:09,860 --> 00:06:18,280
+الآن، إيه شغلة الـ visual visualization بموضوع
+
+72
+00:06:18,280 --> 00:06:21,020
+الـ data mining، وبموضوع الـ AI، وبموضوع الـ decision
+
+73
+00:06:21,020 --> 00:06:27,560
+making، لأن هو بيساعد الـ decision maker. لما إحنا
+
+74
+00:06:27,560 --> 00:06:31,080
+بنعطيله الـ data visual، طبعاً الـ data بعد ما نكون
+
+75
+00:06:31,080 --> 00:06:34,000
+عملنا عليها عمليات aggregation و statistical
+
+76
+00:06:34,000 --> 00:06:39,780
+analysis، وصفيّناله إياها في متغيرين معينين، الـ X والـ
+
+77
+00:06:39,780 --> 00:06:44,980
+الـ Y، وعرضناله إياها على شكل plot، يجد هو يستطيع
+
+78
+00:06:44,980 --> 00:06:48,900
+أنه يشوف العلاقة visually، ويفهم أنه فعلاً فيها
+
+79
+00:06:48,900 --> 00:06:56,770
+علاقة، وعلى هذا الأساس يقرر إيش اللي بيعملة. إحنا
+
+80
+00:06:56,770 --> 00:07:00,390
+لأن هنا لما تكون العلاقة طبيعية، نسميها positive
+
+81
+00:07:00,390 --> 00:07:04,050
+correlation. لما تكون عكسية، نسميها negative
+
+82
+00:07:04,050 --> 00:07:08,090
+correlation. لما ما يكونش فيه أي نوع من العلاقة،
+
+83
+00:07:08,090 --> 00:07:15,130
+نسميها non-correlation. نرجع مرة ثانية للـ scatter
+
+84
+00:07:15,130 --> 00:07:18,950
+plot. قلنا عبارة عن إيش؟ two dimensional graph for
+
+85
+00:07:18,950 --> 00:07:21,950
+representing the degree of correlation between
+
+86
+00:07:21,950 --> 00:07:26,430
+representing، هو مش هو اللي بيحسبها، ما بحسبش الـ
+
+87
+00:07:26,430 --> 00:07:29,430
+correlation قد إيش، بس هو بيوريني إياها، represents الـ
+
+88
+00:07:29,430 --> 00:07:32,770
+correlation between two variables. الـ data is
+
+89
+00:07:32,770 --> 00:07:36,310
+represented as a collection of points. كل point
+
+90
+00:07:36,310 --> 00:07:42,710
+إلها a coordinate في الـ board هذا أو الـ board الآخر، الـ
+
+91
+00:07:42,710 --> 00:07:46,230
+X أو الـ Y. The position of each point on the
+
+92
+00:07:46,230 --> 00:07:49,370
+horizontal axis is determined by one variable, and
+
+93
+00:07:49,370 --> 00:07:55,750
+on the vertical axis by another variable. هذه
+
+94
+00:07:55,750 --> 00:07:59,230
+المثال اللي شفناه، عبارة عن الـ core، عبارة عن plot
+
+95
+00:07:59,230 --> 00:08:08,890
+ده علاقة الـ height تبع الأشخاص مع الـ weight. الكل
+
+96
+00:08:08,890 --> 00:08:14,920
+عارف أن الـ weight والـ height متناسبين مع بعض، مظبوط؟
+
+97
+00:08:14,920 --> 00:08:30,900
+لأن كل ما زاد الإنسان طوله، بيزيد وزنه، وكذا. كلها
+
+98
+00:08:30,900 --> 00:08:35,260
+مختلفة عن بعضها، ممكن
+
+99
+00:08:35,260 --> 00:08:40,860
+تكون positive أو negative أو non-correlation.
+
+100
+00:08:47,020 --> 00:08:53,000
+هذا بالنسبة لـ Scatter Plots. الخط الأزرق المعمول
+
+101
+00:08:53,000 --> 00:08:57,980
+لو
+
+102
+00:08:57,980 --> 00:09:04,040
+حسبنا معادلة الخط المعمول، تخيلوا
+
+103
+00:09:04,040 --> 00:09:08,760
+أنه راح يمر بِـ مشارف الـ scattering، ورسم الخط
+
+104
+00:09:08,760 --> 00:09:13,400
+بطريقة مخصصة. لكن نحسبه، لو حسبنا معادلته،
+
+105
+00:09:18,440 --> 00:09:26,840
+بيفيدنا بشيء، بيفيدنا بشيء أن أنا أرسم الخط هذا.
+
+106
+00:09:26,840 --> 00:09:32,080
+الخط هذا عبارة عن إيش؟ بتقدر
+
+107
+00:09:32,080 --> 00:09:41,900
+تقول يمثل اتجاه الـ correlation. لو حسبنا معادلة
+
+108
+00:09:41,900 --> 00:09:47,460
+الخط هذا، بيفيدنا بشيء، بفيدنا، مش بنقدر، أستطيع بعد
+
+109
+00:09:47,460 --> 00:09:51,420
+هيك، أن إحنا لو عندي أي data point من غير المجموعة
+
+110
+00:09:51,420 --> 00:09:57,120
+هذه، وعندي الـ X value تبعها، مش ممكن أقدر أُتوقع الـ Y
+
+111
+00:09:57,120 --> 00:10:02,940
+value. لو أنا أجى لي واحد يقول أن، افترض أن هذا هو الـ
+
+112
+00:10:02,940 --> 00:10:09,920
+correlation بين الوزن والـ height، تمام؟ هدول عبارة
+
+113
+00:10:09,920 --> 00:10:15,390
+عن data أنا جمعتها، ورسمت الـ plot، وبعدها طلّعت الخط
+
+114
+00:10:15,390 --> 00:10:22,270
+هذا. بعدها جِبنا وزن لواحد جديد، جِبنا الوزن تبعه، مش
+
+115
+00:10:22,270 --> 00:10:30,050
+بنقدر. لو واحد كان الـ .. بقول مثلاً .. بقول هنا مثلاً
+
+116
+00:10:30,050 --> 00:10:39,050
+الوزن تبعه، plot، بس افترض أن في عندنا بيانات، بيانات
+
+117
+00:10:39,050 --> 00:10:43,410
+أخرى، ووجدنا في correlation ما بينهم. والآن رصدنا
+
+118
+00:10:43,410 --> 00:10:46,990
+الخط، مش بيصير بعدها كأنه أنا أقدر أُتوقع، لو اجتني
+
+119
+00:10:46,990 --> 00:10:51,610
+عينة جديدة، ومعايا بس جزء من المعلومة، شقة منها، بقدر
+
+120
+00:10:51,610 --> 00:10:55,450
+أعرف الشقة الأخرى. وهذا هو موضوع الـ regression، موضوع
+
+121
+00:10:55,450 --> 00:10:58,850
+الـ linear regression. الـ linear regression اللي هو
+
+122
+00:10:58,850 --> 00:11:06,610
+أنا أقدر أحسب الـ Y قيمة بناءً على الـ X، بس لازم
+
+123
+00:11:06,610 --> 00:11:12,670
+أعرف الـ beta 0 والـ beta 1، لأنهم هما بالضبط الـ
+
+124
+00:11:12,670 --> 00:11:16,430
+اللي
+
+125
+00:11:16,430 --> 00:11:22,250
+بيحددولي اللي هو معادلة الخط. من خلالهم أنا بعرف
+
+126
+00:11:22,250 --> 00:11:29,070
+معادلة الخط. مرّ عليكوا linear regression قبل هيك؟
+
+127
+00:11:29,070 --> 00:11:32,250
+regression سواء linear أو non-linear، مرّ عليكوا
+
+128
+00:11:32,250 --> 00:11:36,510
+قبل هيك؟ خلينا نطلع على الطريقة تبع الـ linear
+
+129
+00:11:36,510 --> 00:11:39,510
+regression، بس في الأول بدنا ناخد نتعرف على شوية
+
+130
+00:11:39,510 --> 00:11:44,160
+إصلاحات. الآن، لما أنا بحسب، لما نكون بعين الـ X و
+
+131
+00:11:44,160 --> 00:11:48,580
+بتحسب الـ Y، مين منهم بيعتمد على مين؟ الـ Y بيعتمد على
+
+132
+00:11:48,580 --> 00:11:52,320
+الـ X، صح؟ الـ X هو بيكون dependent ولا independent؟
+
+133
+00:11:52,320 --> 00:11:58,360
+بيكون independent، تمام؟ والـ X is independent، و
+
+134
+00:11:58,360 --> 00:12:01,640
+هناك بيعتمد عليه، الـ Y بيعتمد عليه، فهو independent
+
+135
+00:12:01,640 --> 00:12:07,820
+أو إحنا بنسميه regressant، أو
+
+136
+00:12:07,820 --> 00:12:11,650
+الـ output variable. output variable، صح؟ لأن هذا هو
+
+137
+00:12:11,650 --> 00:12:14,390
+الـ input اللي أنا معايا، وأنا بدي أحسب من خلاله الـ Y.
+
+138
+00:12:14,390 --> 00:12:19,190
+تمام؟ الآن، الـ beta 0 والـ beta 1 اللي هم الـ
+
+139
+00:12:19,190 --> 00:12:22,810
+coefficients، الـ regression coefficients، هم اللي
+
+140
+00:12:22,810 --> 00:12:25,950
+إحنا عاوزين نحسبهم. عاوزين نحسبهم، متى ما حسبناهم،
+
+141
+00:12:25,950 --> 00:12:32,770
+خلاص، بيصير أنا بقدر أطلع الـ Y والـ .. okay، نعم؟ الـ
+
+142
+00:12:32,770 --> 00:12:37,410
+الـ .. الـ .. القضية بتبدأ، أو المسألة بتبدأ بالشكل هذا،
+
+143
+00:12:37,410 --> 00:12:38,850
+اللي هو أن أنا
+
+144
+00:12:42,480 --> 00:12:46,580
+خليني أفكر بس. عناصر هذه، إحنا في عندنا هنا الـ Y،
+
+145
+00:12:46,580 --> 00:12:53,940
+هذا في الأول، ناخده من هنا. الـ Y bar اللي هو الـ
+
+146
+00:12:53,940 --> 00:12:59,140
+average. average، إيش عندي؟
+
+147
+00:12:59,140 --> 00:13:04,700
+النقط الأولى، النقط هذه أو هذه أو هذه، تخيلوا أنهم
+
+148
+00:13:04,700 --> 00:13:11,940
+هيبقوا عن جدول، صح؟ هي الـ X وهي الـ Y، هما coordinates.
+
+149
+00:13:11,940 --> 00:13:16,580
+يعني أنا باخد X وY برة، وأمثلهم بنقطة، صح؟ مظبوط، كل
+
+150
+00:13:16,580 --> 00:13:23,140
+نقطة لها X ولها Y، فخلاص هذا هيك مجموعهم، الـ Y على
+
+151
+00:13:23,140 --> 00:13:27,220
+عددهم. Y bar، صح؟ ومثل ذلك الـ X
+
+152
+00:13:38,130 --> 00:13:44,490
+متوسط اللي هو الـ Y عمود
+
+153
+00:13:44,490 --> 00:13:52,530
+الـ Y. فهنا ما فيش داعي أكتبها. والـ X bar نفس الشيء.
+
+154
+00:13:52,530 --> 00:14:04,130
+الآن إحنا بنحسب الـ beta zero والـ beta one. الـ beta
+
+155
+00:14:04,130 --> 00:14:09,370
+zero بحسبها من خلال الـ beta one. إذا أنا حسبت الـ
+
+156
+00:14:09,370 --> 00:14:16,770
+beta 1، الـ beta 0 بتساوي المتوسط الـ Y ناقص الـ beta 1
+
+157
+00:14:16,770 --> 00:14:23,650
+في متوسط الـ X. بدنا نجيب هذا الآن، و خلاص هذه الـ N
+
+158
+00:14:23,650 --> 00:14:32,310
+هي. حساب الـ beta 1 بتساوي إيش اللي عندك هنا؟ هذا
+
+159
+00:14:32,310 --> 00:14:40,870
+عبارة عن مضروب هذه، جدول مرة أخرى. كل واحدة مضروبة
+
+160
+00:14:40,870 --> 00:14:50,890
+في current. كل مجموع مضروب منه. ناخد مجموعة Y لحالها،
+
+161
+00:14:50,890 --> 00:14:55,090
+مجموعة
+
+162
+00:14:55,090 --> 00:15:02,580
+Y لحالها، مجموع X لحالها، مضروبين، المجموع المضروب في
+
+163
+00:15:02,580 --> 00:15:05,980
+الثاني، وبعدين أجمع. لأ هنا بجمع، وبعدين أضرب، و
+
+164
+00:15:05,980 --> 00:15:09,120
+بجمع، وبعدين أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب.
+
+165
+00:15:09,120 --> 00:15:10,100
+أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب.
+
+166
+00:15:10,100 --> 00:15:11,100
+أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب.
+
+167
+00:15:11,100 --> 00:15:12,400
+أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب.
+
+168
+00:15:12,400 --> 00:15:20,260
+أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب، أضرب.
+
+169
+00:15:20,260 --> 00:15:29,840
+أضرب
+
+170
+00:15:31,770 --> 00:15:38,310
+مرة أخرى، هنا ليش باخد الـ Y ضارب الـ X؟ افترض أنا
+
+171
+00:15:38,310 --> 00:15:43,290
+استبدلت الـ Y برضه بالـ X، صارت XI XI، يعني XI تربيع.
+
+172
+00:15:43,290 --> 00:15:51,410
+وهنا برضه نفس الشيء، فصار في عندي إيش؟ مجموعة الـ X
+
+173
+00:15:51,410 --> 00:15:56,570
+بس، ليش باخدها مرة واحدة؟ باخدها مرتين. لأ، بس لأن أنا
+
+174
+00:1
+
+223
+00:20:41,560 --> 00:20:46,900
+نسميها شواذ، هذه outliers  بتأثر على الحساب
+
+224
+00:20:46,900 --> 00:20:52,900
+تبعنا لأن هنا الـ curve  على هذه النقاط والنقاط في
+
+225
+00:20:52,900 --> 00:20:56,700
+هذه الشكل من حسب الخط فجأة بالظبط عليها لأنهم
+
+226
+00:20:56,700 --> 00:21:03,340
+أصلًا جايبة من بعض نفس النقاط، لو فيه نقطة
+
+227
+00:21:03,340 --> 00:21:11,420
+أكبر نقطة أثرت على الخط، هذا أكبر شد للخط، وفي
+
+228
+00:21:11,420 --> 00:21:15,660
+الآخر جاء نتيجة أننا أخذنا كل النقاط في عين
+
+229
+00:21:15,660 --> 00:21:22,990
+الاعتبار، صح؟ فهذا أثر على الحسبة وطلع لنا line مش
+
+230
+00:21:22,990 --> 00:21:28,890
+هذا، مش جاي على الـ .. يعني لو أنا شيلته، لو كان هو
+
+231
+00:21:28,890 --> 00:21:32,910
+موجود وشيلته ما بيضر كثير، على العكس، يعني لو أنا
+
+232
+00:21:32,910 --> 00:21:37,750
+قبل ما أعمل، لو أنا طلعت على الـ data زي... جابت قبل
+
+233
+00:21:37,750 --> 00:21:41,590
+ما أحسب الخط الأزرق، هو الخط الأحمر هو الوضع
+
+234
+00:21:41,590 --> 00:21:46,470
+المفترض، لو أنا قبل ما أحسب الخط الأزرق، طلعت ووجدت
+
+235
+00:21:46,470 --> 00:21:49,410
+المفاتيح كلها جايبة قريبة من بعض، لكن في واحد هنا أو
+
+236
+00:21:49,410 --> 00:21:54,490
+كمان واحد، أو كمان واحد، ورحت أنا أزيلتُهم، يعني
+
+237
+00:21:54,490 --> 00:21:59,730
+شيلتهم، الشواذ اللي شيلتها، وحسبت، هأحصل على الخط
+
+238
+00:21:59,730 --> 00:22:04,290
+الصحيح، والخط الصحيح هذا هيكون يساعدنا في عملية
+
+239
+00:22:04,290 --> 00:22:08,370
+التنبؤ، فالـ
+
+240
+00:22:08,370 --> 00:22:11,770
+method هذه، اللي هي robust regression، الـ least
+
+241
+00:22:11,770 --> 00:22:16,090
+squares اللي استخدمناه، robust regression مش
+
+242
+00:22:16,090 --> 00:22:22,370
+هدخل فيه الآن، بس هو عبارة عن، إيش هي؟ لا تستثني
+
+243
+00:22:22,810 --> 00:22:28,090
+الـ outliers، جايب الـ manage لحسبة الـ ..
+
+244
+00:22:28,090 --> 00:22:34,090
+حسبة الـ fitting هذه، مسمّاة fitting، يعني to fit a
+
+245
+00:22:34,090 --> 00:22:44,270
+line اللي يجي بالضبط على اللي هو الـ data، فبالتالي
+
+246
+00:22:44,270 --> 00:22:47,870
+إحنا الآن، يعني، بدنا نرجع على المواضيع، خلينا نطلع
+
+247
+00:22:47,870 --> 00:22:54,480
+على هذا المثال، بس قبل في الأول، هذا المثال عاملين
+
+248
+00:22:54,480 --> 00:22:59,300
+الـ plots اللي كنا بنطلع عليها، هذه هي عبارة عن الـ
+
+249
+00:22:59,300 --> 00:23:05,260
+data هذه، okay، عندي عشرين data item، الأمود الأولاني
+
+250
+00:23:05,260 --> 00:23:09,040
+هو عبارة عن، يعني في عندك chemicals، و الـ chemicals
+
+251
+00:23:09,040 --> 00:23:13,040
+بنحسب لكل chemical الـ acidic number أو الـ acid
+
+252
+00:23:13,040 --> 00:23:18,760
+number، تمام، وفي عندي حاجة ثانية اسمها الـ organic
+
+253
+00:23:18,760 --> 00:23:26,590
+acid content، هذا في الكيمياء، أنا يعني... النقطة المهمة
+
+254
+00:23:26,590 --> 00:23:33,210
+في الموضوع هي أهمية الـ regression، أن الـ asset
+
+255
+00:23:33,210 --> 00:23:38,510
+number عمليًا في المعمل بيقدر يحسبه بطرق سهلة وبسيطة،
+
+256
+00:23:38,510 --> 00:23:45,790
+الـ organic acid content بيأخذ إجراءات أطول، لو ثبت
+
+257
+00:23:45,790 --> 00:23:51,340
+أن هناك علاقة ما بين هذا، لكل مادة كيميائية في علاقة
+
+258
+00:23:51,340 --> 00:23:54,900
+ما بين الـ asset number تبعها والـ organic asset
+
+259
+00:23:54,900 --> 00:24:00,400
+content تبعها، والعلاقة هذه استنبطناها بالـ
+
+260
+00:24:00,400 --> 00:24:03,320
+regression، المعنى ذلك، لو عندي أنا chemical، أو أنا
+
+261
+00:24:03,320 --> 00:24:08,740
+عايز أحسب الـ organic، عايز أفحص الـ organic، هذا مش
+
+262
+00:24:08,740 --> 00:24:13,100
+محتاج أعمل العملية المعقدة، بعمل العملية البسيطة
+
+263
+00:24:13,100 --> 00:24:19,170
+أُحسب الـ asset number، ومنهم بأستنبط الـ
+
+264
+00:24:19,170 --> 00:24:24,370
+regression، فالآن هدول عشرين observations لعشرين
+
+265
+00:24:24,370 --> 00:24:30,170
+chemical، مادة كيميائية، وسجّلت الـ acid number لكل
+
+266
+00:24:30,170 --> 00:24:34,270
+واحد، الـ acid number تبعه، و organic acid content
+
+267
+00:24:34,270 --> 00:24:38,250
+والسجل الآن، من هدول العشرين، بدنا نستنبط الـ line
+
+268
+00:24:38,250 --> 00:24:42,890
+أو الـ relation، يعني على أساس لو في عندنا مادة كيميائية
+
+269
+00:24:42,890 --> 00:24:49,050
+جديدة، بدل من أن أجري هذه العملية الطويلة، بقى أجري
+
+270
+00:24:49,050 --> 00:24:53,390
+البسيطة، ومنها بأستنبط القيمة تبع الـ organic، هاي كانت
+
+271
+00:24:53,390 --> 00:24:58,070
+فكرتي، يعني الـ figures هذه، لأن لو في عندي واحد من
+
+272
+00:24:58,070 --> 00:25:02,770
+الـ 20 قراءة تبعته مُطرفة كثير، أعتقد مين
+
+273
+00:25:02,770 --> 00:25:09,130
+اللي هو هذا، أسألنا شوية كده نشوف، هذا فعندي 180، و
+
+274
+00:25:09,130 --> 00:25:13,440
+بعدين في الـ negative ما ظلّينيش موجود هنا في الجدول، ليس
+
+275
+00:25:13,440 --> 00:25:20,920
+لدي أحد نيجاتيف، بس نفترض أن هناك واحد من هؤلاء جاء
+
+276
+00:25:20,920 --> 00:25:25,280
+الـ acidic number تبعه نيجاتيف، المهم هذا هو
+
+277
+00:25:25,280 --> 00:25:29,820
+سيكون outlier، ممكن نعيده في الأول، نطلعه، أو نستخدم
+
+278
+00:25:29,820 --> 00:25:36,360
+الـ robust regression، على أساس أنه ما بتأثرش
+
+279
+00:25:36,360 --> 00:25:45,030
+به، طيب، إحنا هيك الآن بنوقف عند هذا القدر، بنرجع بس
+
+280
+00:25:45,030 --> 00:25:50,250
+في الأول، إيش هو اللي تمّ؟ اه، اللي إيش اللي غطينا
+
+281
+00:25:50,250 --> 00:25:55,430
+بالضبط، إحنا
+
+282
+00:25:55,430 --> 00:25:59,770
+بنكون الآن غطينا هذا، وغطينا هذا البند، بنضلّ...
+
+283
+00:25:59,770 --> 00:26:02,410
+طبعًا هذا... بيضل هذا الجزء الأخير
+
+284
+00:26:06,270 --> 00:26:11,170
+lecture 17، تلاحظ أننا قد خلصنا جزء منها وهو ما
+
+285
+00:26:11,170 --> 00:26:14,890
+يتعلق بالـ decision trees، صح؟ نحن بس نخلص مهارة
+
+286
+00:26:14,890 --> 00:26:19,830
+جاية، نحكي في الـ principle component analysis، ومن
+
+287
+00:26:19,830 --> 00:26:24,930
+نخلصه، وبعدها كده بنروح بنكمل اللي ضايل من 17، عشان
+
+288
+00:26:24,930 --> 00:26:25,730
+أعطيكم ملاحظة
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/-eOFQEPf89w_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/-eOFQEPf89w_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b1c3bff74a77a259ed03989294284485e2b163b1
--- /dev/null
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@@ -0,0 +1,1152 @@
+1
+00:00:21,450 --> 00:00:25,390
+بسم الله الرحمن الرحيم اليوم إن شاء الله بدنا
+
+2
+00:00:25,390 --> 00:00:30,590
+نستمر في الموضوع ال data mining بدنا .. كنا حاكينا
+
+3
+00:00:30,590 --> 00:00:34,970
+في أولا شي في decision trees و خلصناها و بعد كده
+
+4
+00:00:34,970 --> 00:00:40,710
+أرجعنا على البداية ال lecture هذه علشان ناخد
+
+5
+00:00:40,710 --> 00:00:44,870
+المواضيع من الأول من البداية فحكينا في
+
+6
+00:00:44,870 --> 00:00:47,690
+introduction عن ال data mining و إيش هو
+
+7
+00:00:50,880 --> 00:00:54,080
+وحكينا عن ال process of data mining مصموم من ال
+
+8
+00:00:54,080 --> 00:00:59,720
+process of data mining وهي عملية بناء knowledge
+
+9
+00:00:59,720 --> 00:01:05,100
+-based system باستخدام أسلوب ال data mining الآن
+
+10
+00:01:05,100 --> 00:01:08,580
+ال steps تبعتها اللي هو data selection و ال fusion
+
+11
+00:01:08,580 --> 00:01:13,100
+و ال transformation وبعدها العملية الأساسية تبعت
+
+12
+00:01:13,100 --> 00:01:16,700
+ال data mining باستخدام ال data mining techniques
+
+13
+00:01:16,700 --> 00:01:21,800
+أو ال artificial techniques in generalو المرحلة
+
+14
+00:01:21,800 --> 00:01:27,720
+الأخيرة الـ Interpretation يعني أن عرض نتائج Data
+
+15
+00:01:27,720 --> 00:01:35,220
+Mining على المستخدم لكي يفهم هذا المعرفة و يبني
+
+16
+00:01:35,220 --> 00:01:42,840
+على أساسها قرارته تقنيات
+
+17
+00:01:42,840 --> 00:01:48,840
+Data Mining في هذه الأمر ممكن تبقى decision treesو
+
+18
+00:01:48,840 --> 00:01:52,220
+ممكن تجد نور انتروس و نور و fuzzy systems التكنيكس
+
+19
+00:01:52,220 --> 00:01:56,540
+اللي احنا شفناها خلال الفصل هذا وفي موضوع ال oLab
+
+20
+00:01:56,540 --> 00:01:59,600
+اللي هو online analytical processing ال online
+
+21
+00:01:59,600 --> 00:02:04,800
+analytical processing ما هو سواء تطبيق للتكنيكس
+
+22
+00:02:04,800 --> 00:02:08,440
+هذه على ال data من أجل استخلاص اللي هو knowledge
+
+23
+00:02:08,440 --> 00:02:11,580
+هذا
+
+24
+00:02:11,580 --> 00:02:16,540
+ال oLabيعني أنسب ان احنا ندرس في مادة مخصصة لل
+
+25
+00:02:16,540 --> 00:02:20,340
+data mining احنا تركزنا هنا في ال AI على ال
+
+26
+00:02:20,340 --> 00:02:25,940
+techniques نفسها توظف في ايه هذه القضايا بتعتمد
+
+27
+00:02:25,940 --> 00:02:33,400
+على المثقفات المختلفة فاحنا الآن بنسير على اعتبار
+
+28
+00:02:33,400 --> 00:02:37,900
+اللي هو ال statistical methods and data
+
+29
+00:02:37,900 --> 00:02:41,620
+visualization ال statistical methods هي عبارة عن
+
+30
+00:02:42,370 --> 00:02:47,230
+بنقدر نعتبرها مجموعة ال statistics operations
+
+31
+00:02:47,230 --> 00:02:52,410
+عمليات الإحصائية زي ال average standard deviation
+
+32
+00:02:52,410 --> 00:02:56,610
+ال maximum ال median ال mean الأمور هذه اللي ايضا
+
+33
+00:02:56,610 --> 00:03:04,470
+ممكن توظف فيه أثناء عملية ال data mining فعندك انت
+
+34
+00:03:04,470 --> 00:03:06,350
+لان هنا money
+
+35
+00:03:12,830 --> 00:03:16,230
+Graphical Data Exploration Techniques Graphical
+
+36
+00:03:16,230 --> 00:03:19,550
+Data Exploration Techniques هي بالأساس
+
+37
+00:03:19,550 --> 00:03:23,790
+Visualization احنا حاطين الموضوع هذا ال
+
+38
+00:03:23,790 --> 00:03:27,750
+statistical methods و ال visualization في نفس ال
+
+39
+00:03:27,750 --> 00:03:31,330
+band أو في نفس ال title ليش؟ لأن ال visualization
+
+40
+00:03:31,330 --> 00:03:35,870
+يعتمد على ال statistical methods المختلفة يعني كما
+
+41
+00:03:35,870 --> 00:03:38,710
+احنا بنحسب ال mean و ال median و ال mode و ال
+
+42
+00:03:38,710 --> 00:03:41,820
+range و ال standard deviationفي الآخر هذا ال cover
+
+43
+00:03:41,820 --> 00:03:50,420
+بدنا نظهره على ال user عشان ال user يشوفه و يستفيد
+
+44
+00:03:50,420 --> 00:03:54,180
+منه في اتخاذ اترارات
+
+45
+00:04:02,800 --> 00:04:06,220
+بنطلع على أمثلة Graphical Representation Graphical
+
+46
+00:04:06,220 --> 00:04:08,780
+يعني Visual هنا الموضوع Visual Data Visualization
+
+47
+00:04:08,780 --> 00:04:12,800
+يعني استخدام Graphical Data Representation Tools
+
+48
+00:04:12,800 --> 00:04:18,620
+أو تقنيات من بعض من هذه الأمور ال scatter plots ال
+
+49
+00:04:18,620 --> 00:04:22,500
+dot diagrams ال stem plots و ال histograms و ال
+
+50
+00:04:22,500 --> 00:04:26,260
+box plots هنطلع على scatter plots بالأساس
+
+51
+00:04:29,250 --> 00:04:33,790
+نشوف إيش اللي ممكن نستفيده من scatter plot scatter
+
+52
+00:04:33,790 --> 00:04:36,850
+plot عبارة عن two dimensional graph two
+
+53
+00:04:36,850 --> 00:04:43,550
+dimensional مش ال three dimensional بيوضح
+
+54
+00:04:43,550 --> 00:04:47,430
+represent ال correlation between two variables
+
+55
+00:04:47,430 --> 00:04:53,170
+يعني ببساطة شديد هو عبارة عن إيش؟ هاي ال variable
+
+56
+00:04:53,170 --> 00:04:56,170
+الأول و هاي ال variable التانيفالعلاقة مابينها
+
+57
+00:04:56,170 --> 00:04:59,450
+ممكن تدرسها كيف هي اللي بتغير وبيعتمد عليك ال
+
+58
+00:04:59,450 --> 00:05:02,970
+variable التاني فمن هنا اسم scatter plus لأنه كل
+
+59
+00:05:02,970 --> 00:05:06,510
+واحدة من ال patterns أو من العيينة انتباهة ال data
+
+60
+00:05:06,510 --> 00:05:12,170
+بتمثل على شكل نقطة النقطة هذه النقطة هذه عادة لأنه
+
+61
+00:05:12,170 --> 00:05:16,010
+في علاقة ما بين ال X وما بين ال Y فالنقطة هذه
+
+62
+00:05:16,010 --> 00:05:23,610
+دائما تيجي اما يعني مثلا تيجي
+
+63
+00:05:24,270 --> 00:05:32,410
+مع بعض ومشي في اتجاه تساعدي او تنازلي او ممكن تبقى
+
+64
+00:05:32,410 --> 00:05:38,750
+مافيش اي علاقة ما بينهم التكتل هذا يوحي وجود علاقة
+
+65
+00:05:38,750 --> 00:05:45,630
+ما بين ال X وY كيف؟ ان كل نقطة .. كل نقطة .. اذا
+
+66
+00:05:45,630 --> 00:05:50,850
+ال value تبعها ال X value تبع ال pattern يبقى كبير
+
+67
+00:05:50,850 --> 00:05:57,700
+يبقى ال Y value كبيرهو صغير و بقى صغير هنا نفس
+
+68
+00:05:57,700 --> 00:06:03,760
+الشيء بس عكسي لما نيبقى ال X كبير و ال Y منخفض ففي
+
+69
+00:06:03,760 --> 00:06:06,700
+نوع من ال correlation ما بين ال X وما بين ال Y بس
+
+70
+00:06:06,700 --> 00:06:09,860
+كانت ال plot إذا في correlation بنشوفها visually
+
+71
+00:06:09,860 --> 00:06:18,280
+الان إيه شغلت ال visual visualization بموضوع
+
+72
+00:06:18,280 --> 00:06:21,020
+ال data mining و بموضوع ال AI و بموضوع ال decision
+
+73
+00:06:21,020 --> 00:06:27,560
+makingلأن هو بيساعد ال decision maker لما احنا
+
+74
+00:06:27,560 --> 00:06:31,080
+بنعطيله ال data visual طبعا ال data بعد ما نكون
+
+75
+00:06:31,080 --> 00:06:34,000
+عملنا عليها عمليات aggregation و statistical
+
+76
+00:06:34,000 --> 00:06:39,780
+analysis و صفناله إليها في متغيرين معينين ال x و
+
+77
+00:06:39,780 --> 00:06:44,980
+ال y و عرضناله إليها على شكل plot وجدها هو يستطيع
+
+78
+00:06:44,980 --> 00:06:48,900
+أنه يشوف العلاقة visually و يفهم أنه فعلا فيها
+
+79
+00:06:48,900 --> 00:06:56,770
+علاقة و على هذا الأساسيقرر ايش اللي بيعمله احنا
+
+80
+00:06:56,770 --> 00:07:00,390
+لان هنا لما يكون العلاقة طبيعية نسميها positive
+
+81
+00:07:00,390 --> 00:07:04,050
+correlation لما نكون عكسية نسميها negative
+
+82
+00:07:04,050 --> 00:07:08,090
+correlation لما مايوجهش فيه اي نوع من العلاقة
+
+83
+00:07:08,090 --> 00:07:15,130
+نسميها non-correlation نرجع مرة تانية بس scatter
+
+84
+00:07:15,130 --> 00:07:18,950
+plot قلنا عبارة عن ايش؟أتو دمشنال graph for
+
+85
+00:07:18,950 --> 00:07:21,950
+representing the degree of correlation between
+
+86
+00:07:21,950 --> 00:07:26,430
+representing هو مش هو اللي بحسبها مابحسبش ال
+
+87
+00:07:26,430 --> 00:07:29,430
+correlation قديش بس هو ميورينيها represent ال
+
+88
+00:07:29,430 --> 00:07:32,770
+correlation between two variables ال data is
+
+89
+00:07:32,770 --> 00:07:36,310
+represented as a collection of points كل point
+
+90
+00:07:36,310 --> 00:07:42,710
+إلها a coordinate في البواد هذا أو البواد الأخر ال
+
+91
+00:07:42,710 --> 00:07:46,230
+X أو ال YThe position of each point on the
+
+92
+00:07:46,230 --> 00:07:49,370
+horizontal axis is determined by one variable and
+
+93
+00:07:49,370 --> 00:07:55,750
+on the vertical axis by another variable هذي
+
+94
+00:07:55,750 --> 00:07:59,230
+المثال اللي شفناه عبارة عن ال core عبارة عن plug
+
+95
+00:07:59,230 --> 00:08:08,890
+ده علاقة ال height تبع الأشخاص مع ال weight الكل
+
+96
+00:08:08,890 --> 00:08:14,920
+عارف أن ال weight و ال height متناسبوا مع بعضمظبوط
+
+97
+00:08:14,920 --> 00:08:30,900
+لأن كل ما زاد الإنسان طوله بزيد وزده وكذا كلها
+
+98
+00:08:30,900 --> 00:08:35,260
+مختلفة عن بعضها ممكن
+
+99
+00:08:35,260 --> 00:08:40,860
+تكون positive أو negative أو non-correlation
+
+100
+00:08:47,020 --> 00:08:53,000
+هذا بالنسبة لـ Scatter Plots الخط الأزرق المعمول
+
+101
+00:08:53,000 --> 00:08:57,980
+لو
+
+102
+00:08:57,980 --> 00:09:04,040
+حسبنا معادلة الخط المعمول تخيل
+
+103
+00:09:04,040 --> 00:09:08,760
+أنه راح اتبع مشارف الـ Scattering و رسم الخط
+
+104
+00:09:08,760 --> 00:09:13,400
+بطريقة مخصصة لكن نحسبه لو حسبنا معادلته
+
+105
+00:09:18,440 --> 00:09:26,840
+بيفيدنا بشيء غير بيفيدنا بشيء ان انا ارسم الخط هذا
+
+106
+00:09:26,840 --> 00:09:32,080
+الخط هذا عبارة عن ايش بتقدر
+
+107
+00:09:32,080 --> 00:09:41,900
+تقول يمثل اتجاه ال correlation لو حسبنا معادلة
+
+108
+00:09:41,900 --> 00:09:47,460
+الخط هذا بيفيدنا بشيءبفيدنا مش بنقدر استطيع بعد
+
+109
+00:09:47,460 --> 00:09:51,420
+هيك انه احنا لو عندي اي data point من غير المجموعة
+
+110
+00:09:51,420 --> 00:09:57,120
+هذه وعندي ال X value تبعها مش مقدر اتوقع ال Y
+
+111
+00:09:57,120 --> 00:10:02,940
+value لو انا اجالي واحد يقول ان افترض ان هذا هو ال
+
+112
+00:10:02,940 --> 00:10:09,920
+correlation بين الوزن و ال height تمام هدولة عبارة
+
+113
+00:10:09,920 --> 00:10:15,390
+عن data انا جمعتهاو رسمت ال plot و بعدها طلعت الخط
+
+114
+00:10:15,390 --> 00:10:22,270
+هذا بعدها جيبنا وزن لواحد جديد جيبنا الوزن تبعه مش
+
+115
+00:10:22,270 --> 00:10:30,050
+بنقدر لو واحد كان ال .. بقول مثلا .. بقول هنا مثلا
+
+116
+00:10:30,050 --> 00:10:39,050
+الوزن تبعه plot بس افترض ان في عندنا بيانات بيانات
+
+117
+00:10:39,050 --> 00:10:43,410
+أخرى و وجدنا في correlation ما بينهموالان رصدنا
+
+118
+00:10:43,410 --> 00:10:46,990
+الخطط مش بيصير بعدها كأنه انا اقدر اتوقع لو اجتني
+
+119
+00:10:46,990 --> 00:10:51,610
+عين جديدة ومعايا بس جزء من المعلومة شقة منها بقدر
+
+120
+00:10:51,610 --> 00:10:55,450
+اعرف الشقة الآخر وهذا هو موضوع ال regression موضوع
+
+121
+00:10:55,450 --> 00:10:58,850
+ال linear regression ال linear regression اللي هو
+
+122
+00:10:58,850 --> 00:11:06,610
+انا اقدر احسب ال X ال Y اصفر بناء على ال X بس لازم
+
+123
+00:11:06,610 --> 00:11:12,670
+اعرف ال beta 0 و ال beta 1 لانهم همبالظبط الاش
+
+124
+00:11:12,670 --> 00:11:16,430
+اللي
+
+125
+00:11:16,430 --> 00:11:22,250
+بيحددولي اللي هو معادلة الخط من خلالهم أنا بعرف
+
+126
+00:11:22,250 --> 00:11:29,070
+معادلة الخط مر عليكوا linear regression قبل هيك؟
+
+127
+00:11:29,070 --> 00:11:32,250
+regression سواء linear ولا non-linear مر عليكوا
+
+128
+00:11:32,250 --> 00:11:36,510
+قبل هيك؟ خلينا نطلع على الطريقة تبع ال linear
+
+129
+00:11:36,510 --> 00:11:39,510
+regression بس في الأول بدنا ناخد نتعرف على شوية
+
+130
+00:11:39,510 --> 00:11:44,160
+إصلاحاتالان لما انا بحسب لما نكون بعين ال X و
+
+131
+00:11:44,160 --> 00:11:48,580
+بتحسب ال Y مين منهم بيعتمد على مين ال Y بيعتمد على
+
+132
+00:11:48,580 --> 00:11:52,320
+ال X صح ال X هو بيكون dependent ولا independent
+
+133
+00:11:52,320 --> 00:11:58,360
+بيكون independent تمام و ال X is independent و
+
+134
+00:11:58,360 --> 00:12:01,640
+هناك بيعتمد عليه ال Y بيعتمد عليه فهو independent
+
+135
+00:12:01,640 --> 00:12:07,820
+أو احنا بنسميه regressant أو
+
+136
+00:12:07,820 --> 00:12:11,650
+ال output variableoutput variable صح؟ لأن هذا هو
+
+137
+00:12:11,650 --> 00:12:14,390
+ال input اللي أنا معايا وانا بدي أحسب من خلال ال y
+
+138
+00:12:14,390 --> 00:12:19,190
+تمام؟ الآن ال beta 0 و ال beta 1 اللي هم ال
+
+139
+00:12:19,190 --> 00:12:22,810
+coefficients ال regression coefficients هم اللي
+
+140
+00:12:22,810 --> 00:12:25,950
+احنا عاوزين نحسبهم عاوزين نحسبهم، متى ما حسبناهم
+
+141
+00:12:25,950 --> 00:12:32,770
+خلاص، بصير انا بقدر أطلع ال y و ال .. okay نعم؟ ال
+
+142
+00:12:32,770 --> 00:12:37,410
+.. ال .. القضية بتبدأ أو المسألة بتبدأ الشكل هذا
+
+143
+00:12:37,410 --> 00:12:38,850
+اللي هو انه انا
+
+144
+00:12:42,480 --> 00:12:46,580
+خلّيني أفكّر بس عناصر هذه احنا في عندنا هنا ال y
+
+145
+00:12:46,580 --> 00:12:53,940
+هذا في الأول ناخده من هنا ال y bar اللي هو ال
+
+146
+00:12:53,940 --> 00:12:59,140
+average average أيش عندي
+
+147
+00:12:59,140 --> 00:13:04,700
+النقط الأولى النقط هذه أو هذه أو هذه تخيلوا أنهم
+
+148
+00:13:04,700 --> 00:13:11,940
+هبقوا عن جدول صح هي ال x وهي ال yهما coordinates
+
+149
+00:13:11,940 --> 00:13:16,580
+يعني انا باخد x و y براه و امثلهم نقطة صح مظبوط كل
+
+150
+00:13:16,580 --> 00:13:23,140
+نقطة لها x و لها y فخلاص هذا هيك مجموحهم ال y على
+
+151
+00:13:23,140 --> 00:13:27,220
+عددهم yy براه صح و مثل ذلك ال x
+
+152
+00:13:38,130 --> 00:13:44,490
+متوسط اللي هو ال y عمود
+
+153
+00:13:44,490 --> 00:13:52,530
+ال y فهنا مافيش ضاوي أكتبها و ال x bar نفس الشيء
+
+154
+00:13:52,530 --> 00:14:04,130
+الآن احنا بنحسب ال beta zero و ال beta one ال beta
+
+155
+00:14:04,130 --> 00:14:09,370
+zero بحسبها من كلال ال beta oneإذا أنا حسبة ال
+
+156
+00:14:09,370 --> 00:14:16,770
+beta 1 ال beta 0 بساوي المتوسط ال Y ناقص ال beta 1
+
+157
+00:14:16,770 --> 00:14:23,650
+في متوسط ال X بدنا نجيب هذا الآن و خلاص هذه ال N
+
+158
+00:14:23,650 --> 00:14:32,310
+هي حسبة ال beta 1 بتساوي ايش اللي عندك هنا هذا
+
+159
+00:14:32,310 --> 00:14:40,870
+عبارة عن مضروب هذه جدول مرة أخرىكل واحدة مضروبة
+
+160
+00:14:40,870 --> 00:14:50,890
+في كورنت كل مجموع مضروح منه ناخد مجموعة Y لحالي
+
+161
+00:14:50,890 --> 00:14:55,090
+مجموعة
+
+162
+00:14:55,090 --> 00:15:02,580
+Y لحالي مجموع X لحالي مضروبين المجميع المضروبةفى
+
+163
+00:15:02,580 --> 00:15:05,980
+التانى و بعدين اجمع لأ هنا بجمع و بعدين اضغط و
+
+164
+00:15:05,980 --> 00:15:09,120
+بجمع و بعدين اضغط اضغط اضغط اضغط اضغط اضغط اضغط
+
+165
+00:15:09,120 --> 00:15:10,100
+اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط
+
+166
+00:15:10,100 --> 00:15:11,100
+اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط
+
+167
+00:15:11,100 --> 00:15:12,400
+اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط
+
+168
+00:15:12,400 --> 00:15:20,260
+اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط اضغط
+
+169
+00:15:20,260 --> 00:15:29,840
+اضغط اض
+
+170
+00:15:31,770 --> 00:15:38,310
+مرة أخرى هنا ليش باخد ال Y ضارب ال X افترض انا
+
+171
+00:15:38,310 --> 00:15:43,290
+استبدالت ال Y برضه بال X صارت XI XI يعني XI تربية
+
+172
+00:15:43,290 --> 00:15:51,410
+و هنا برضه نفس الشيء فصار في عندي ايش مجموعة ال X
+
+173
+00:15:51,410 --> 00:15:56,570
+بس ليش باخده مرة واحدة باخدوش مرتين لأ بس لأنه انا
+
+174
+00:15:56,570 --> 00:16:00,670
+ضاربه ضاربه في بعض .. ضارب المجموعين بطلع عندي ايش
+
+175
+00:16:00,670 --> 00:16:07,510
+تربيةيعني مجموعة ال X المجموعة تربية واضحة يعني
+
+176
+00:16:07,510 --> 00:16:13,390
+هذه الدوشة كلها صارت بسيطة ان انا باخد ال beta
+
+177
+00:16:13,390 --> 00:16:19,710
+بتصير عندي عبارة عن المجموعة
+
+178
+00:16:19,710 --> 00:16:26,810
+المظلمين ناقص مضروب المجموعين عالمين على N ونفس
+
+179
+00:16:26,810 --> 00:16:32,090
+الكلام اللي اتحت بس لل X لحالهبنحسب ال beta 1
+
+180
+00:16:32,090 --> 00:16:42,370
+بنحسب ال beta 0 وبنستطيع التنبؤ بأي فيمة y بالان
+
+181
+00:16:42,370 --> 00:16:53,470
+على ال x اللي معناه ال current
+
+182
+00:16:53,470 --> 00:16:59,350
+هذي اللي هحطه هنا ال y هذا ال y المحسوبة اللي حسبت
+
+183
+00:17:00,020 --> 00:17:03,660
+أفترض أنا أخذت واحدة من ال points اللي already
+
+184
+00:17:03,660 --> 00:17:12,540
+موجودين عندي واحدة من هدولة من غير ما أفكر كثير
+
+185
+00:17:12,540 --> 00:17:20,360
+هذه ال points لان لما أنا بحسب بدخل بال X تبعها ال
+
+186
+00:17:20,360 --> 00:17:23,480
+X تبعها و بدخل على المعادلة اللي هي إيش
+
+187
+00:17:28,390 --> 00:17:34,190
+هو يدخل هنا على البيتلز اللي انا حسبتهم هل يقنعني
+
+188
+00:17:34,190 --> 00:17:41,650
+ال y هادى؟ لأ لأنه
+
+189
+00:17:41,650 --> 00:17:48,010
+على اساس الخط الفرق ما بين ال y الحقيقية و ال y
+
+190
+00:17:48,010 --> 00:17:50,590
+اللي حسبك هذا error
+
+191
+00:17:58,430 --> 00:18:02,950
+طبعا هنا ال error بال positive ممكن هنا لو أخدت
+
+192
+00:18:02,950 --> 00:18:10,710
+لهذه هيكون ال error بال negative فعمليا
+
+193
+00:18:10,710 --> 00:18:16,310
+المعادلة هذه الأخيرة يسمى ال Y الحقيقية ال Y
+
+194
+00:18:16,310 --> 00:18:20,990
+الحقيقية هي عبارة عن هذا الكلام هو ال Y اللي
+
+195
+00:18:20,990 --> 00:18:26,410
+بحسبها انا زائد ال error لكل نقطة هيكون في error
+
+196
+00:18:26,830 --> 00:18:30,830
+بكل نقطة من النقاط اللي انا استنادتهم في حساب ال
+
+197
+00:18:30,830 --> 00:18:36,510
+line يوم انا احسبها من خلال ال beta و ال data
+
+198
+00:18:36,510 --> 00:18:40,750
+هلاجي في error ممكن
+
+199
+00:18:40,750 --> 00:18:43,310
+اجي لواحد الاجي ال error تبعها ال zero اجي اجيها
+
+200
+00:18:43,310 --> 00:18:48,250
+مطابق لان واقع على ال line مثل هذه النقطة واقع على
+
+201
+00:18:48,250 --> 00:18:52,890
+هذه النقطة اربع اكتر من النقطة واقعين على ال line
+
+202
+00:18:52,890 --> 00:18:55,430
+فال error تبعهم هيبقى zero او قريب من ال zero يعني
+
+203
+00:19:01,470 --> 00:19:05,670
+هذا ال error نسميه residual residual يعني زي إيش
+
+204
+00:19:05,670 --> 00:19:09,930
+لما يبقى يظل معاك حاجة جباجة residual فال error هو
+
+205
+00:19:09,930 --> 00:19:15,390
+الفرق ما بين ال y الحقيقية و ال y المحسوبة هذا
+
+206
+00:19:15,390 --> 00:19:18,750
+الآن ال regression شكله كويس كتير linear
+
+207
+00:19:18,750 --> 00:19:21,810
+regression طبعا ممكن يبقى non linear يعني ممكن
+
+208
+00:19:21,810 --> 00:19:26,640
+تبقى العلاقةأداج هذول بيطلع و هيك و بينزل و هيك مع
+
+209
+00:19:26,640 --> 00:19:30,840
+بعض و بالتالي بيصير مش line بيصير curve و هذا الو
+
+210
+00:19:30,840 --> 00:19:36,140
+معادلة و حسبة مختلفة بس بغض النظر و لا linear و لا
+
+211
+00:19:36,140 --> 00:19:41,000
+مش linear إذا أحنا طلعنا ال curve هذا بيكون إشي
+
+212
+00:19:41,000 --> 00:19:44,300
+ممتاز عم نجده بيساعدنا في ال prediction في التوقع
+
+213
+00:19:44,300 --> 00:19:49,180
+ماشي أقول تنبؤ في التوقع نتوقع أنه لو أجتني ال
+
+214
+00:19:49,180 --> 00:19:55,150
+data قيمتها في ال X هالجدر بقدر أطلع ال Yالمهم ان
+
+215
+00:19:55,150 --> 00:20:00,730
+احنا عندنا هنا في موضوع ال regression هذا ان
+
+216
+00:20:00,730 --> 00:20:07,990
+احيانا ال data ماتبقاش nice زي هيك ممكن تشوف ان
+
+217
+00:20:07,990 --> 00:20:15,430
+هناك data جاي هنا او هنا او هنا يعني كلهم machines
+
+218
+00:20:15,430 --> 00:20:20,030
+سوا مع بعض شوف هذا هذا مطرف بس مش مطرف كتير هذا
+
+219
+00:20:20,030 --> 00:20:26,100
+مطرف كتير هذا مطرف كتير هذا هى اثر علىجودة حساب
+
+220
+00:20:26,100 --> 00:20:31,520
+الـ Beta 0 و Beta 1 هذا
+
+221
+00:20:31,520 --> 00:20:36,200
+ما نسميه Outliers النقاط المطرفة هذه في اللغة
+
+222
+00:20:36,200 --> 00:20:41,560
+العربية نقول مطرف في اللغة العربية فصحى شواذ
+
+223
+00:20:41,560 --> 00:20:46,900
+نسميها شواذ فهذه ال outliers بتأثر على الحساب
+
+224
+00:20:46,900 --> 00:20:52,900
+تبعنا لأن هنا ال curve على هذه النقاطوالنقاط في
+
+225
+00:20:52,900 --> 00:20:56,700
+هذه الشكلة من حسب الخط فجأة بالظبط عليها لأنهم
+
+226
+00:20:56,700 --> 00:21:03,340
+أصلا جابوا من بعض نفس النقاط لو فيه هندي أنا نقطة
+
+227
+00:21:03,340 --> 00:21:11,420
+أكبر ناقية أثبت الخط هذا الأكبر شد الخط الخط وفي
+
+228
+00:21:11,420 --> 00:21:15,660
+الآخر جاء نتيجة ان احنا أخدنا كل النقاط في عين
+
+229
+00:21:15,660 --> 00:21:22,990
+الاعتبار صح فهذا أثر على الحسبة وطلع ليه lineمش
+
+230
+00:21:22,990 --> 00:21:28,890
+هذا مش جاي على ال .. يعني لو انا شيلته لو كان هو
+
+231
+00:21:28,890 --> 00:21:32,910
+موجود و شيلته مابضرش كتير على العكس يعني لو انا
+
+232
+00:21:32,910 --> 00:21:37,750
+قبل ما اعمل لو انا طلعت على ال data زي .. جابت قبل
+
+233
+00:21:37,750 --> 00:21:41,590
+ما احسب الخط الأزرق هو الخط الأحمر هو الوضع
+
+234
+00:21:41,590 --> 00:21:46,470
+المفترض لو انا قبل ما احسب الخط الأزرق طلعت وجدت
+
+235
+00:21:46,470 --> 00:21:49,410
+المفات كلها جاي جريم من بعض لكن في واحد هنا أو
+
+236
+00:21:49,410 --> 00:21:54,490
+كمان واحد أو كمان واحد و روحت انازي فليتهم يعني
+
+237
+00:21:54,490 --> 00:21:59,730
+شيلتهم الشواقب اللي شيلتها و حسبت هأحصل على الخط
+
+238
+00:21:59,730 --> 00:22:04,290
+الصحيح و الخط الصحيح هذا هيكون يساعدنا في عملية
+
+239
+00:22:04,290 --> 00:22:08,370
+التنبؤ فال
+
+240
+00:22:08,370 --> 00:22:11,770
+method هذه اللي هي robust regression ال least
+
+241
+00:22:11,770 --> 00:22:16,090
+squares اللي هتاوي استخدمناه robust regression مش
+
+242
+00:22:16,090 --> 00:22:22,370
+هدخل فيه الآن بس هو عبارة عن أي ليش لا استثناء
+
+243
+00:22:22,810 --> 00:22:28,090
+استثناء ال outliers جاب ال managery حسبة ال ..
+
+244
+00:22:28,090 --> 00:22:34,090
+حسبة ال fitting هذه مسمية fitting يعني to fit a
+
+245
+00:22:34,090 --> 00:22:44,270
+line اللي ييجي بالضبط على اللي هو ال data فبالتالي
+
+246
+00:22:44,270 --> 00:22:47,870
+احنا الآن يعني بدأ ارجع على المواضيع خلينا نطلع
+
+247
+00:22:47,870 --> 00:22:54,480
+على هذا المثال بس قبل في الأول هذا مثالهو عاملين
+
+248
+00:22:54,480 --> 00:22:59,300
+ال plots اللي كنا بنطلع عليها هذي هي عبارة عن ال
+
+249
+00:22:59,300 --> 00:23:05,260
+data هذي okay اندي عشرين data item الأمود الأولاني
+
+250
+00:23:05,260 --> 00:23:09,040
+هو عبارة عن يعني في عندك chemicals و ال chemicals
+
+251
+00:23:09,040 --> 00:23:13,040
+بنحسب لكل chemical ال acidic number أو ال acid
+
+252
+00:23:13,040 --> 00:23:18,760
+number تمام و في عندي حاجة تانية اسمها ال organic
+
+253
+00:23:18,760 --> 00:23:26,590
+acid content هذا في الكيميا انا يعنيالنوبة المهمة
+
+254
+00:23:26,590 --> 00:23:33,210
+في الموضوع هي اهمية ال regression ان ال asset
+
+255
+00:23:33,210 --> 00:23:38,510
+number عمليا في المعمل بيقدر يحسبه بطرق سهلة بسيطة
+
+256
+00:23:38,510 --> 00:23:45,790
+ال organic asset content بيأخذ إجارات أطول لو ثبت
+
+257
+00:23:45,790 --> 00:23:51,340
+ان هناك علاقةمابين هذا لكل مادة كيميائية في علاقة
+
+258
+00:23:51,340 --> 00:23:54,900
+ما بين ال asset number تبعها وال organic asset
+
+259
+00:23:54,900 --> 00:24:00,400
+content تبعها والعلاقة هذه استنبطناها بال
+
+260
+00:24:00,400 --> 00:24:03,320
+regression المعنى ذلك لو عندي أنا chemical او انا
+
+261
+00:24:03,320 --> 00:24:08,740
+عاوز احسب ال organic عاوز افحص ال organic هذا مش
+
+262
+00:24:08,740 --> 00:24:13,100
+محتاج اعمل العملية المعقدة بعمل العملية البسيطة
+
+263
+00:24:13,100 --> 00:24:19,170
+بطلنا ال asset numberومنهم بستنبط على ال
+
+264
+00:24:19,170 --> 00:24:24,370
+regression فالان هدولة عشرين observations لعشرين
+
+265
+00:24:24,370 --> 00:24:30,170
+chemical مادة كيميائية وسجلت ال acid number لكل
+
+266
+00:24:30,170 --> 00:24:34,270
+واحد ال acid number تبعه و organic acid content
+
+267
+00:24:34,270 --> 00:24:38,250
+والسجل الآن من هدولة العشرين بدنا نستنبط ال line
+
+268
+00:24:38,250 --> 00:24:42,890
+أو ال relation يعني على أساس لو فينا مادة كيميائية
+
+269
+00:24:42,890 --> 00:24:49,050
+جديدةبدل من أن أجري هذه العملية البطولة بقى أجري
+
+270
+00:24:49,050 --> 00:24:53,390
+البسيطة و منها بستنبط القيمة تبع الorganic هاي كان
+
+271
+00:24:53,390 --> 00:24:58,070
+فكرتي يعنيه ال figures هذه لأن لو في عندي واحد من
+
+272
+00:24:58,070 --> 00:25:02,770
+ال 20 دولار القراءة تبعته مطرفة كتير اعتقد مين
+
+273
+00:25:02,770 --> 00:25:09,130
+اللي هو هذا اسألنا شوية كده نشوف هذا فعندي 180 و
+
+274
+00:25:09,130 --> 00:25:13,440
+بعدين في ال negative مظلنيش موجود هنا في الجدولليس
+
+275
+00:25:13,440 --> 00:25:20,920
+لدي أحد نيجاتيف بس نفترض أن هناك واحد من هؤلاء جاء
+
+276
+00:25:20,920 --> 00:25:25,280
+الـ acidic number التبعه من نيجاتيف المهم هذا هو
+
+277
+00:25:25,280 --> 00:25:29,820
+سيكون outlier ممكن نعيده في الأول نطلعه أو نستخدم
+
+278
+00:25:29,820 --> 00:25:36,360
+ال robust regression على أساس أنه ماتتأثرش
+
+279
+00:25:36,360 --> 00:25:45,030
+ابوه طيب احنا هيك الآن بنوجف عند هذا القدربنرجع بس
+
+280
+00:25:45,030 --> 00:25:50,250
+في الأول ايش هو اللى تم .. اه اللى ايش اللى غطينا
+
+281
+00:25:50,250 --> 00:25:55,430
+بالظبط احنا
+
+282
+00:25:55,430 --> 00:25:59,770
+بيكونوا الآن غطينا هذا وغطينا هذا البند بنضل ..
+
+283
+00:25:59,770 --> 00:26:02,410
+طبعا هذا .. بيضل هذا الجسر الأخير
+
+284
+00:26:06,270 --> 00:26:11,170
+lecture 17 تلاحظ أننا قد خلصنا جزء منها وهو ما
+
+285
+00:26:11,170 --> 00:26:14,890
+يتعلق بال decision trees، صح؟ نحن بس نخلص مهارة
+
+286
+00:26:14,890 --> 00:26:19,830
+جاية، نحكي في ال principle component analysis ومن
+
+287
+00:26:19,830 --> 00:26:24,930
+خلصه و بعدها كده بنروح بنكمل اللي ضايل من 17، عشان
+
+288
+00:26:24,930 --> 00:26:25,730
+أعطيكم ملاحظة
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..761efd6fe729a5a7a9c8798bb182982e779f2635
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_postprocess.srt
@@ -0,0 +1,2328 @@
+1
+00:00:20,860 --> 00:00:23,240
+طيب ماشي بسم الله الرحمن الرحيم اليوم إن شاء الله
+
+2
+00:00:23,240 --> 00:00:30,040
+بدنا نقطع قدر أكبر في الموضوع اللي هو ال fuzzy
+
+3
+00:00:30,040 --> 00:00:33,100
+express systems كنا في المحاضرة اللي فاتت دوبك
+
+4
+00:00:33,100 --> 00:00:38,420
+بدينا نحكي عن اللي هو المفاهيم الأولى ل ال fuzzy
+
+5
+00:00:38,420 --> 00:00:43,020
+express systems و حكينا عن ال fuzzy rules أنا الآن
+
+6
+00:00:43,020 --> 00:00:46,020
+بدي أرجع شوية على ثبت أنه أبدأ في الموضوع من
+
+7
+00:00:46,020 --> 00:00:50,460
+البداية و الحين نقدر نجمله كله المحاضرة هذه إن شاء
+
+8
+00:00:50,460 --> 00:00:54,600
+اللهالموضوع هذا بادي في ال slides عندكم من lecture
+
+9
+00:00:54,600 --> 00:00:58,760
+رقم أربعة وفي file تاني اللي هو lecture رقم خمسة
+
+10
+00:00:58,760 --> 00:01:02,220
+بيكمل الموضوع، دا كال lecture رقم خمسة بتناول ال
+
+11
+00:01:02,220 --> 00:01:06,160
+inference هنا في أربعة مقدمة بيحكي فيها عن
+
+12
+00:01:06,160 --> 00:01:08,960
+introduction عن ال fuzzy sets و بعدين عن ال
+
+13
+00:01:08,960 --> 00:01:12,440
+linguistic variables ال edges و بعدين بيحكي
+
+14
+00:01:12,440 --> 00:01:15,720
+operations of fuzzy sets و بعدين بيصل ال fuzzy
+
+15
+00:01:15,720 --> 00:01:22,350
+rulesاحنا بدنا نحاول نخلص الحكي و نصل ل fuzzy
+
+16
+00:01:22,350 --> 00:01:25,170
+rules اللي هو already احنا حكينا في المحاضرة
+
+17
+00:01:25,170 --> 00:01:29,250
+السابقة علشان نقدر نكمل بعد هيك على ال inference
+
+18
+00:01:29,250 --> 00:01:32,350
+ندخل على ال lecture رقم 5 و نحكي في ال inference
+
+19
+00:01:32,350 --> 00:01:37,890
+فانا ال introduction او what is fuzzy thinking و
+
+20
+00:01:37,890 --> 00:01:42,550
+fuzzy sets وحتى كمان ال linguistic values and
+
+21
+00:01:42,550 --> 00:01:49,110
+hedges انا حابد اعمل ايه من ال fuzzy setsو هأحكي
+
+22
+00:01:49,110 --> 00:01:52,070
+ال linguistic variables على طول على سرية و بعدين
+
+23
+00:01:52,070 --> 00:01:58,690
+الأوراج الزرقية هنفلتها الهجز برا هنفلتها ماشي
+
+24
+00:01:58,690 --> 00:02:03,190
+هنتقل على طول يعني واحد اتنين بعدين تلاتة و بعدين
+
+25
+00:02:03,190 --> 00:02:07,730
+نكمل على اللي هو ال slide رقم خمسة ال lecture رقم
+
+26
+00:02:07,730 --> 00:02:11,970
+خمسة كل المفاهيم اللي اخر كل المفاهيم اللي احنا
+
+27
+00:02:11,970 --> 00:02:16,640
+بنتركها بتكونهي مرت معانا أثناء الحكي ولي ما مرش
+
+28
+00:02:16,640 --> 00:02:21,480
+هنرجعله تاني ال operations هنرجعلها تاني في الآخر
+
+29
+00:02:21,480 --> 00:02:28,920
+الكلام هذا لو اقفزي سلسبب ده من slide الرقم تسعة
+
+30
+00:02:28,920 --> 00:02:35,320
+تسعة عشرة
+
+31
+00:02:35,320 --> 00:02:41,000
+عشرة تمام؟ بس قبل عشرة ربما تلقينا نقل عن تسعة
+
+32
+00:02:43,770 --> 00:02:47,510
+تسعة تسعة هي دي برضه كمان انا حكيت فيها المحاضرة
+
+33
+00:02:47,510 --> 00:02:54,230
+الفاترة في ال boolean logic عشان احنا دلوقت بنفهم
+
+34
+00:02:54,230 --> 00:02:56,590
+مصطلح ال fuzzy logic ال fuzzy logic هو ال logic
+
+35
+00:02:56,590 --> 00:03:02,250
+عادي بس بدل ما يبقى في عندي القيم ال truth يا اما
+
+36
+00:03:02,250 --> 00:03:06,530
+ال zero one يا اما true يا اما false لأ في عندي
+
+37
+00:03:06,530 --> 00:03:12,490
+تدرج في القيم ال boolean logicبقول إما true أو
+
+38
+00:03:12,490 --> 00:03:17,710
+false إما true أو false إما ينتمي إلى truth أو
+
+39
+00:03:17,710 --> 00:03:21,350
+ينتمي إلى false بينما في ال multivalue درجة اللي
+
+40
+00:03:21,350 --> 00:03:26,810
+هو اسم آخر الفاظي بيبدأ في أنه يتدرج في درجة
+
+41
+00:03:26,810 --> 00:03:31,740
+الحقيقة يعني هي true ممكن مش يا true يا falseيا
+
+42
+00:03:31,740 --> 00:03:34,200
+ممكن تبقى تسعين في الميتو ويمكن تبقى سبعين في
+
+43
+00:03:34,200 --> 00:03:40,720
+الميتو ويمكن تبقى بنسب متفاوتة فهي المقصود بإنه أو
+
+44
+00:03:40,720 --> 00:03:44,000
+التمييز ما بين ال boolean logic وما بين ال
+
+45
+00:03:44,000 --> 00:03:49,780
+multivalued أو ال fuzzy logic هذا
+
+46
+00:03:49,780 --> 00:03:53,920
+الكلام بيدخلنا على مفهوم ال fuzzy set ال fuzzy set
+
+47
+00:03:53,920 --> 00:03:58,260
+لما أنا قلت هنا انه انا عندي الحقيقة يا اما بتكون
+
+48
+00:03:58,260 --> 00:04:01,760
+true يا اما بتكون falseالمعنى ذلك انا مقدر اقول
+
+49
+00:04:01,760 --> 00:04:05,000
+الحقائق او ال .. ال .. ال .. ال .. ال .. ال
+
+50
+00:04:05,000 --> 00:04:08,720
+assertion يعني الإدعاء يا ما بكون ينتمي إلى مجموعة
+
+51
+00:04:08,720 --> 00:04:13,660
+ال true يا ما بينتمي إلى مجموعة ال false وانتماؤه
+
+52
+00:04:13,660 --> 00:04:17,460
+هنا معناه ان هو مش منتمي للطرف الآخر، اذا منتمي لل
+
+53
+00:04:17,460 --> 00:04:20,890
+true هو حتما لاينتمي إلى ال false، صح؟بينما في
+
+54
+00:04:20,890 --> 00:04:25,750
+الفظي لأ ممكن يكون هو ينتمي الى اكثر من مجموع يعني
+
+55
+00:04:25,750 --> 00:04:29,490
+الحقيقة ممكن تبقى متمية الى هذه المجموعة ال
+
+56
+00:04:29,490 --> 00:04:34,210
+assertion مجموعة ألف ومجموعة با و بدرجات متفاوتة
+
+57
+00:04:34,210 --> 00:04:37,910
+ماشي فمفهوم ال set اصلا اللى احنا بنعرفه في
+
+58
+00:04:37,910 --> 00:04:42,930
+الرياضيات بالاصل لكن الان بدل ما انا اجي اقول ان
+
+59
+00:04:42,930 --> 00:04:53,580
+فلان ينتمي الى هاي مجموعة okayبدل ان نجيب بدل ما
+
+60
+00:04:53,580 --> 00:04:57,260
+يكون انسى انسى الدائرة هذا ال grey اعتبر ان انا في
+
+61
+00:04:57,260 --> 00:05:02,840
+عندك الدائرة السوداء و الخارج اللي هو الأبيض لأن
+
+62
+00:05:02,840 --> 00:05:10,540
+اي نقطة قد اما بتكون جوا او برا صح فهي اما تنتمي
+
+63
+00:05:10,540 --> 00:05:14,160
+إلى المجموعة او لا تنتمي اليها فعندما في الفاضي
+
+64
+00:05:14,160 --> 00:05:17,740
+السادت احنا لما في عندنا انتماء و برضه في كمان
+
+65
+00:05:20,420 --> 00:05:27,340
+على الأطراف في درجات متفاوتة من الانتماء و لا
+
+66
+00:05:27,340 --> 00:05:30,640
+ينتمي تماما لأن مثلا انا ممكن اضغط في end value
+
+67
+00:05:30,640 --> 00:05:37,280
+يعبر انه قيمة على ال X-axis ال value هذا هنا هذا
+
+68
+00:05:37,280 --> 00:05:42,120
+لا ينتمي إلى المجموعة اطلاق لا ينتمي إلى المجموعة
+
+69
+00:05:42,120 --> 00:05:47,280
+الفاصلة P2 P2 صغيرة بقول مثلا تلاتة تجعله لا ينتمي
+
+70
+00:05:47,280 --> 00:05:50,840
+بالمرة إلى المجموعةبينما ال value هذا و ال value
+
+71
+00:05:50,840 --> 00:05:54,840
+هذا هذا ال value ينتمي تماما إلى المجموعة لأن واقع
+
+72
+00:05:54,840 --> 00:06:00,240
+في ال range هذا هذا ال value هنا ينتمي partially
+
+73
+00:06:00,240 --> 00:06:06,240
+جزئيا إلى المجموعة نسميها مجموعة A هذا أيضا كذلك
+
+74
+00:06:06,240 --> 00:06:11,540
+الحالة أي value هنا ينتمي جزئيا إلى مجموعة A بينما
+
+75
+00:06:11,540 --> 00:06:18,140
+بعد ذلك الانتماء صفر فإيش الاختلاف الأهم بينهذا
+
+76
+00:06:18,140 --> 00:06:22,060
+الكلام من بين هذا الكلام ان هنا بولين بولين ياما
+
+77
+00:06:22,060 --> 00:06:26,360
+ينتمي ياما لا ينتمي قطع عنا عشان ذلك نسميهم crisp
+
+78
+00:06:26,360 --> 00:06:33,740
+.. crisp .. crisp set يعني في قطع ثابت بين
+
+79
+00:06:33,740 --> 00:06:38,180
+الناحيتين بينما في ال fuzzy set لأ مافي قطع فيها
+
+80
+00:06:38,180 --> 00:06:42,860
+دي نوع من الضبابية هذا منطقة ضبابية اللي ممكن تقع
+
+81
+00:06:42,860 --> 00:06:47,250
+فيها بعض الاش بعض العناصروفي المنطقة الضبابية،
+
+82
+00:06:47,250 --> 00:06:50,910
+انتماء العنصر اللي واقع في المنطقة الضبابية بيبقى
+
+83
+00:06:50,910 --> 00:06:57,650
+نسبي، partial، جزءي، تمام؟ عشان أيه كلمة نسميه؟
+
+84
+00:06:57,650 --> 00:07:00,950
+Fuzziness وهذا فظنس، عشان كلمة فظي أصلا من جاي من
+
+85
+00:07:00,950 --> 00:07:04,810
+.. لما أنا أشرح النظارة، أنا بشوفكوا فظي، بشوفكوا
+
+86
+00:07:04,810 --> 00:07:08,490
+مغبش، ضبابي، يعني مافيش شيء وضوح للرؤية، ماهياش
+
+87
+00:07:08,490 --> 00:07:13,270
+crispOkay فانا الآن بس تفزيتي لهذا ال slide بس
+
+88
+00:07:13,270 --> 00:07:19,930
+عشان اوضح مفهوم ال fuzzy set و ال crisp set
+
+89
+00:07:19,930 --> 00:07:23,690
+فاتفاقنا انه انه مفهوم ال set هو هو بس الان
+
+90
+00:07:23,690 --> 00:07:28,150
+اختلفنا و اضافنا عليه مفهوم الضبابية عشان يكون صار
+
+91
+00:07:28,150 --> 00:07:34,890
+fuzzy set فهو
+
+92
+00:07:34,890 --> 00:07:40,080
+مثال على ذلك انه انا في اندي مثالة طولمثلا الطول
+
+93
+00:07:40,080 --> 00:07:44,380
+انا لدي اشخاص و كله راح اطوله بالصينتمتر اتنين و
+
+94
+00:07:44,380 --> 00:07:48,040
+تمانين اتنين و خمسة هذا مائة اتنين و خمسين الان لو
+
+95
+00:07:48,040 --> 00:07:55,420
+انا بدى اصنفهم الى two sets crisp sets باجى بحط خط
+
+96
+00:07:55,420 --> 00:07:59,580
+معين دعيني اقول مثلا 180 اللى اعلى من 180 هذا
+
+97
+00:07:59,580 --> 00:08:07,380
+بسميه او بقول عنه ايش طول و اللى اقل من 180 بقول
+
+98
+00:08:07,380 --> 00:08:12,520
+عنه ايشnot tall ممكن أسميه short بس هو إذا ماكانش
+
+99
+00:08:12,520 --> 00:08:15,700
+tall مش بضروري يبقى short ممكن يبقى وسط بس أنا بدي
+
+100
+00:08:15,700 --> 00:08:20,020
+أقول tall و not tall هذا إيش هذا لو أنا بانظر لو
+
+101
+00:08:20,020 --> 00:08:25,520
+أنا بدي أجسمه ملا إيش crisp two crisp sets أو بدي
+
+102
+00:08:25,520 --> 00:08:31,290
+أتخيل ال tall على إن هو ال setماشي و حدوده من هند
+
+103
+00:08:31,290 --> 00:08:36,850
+ال 80 من 180 فى المفهوق فأي او لهند مثلا اقول 250
+
+104
+00:08:36,850 --> 00:08:41,970
+اي حد فى هذا ال range هو tall اي حد خارج هذا ال
+
+105
+00:08:41,970 --> 00:08:46,370
+range هو مش tall ايش وصفه مش قضية الحين المهم انه
+
+106
+00:08:46,370 --> 00:08:51,590
+انا حاطط حدود crisp للاشه للمجموعة حدود واضحة
+
+107
+00:08:51,590 --> 00:08:55,590
+دقيقة للمجموعة بينما فى الفظى لأ فى الفظى انا بقول
+
+108
+00:08:55,590 --> 00:09:03,440
+tall كلهم tallولكن بالنسبة متفاوتة هذا الجاء
+
+109
+00:09:03,440 --> 00:09:10,100
+الراجل 0% طول ال 152 هذه انا بتعتبرها انه لا تنتمي
+
+110
+00:09:10,100 --> 00:09:14,720
+الى الطول بينما هذا 1% هذا كل ما زاد كل ما زاد طول
+
+111
+00:09:14,720 --> 00:09:20,460
+الشخص اه بزيد درجة انتمائه الى من؟ الى الطول اتخيل
+
+112
+00:09:20,460 --> 00:09:24,460
+برضه كمان الاكتر من 208 هيبقى برضه كمان 100% طول
+
+113
+00:09:25,010 --> 00:09:30,290
+فواضح ال .. واضح الفكرة لإن هذا .. هذا بيسمي إيه
+
+114
+00:09:30,290 --> 00:09:38,590
+إيش degree of .. إيه إيش؟ of .. إيه؟ of membership
+
+115
+00:09:38,590 --> 00:09:46,110
+درجة عضويته أو انتمائه إلى إيش؟
+
+116
+00:09:48,960 --> 00:09:51,760
+للمجموعة اللي هي ال fuzzy المجموعة الفuzzy
+
+117
+00:09:51,760 --> 00:09:54,760
+المجموعة الفuzzy بنعطيها اسم اللي هو هنا في هذا
+
+118
+00:09:54,760 --> 00:09:58,100
+المثال اللي هو tall tall هذا هو اسم المجموعة وهذا
+
+119
+00:09:58,100 --> 00:10:05,140
+الشخص درجة انتمائه إلى هذا .. ده مجموعة الطول 98%
+
+120
+00:10:05,140 --> 00:10:11,600
+فهذا الكلام بتعبر عنه بالشكل
+
+121
+00:10:11,600 --> 00:10:15,560
+هذا أو بال notation هذا
+
+122
+00:10:18,790 --> 00:10:28,570
+أنا في عندي set الو
+
+123
+00:10:28,570 --> 00:10:33,250
+ايه و في عندي X capital هذه اللي هي كافة
+
+124
+00:10:33,250 --> 00:10:43,070
+الاحتمالات الممكنة ل X small اللي هي ليش من
+
+125
+00:10:43,070 --> 00:10:46,470
+كده لكده اقول مثلا طول في انسان اطول و ممكن يكون
+
+126
+00:10:46,470 --> 00:10:52,460
+اقل من مائة صنطيماعرفش اعتبر انه ال .. ال .. ال X
+
+127
+00:10:52,460 --> 00:10:58,460
+قيم محددة تروح من مية الى تلت منين اقل فيه المهم
+
+128
+00:10:58,460 --> 00:11:03,760
+احنا ال X capital خالبة capital يعني كأنه ايش؟
+
+129
+00:11:03,760 --> 00:11:06,880
+بنتحكي عن set هي في حد ذاتها set مجموعة القيم
+
+130
+00:11:06,880 --> 00:11:14,500
+الممكنة للمتغير X اسمه لهذا فال
+
+131
+00:11:14,500 --> 00:11:16,240
+membership تبعت X
+
+132
+00:11:19,220 --> 00:11:26,180
+بهي أي المتغير في المجموعة a هتكون اما zero او one
+
+133
+00:11:26,180 --> 00:11:35,160
+هذا اذا كان المجموعة a اياش crisp صح بينما في حالة
+
+134
+00:11:35,160 --> 00:11:41,780
+ما يكون في
+
+135
+00:11:41,780 --> 00:11:48,140
+حالة ما يكون ال a فظي فالقيم
+
+136
+00:11:50,120 --> 00:11:56,200
+ميو هذي هي عبارة عن الـ membership value تبع
+
+137
+00:11:56,200 --> 00:12:02,480
+المتغير X في المجموعة A هذا الكلام هيكون اما واحد
+
+138
+00:12:02,480 --> 00:12:08,740
+او زيرو او اشي ما بين الزيرو والواحد
+
+139
+00:12:08,740 --> 00:12:15,760
+اكبر من زيرو و less than one صح فإذا كانت if X is
+
+140
+00:12:15,760 --> 00:12:21,460
+totally in Aإذا نتغير هذا إذا نتغير X قيمة واقعة
+
+141
+00:12:21,460 --> 00:12:26,360
+جوا المجموعة A فبكون ال degree of membership
+
+142
+00:12:26,360 --> 00:12:32,540
+بتبعته هي إيش one وإذا هو totally إذا totally not
+
+143
+00:12:32,540 --> 00:12:36,340
+in A فال degree of membership بتبعته إيش Zero وإلا
+
+144
+00:12:36,340 --> 00:12:40,960
+بيكون إيشالقيمة تتراوح من ال zero الواحد if it is
+
+145
+00:12:40,960 --> 00:12:46,460
+partially in it القيمة تتراوح من ال zero الواحد if
+
+146
+00:12:46,460 --> 00:12:51,440
+it is partially in it القيمة
+
+147
+00:12:51,440 --> 00:12:54,000
+تتراوح من ال zero الواحد if it is partially in it
+
+148
+00:12:54,000 --> 00:12:55,080
+القيمة تتراوح من ال zero الواحد if it is partially
+
+149
+00:12:55,080 --> 00:12:56,880
+in it القيمة تتراوح من ال zero الواحد if it is
+
+150
+00:12:56,880 --> 00:12:59,700
+partially in it القيمة تتراوح من ال zero الواحد if
+
+151
+00:12:59,700 --> 00:13:00,440
+it is partially in it القيمة تتراوح من ال zero
+
+152
+00:13:00,440 --> 00:13:01,880
+الواحد if it is partially in it القيمة تتراوح من
+
+153
+00:13:01,880 --> 00:13:03,440
+ال zero الواحد if it is partially in it القيمة
+
+154
+00:13:03,440 --> 00:13:03,680
+تتراوح من ال zero الواحد if it is partially in it
+
+155
+00:13:03,680 --> 00:13:04,820
+in it القيمة تتراوح من ال zero الوافهذه ال
+
+156
+00:13:04,820 --> 00:13:07,360
+notation هي الصيغة اللي احنا بستخدمها لتعبيرها عن
+
+157
+00:13:07,360 --> 00:13:09,780
+ال membership والان فهمنا ايش membership وفهمنا
+
+158
+00:13:09,780 --> 00:13:13,640
+ايش علاقتها بال .. بال sense بسميها degree of
+
+159
+00:13:13,640 --> 00:13:16,520
+membership also called membership value انا
+
+160
+00:13:16,520 --> 00:13:22,640
+بالعربي هسميها درجة انتماء degree درجة انتماء يعني
+
+161
+00:13:22,640 --> 00:13:27,940
+عضويته في هذا المجموعة تمام عضويته ماهياش crisp يا
+
+162
+00:13:27,940 --> 00:13:31,220
+اما هو عضو يا ما مش عضو لأ هو عضو ولكن بنسبة
+
+163
+00:13:33,890 --> 00:13:37,290
+الان طبعا هذا الكلام بنعمل عمله في الكمبيوتر على
+
+164
+00:13:37,290 --> 00:13:45,130
+شكل values اه
+
+165
+00:13:45,130 --> 00:13:54,310
+real values بس
+
+166
+00:13:54,310 --> 00:13:59,150
+اهم ذلك اللي هو ان احنابمفهوم الانتماء ممكن زي ما
+
+167
+00:13:59,150 --> 00:14:02,550
+قلت قبل في البداية انه ممكن يكون انتماءه الى اكتر
+
+168
+00:14:02,550 --> 00:14:06,030
+من المجموعة في انا الواحد هو نفس ال member ممكن
+
+169
+00:14:06,030 --> 00:14:09,730
+يبدأ انتماءه في اكتر من المجموعة في انا الواحد لو
+
+170
+00:14:09,730 --> 00:14:15,110
+crisp لو crisp set لأ لايمكن اي نقطة على هذا ال
+
+171
+00:14:15,110 --> 00:14:22,450
+universe of discourse universe of discourse اتوقت
+
+172
+00:14:22,450 --> 00:14:25,270
+كانت على واحدة من ال slides بس انا ماوجهتش عندها
+
+173
+00:14:25,270 --> 00:14:29,270
+discourseما هو مقصود بيها؟ مقصود بيها ال range of
+
+174
+00:14:29,270 --> 00:14:33,610
+values اللي هي ال X capital أي نقطة على هذا ال
+
+175
+00:14:33,610 --> 00:14:39,730
+range هي إما في هذه المجموعة أو في هذه المجموعة أو
+
+176
+00:14:39,730 --> 00:14:43,850
+في هذه المجموعة صح؟ يا هنا يا هنا يا هنا لأن
+
+177
+00:14:43,850 --> 00:14:47,830
+مستحيل في ال crisp sets يكون نقطة وقع في هذا و في
+
+178
+00:14:47,830 --> 00:14:51,710
+هذا في أى واحد بينما في ال fuzzy sets ال fuzzy
+
+179
+00:14:51,710 --> 00:14:55,470
+sets مش بس أن حدودها ضبابية
+
+180
+00:14:57,460 --> 00:15:02,240
+مش هال واضح الرسم هذا مش بس ان حدودها ضبابية الا
+
+181
+00:15:02,240 --> 00:15:07,160
+انه ايضا ضبابية و متداخلة يعني هذا ال set A و هذا
+
+182
+00:15:07,160 --> 00:15:10,460
+ال set B بحدودهم متداخلة زي هنا مثلا يعني ال
+
+183
+00:15:10,460 --> 00:15:18,460
+average و ال short حدودهم متداخلة هذا المنطقة هذه
+
+184
+00:15:18,460 --> 00:15:23,300
+القيم اللي فيها هي تابعة لها ال average و هي تابعة
+
+185
+00:15:23,300 --> 00:15:28,170
+ايضا لل short و كدرجة الحالالنقاط اللي هنا او ال
+
+186
+00:15:28,170 --> 00:15:30,970
+values اللي واقع على هذا الجزء من ال universe of
+
+187
+00:15:30,970 --> 00:15:35,890
+this course واقع على 10 تمين إلى ال average و 10
+
+188
+00:15:35,890 --> 00:15:39,350
+تمين إلى ال total في N واحد جميل هذا الكلام ممكن
+
+189
+00:15:39,350 --> 00:15:42,690
+بحير اكتر من ما انه بيه بس الان بدنا نشوف كيف هذا
+
+190
+00:15:42,690 --> 00:15:47,450
+الأمر بيوظف في ال express systems rule based
+
+191
+00:15:47,450 --> 00:15:52,350
+express systems واضحة هذا ال slide اللي انا قفزت
+
+192
+00:15:52,350 --> 00:15:56,460
+عليها وانصلنا لهاالان مفهوم ال linguistic
+
+193
+00:15:56,460 --> 00:15:59,340
+variables مش جديد علينا بس التقاليد اللي نفهمه في
+
+194
+00:15:59,340 --> 00:16:03,700
+ضل أو في إطار ال fuzzy sets ال .. ال .. ال .. ال
+
+195
+00:16:03,700 --> 00:16:08,780
+variable اللي هو .. لما أنا بقول X أي شخص أو أي
+
+196
+00:16:08,780 --> 00:16:14,020
+عينة أني sample في ال data .. في ال data set هي
+
+197
+00:16:14,020 --> 00:16:16,960
+عبارة عن variable القيمة تبعتها هي ال variable
+
+198
+00:16:16,960 --> 00:16:21,700
+تبعتها لما بقول أنا John is tall وين ال variable
+
+199
+00:16:22,970 --> 00:16:28,730
+John صح؟ يعني John هذا اسم و ثابت مابتغيرش بس
+
+200
+00:16:28,730 --> 00:16:33,950
+القيمة تبعته انتماءه إلى ال .. هذا هو المتغير شو
+
+201
+00:16:33,950 --> 00:16:37,410
+.. شو هي المجموعة اللي ينتمي .. اللي ممكن ينتمي
+
+202
+00:16:37,410 --> 00:16:42,070
+إليها John؟ طال .. طال .. طال هي المجموعة و درجة
+
+203
+00:16:42,070 --> 00:16:46,310
+انتماءه متباينة ممكن يبقى طال بنسبة 100% ممكن طال
+
+204
+00:16:46,310 --> 00:16:51,370
+بنسبة إيش؟ خمسين أو صفر، مظبوط؟ فJohnthe
+
+205
+00:16:51,370 --> 00:16:54,910
+linguistic value of John takes the linguistic
+
+206
+00:16:54,910 --> 00:17:00,110
+value of Toll بس برضه كمان بدنا بنقول انه Toll ب
+
+207
+00:17:00,110 --> 00:17:05,210
+درجات الان
+
+208
+00:17:05,210 --> 00:17:12,210
+ال rule ال fuzzy rule هكون اصبح شكل ال F طبعا هى F
+
+209
+00:17:12,210 --> 00:17:15,230
+و في عند ال condition و في عند ال conclusion if
+
+210
+00:17:15,230 --> 00:17:19,150
+wind is strong then sailing is good هنا هذا ال
+
+211
+00:17:19,150 --> 00:17:23,890
+variableهذا الـ value بس برضه بلزمنا كمان اللي هو
+
+212
+00:17:23,890 --> 00:17:27,350
+degree of membership sailing is good project
+
+213
+00:17:27,350 --> 00:17:30,510
+duration is long then completion risk is high
+
+214
+00:17:30,510 --> 00:17:37,210
+speed is slow shipping distance is short هذه ما
+
+215
+00:17:37,210 --> 00:17:41,050
+هيش .. ما بتفرجش كتير عن اللي هيش ال rules تبعت
+
+216
+00:17:41,050 --> 00:17:45,470
+اللي شفناها في ال certainty factor وشفناها في ال
+
+217
+00:17:45,470 --> 00:17:53,280
+Bayesian reasoning اللي هيخلف اللي هوقالية ال
+
+218
+00:17:53,280 --> 00:17:59,800
+reasoning قالية استنباط الاستنتاج وحساب وحساب
+
+219
+00:17:59,800 --> 00:18:04,040
+النسبة تبعته ال probability تبعته لان من هنا ال
+
+220
+00:18:04,040 --> 00:18:08,300
+slide ببدأ كمفروض الهتجز انا الهتجز بدي اخليها الى
+
+221
+00:18:08,300 --> 00:18:14,820
+قدام وبدنا ننتقل الان الى اللي هو ال fuzzy rules
+
+222
+00:18:14,820 --> 00:18:18,540
+مرة اخرى ال fuzzy rules زى ما شوفنا طوي في عندي
+
+223
+00:18:18,540 --> 00:18:25,340
+بيكون variableالـ value هو set يعني x ينتمي إلى a
+
+224
+00:18:25,340 --> 00:18:31,440
+و y ينتمي إلى b فالـ
+
+225
+00:18:31,440 --> 00:18:37,100
+style هذا يتميز بين ما هو الـ crisp و ما هو ال
+
+226
+00:18:37,100 --> 00:18:42,260
+fuzzy اندي هذا if speed is greater than 100 then
+
+227
+00:18:42,260 --> 00:18:45,960
+stopping distance is long هنا هذه عبارة عن
+
+228
+00:18:45,960 --> 00:18:51,410
+variable fuzzyvalue مظبوط هذا ال variable stopping
+
+229
+00:18:51,410 --> 00:18:56,010
+distance is long فظي variable ينتبه إلى فظي set
+
+230
+00:18:56,010 --> 00:18:59,550
+بينما هنا speed is greater than one hundred هذا
+
+231
+00:18:59,550 --> 00:19:03,370
+crisp هو يا إما أكبر من مائمية يا إما مش أكبر من
+
+232
+00:19:03,370 --> 00:19:08,810
+مائمية صح؟ okay ال variable speed can have any
+
+233
+00:19:08,810 --> 00:19:11,450
+numerical value between zero و مائتين و عشرين سرعة
+
+234
+00:19:11,450 --> 00:19:14,150
+السيارة ممكن تطلعوا هنا من صغر إلى مائتين و عشرين
+
+235
+00:19:14,150 --> 00:19:18,620
+but the linguistic variable stopping distancecan
+
+236
+00:19:18,620 --> 00:19:22,000
+take either value long او short long او short
+
+237
+00:19:22,000 --> 00:19:31,180
+فتقول هذه short صح okay long و short برضه crazy لأ
+
+238
+00:19:31,180 --> 00:19:35,240
+هدولة هدولة sets long و short هدولة عبارة عن sets
+
+239
+00:19:35,240 --> 00:19:42,300
+هذه long و هذه short هدى set قدام او يعني حتى حتى
+
+240
+00:19:42,300 --> 00:19:45,860
+لان احنا حكينا ان هذه sets ويلها درجة انتماء ال
+
+241
+00:19:45,860 --> 00:19:47,460
+variables بتاخد درجة انتماء في هذه
+
+242
+00:20:00,880 --> 00:20:05,560
+الان درجة ال intimate على اي اساس بتتحدث بتحدث على
+
+243
+00:20:05,560 --> 00:20:11,360
+اساس fuzzy membership functions fuzzy membership
+
+244
+00:20:11,360 --> 00:20:12,120
+functions
+
+245
+00:20:18,560 --> 00:20:26,120
+الـ two sets tall و heavy هذه الآن مجموعة الطول
+
+246
+00:20:26,120 --> 00:20:31,300
+وهذه مجموعة الهوي طول
+
+247
+00:20:31,300 --> 00:20:38,820
+الشخص ناخد الاشخاص اللي بيبقى 160 إلى 200 هذا
+
+248
+00:20:38,820 --> 00:20:42,400
+ال curve هو اللي بيعطيلي هذا ال curve هو اللي
+
+249
+00:20:42,400 --> 00:20:45,420
+بيمثل ال function هذه ال function هي اللي بتعطيلي
+
+250
+00:20:45,420 --> 00:20:52,800
+ال membership فانالو عندى شخص طوله 180 صنطي بالظبط
+
+251
+00:20:52,800 --> 00:21:02,180
+ايش درجة انتمائه لمجموعة الطول حوالي
+
+252
+00:21:02,180 --> 00:21:05,820
+ماعش
+
+253
+00:21:05,820 --> 00:21:15,800
+بالمين واحد وزنه 80 أنا شوية اكتر من 80 يعني
+
+254
+00:21:15,800 --> 00:21:22,210
+بقالجىفي جماعة ال .. ايش؟ في جماعة ال heavy اما مش
+
+255
+00:21:22,210 --> 00:21:26,210
+يقول fat فات كلمة يعني negative اه فجأة ال heavy
+
+256
+00:21:26,210 --> 00:21:33,970
+okay فجماعة ال heavy بيجي حوالي خمسين شويه خمسين
+
+257
+00:21:33,970 --> 00:21:39,130
+في المية okay فببساطة شديدة ملخص الكلام انه درجة
+
+258
+00:21:39,130 --> 00:21:43,510
+الانتماء بيعبر عنها ب membership function تمام
+
+259
+00:21:43,510 --> 00:21:46,910
+فعزي membership functionاللي شوفناه احنا هنا قبل
+
+260
+00:21:46,910 --> 00:21:50,690
+شوية لما
+
+261
+00:21:50,690 --> 00:21:57,630
+رسمنا وميازنا ما بين ال .. ال crisp sets وما بين
+
+262
+00:21:57,630 --> 00:22:01,670
+ال fuzzy sets مش هتقوله fuzzy sets تلاته هتقوله
+
+263
+00:22:01,670 --> 00:22:06,550
+crisp هدوله برضه منبشر functions بناء على ال
+
+264
+00:22:06,550 --> 00:22:12,010
+function هذه هتساعد زي هيك مرة واحدة بشكل خطي
+
+265
+00:22:12,010 --> 00:22:16,780
+وبعدين تنزل مرة واحدةبرضه عشان كان خطر صح هذه برضه
+
+266
+00:22:16,780 --> 00:22:19,380
+عبارة عن function الـ function بتحدد تاريخ
+
+267
+00:22:19,380 --> 00:22:23,720
+الإنتمال مثلا هذا ال value هنا يعني لو عيدي أنا
+
+268
+00:22:23,720 --> 00:22:30,860
+شخص الطوله تبع مية و خمسة و تمانية و أربعة و
+
+269
+00:22:30,860 --> 00:22:36,540
+تمانين فهو بينتمي إلى ال average هيهانة نقطة تقاطع
+
+270
+00:22:36,540 --> 00:22:41,320
+مع مين تقاطع مع ال function هذا المتلف عبارة عن
+
+271
+00:22:41,320 --> 00:22:45,620
+function ال function تبع التنينالـ Average و أيضًا
+
+272
+00:22:45,620 --> 00:22:50,920
+يتقاطر مع الـ Function تبع التطور ماشي، شو معنى
+
+273
+00:22:50,920 --> 00:22:54,860
+هذا الكلام؟ معنى هذا الكلام أن الشخص اللي طوله 184
+
+274
+00:22:54,860 --> 00:23:02,740
+هو member في الـ Average و هو أيضًا member في ال
+
+275
+00:23:02,740 --> 00:23:08,820
+short في ليش؟ لأ في ال total، صح؟ في ال average
+
+276
+00:23:08,820 --> 00:23:18,760
+بنسبة كده؟ عالية 10%وFedTol بالنسبة للهندسة 40% صح
+
+277
+00:23:18,760 --> 00:23:23,240
+هذا الكلام؟ انا رجعت لها ال slide هذا عشان ايش
+
+278
+00:23:23,240 --> 00:23:28,540
+نوضح نوضح ان الخطوط اللينيار اشكالها الهندسية هي
+
+279
+00:23:28,540 --> 00:23:34,040
+ايضا شكل من اشكال ال membership functions
+
+280
+00:23:34,040 --> 00:23:39,980
+ال membership functions هدولة
+
+281
+00:23:39,980 --> 00:23:47,030
+اللي شوفناها قبلOkay واحد كمان تعطيني ال
+
+282
+00:23:47,030 --> 00:23:52,010
+membership ال degree of membership لو أنا بدأ أفكر
+
+283
+00:23:52,010 --> 00:23:57,650
+فيها من ناحية عملية computational ال linear أسرع
+
+284
+00:23:57,650 --> 00:24:02,970
+في حساب يعني لو أنا بدي أعمل function و أصممها
+
+285
+00:24:02,970 --> 00:24:07,750
+بحيث أنه اعطيها ال value هي تعطيني تعطيها الطول
+
+286
+00:24:07,750 --> 00:24:11,330
+تبع الشخص و هي تعطيني ال membership تبعه لو ال
+
+287
+00:24:11,330 --> 00:24:17,140
+function نفسها linearأسرع في الحساب من لو انها
+
+288
+00:24:17,140 --> 00:24:22,940
+curve عشان هي كذلك يفضل عشان تسريع الوجد اللي هو
+
+289
+00:24:22,940 --> 00:24:30,280
+ال linear functions هاي برضه مثال يوضح ان لو انا
+
+290
+00:24:30,280 --> 00:24:34,000
+عندي اكتر من value هذا بالنسبة لل height وهذا
+
+291
+00:24:34,000 --> 00:24:39,720
+بالنسبة لل weight كون المزل كيف ال membership تبقى
+
+292
+00:24:39,720 --> 00:24:41,400
+في كل واحد من ال functions
+
+293
+00:24:55,330 --> 00:24:58,130
+ال rule طبعا في ال fuzzy زي ال rule في اللي مش
+
+294
+00:24:58,130 --> 00:25:01,470
+fuzzy ممكن تبقى multiple إيش ال condition تبعها
+
+295
+00:25:01,470 --> 00:25:04,550
+multiple antecedents يعني multiple يعني أكتر من
+
+296
+00:25:04,550 --> 00:25:11,230
+الشرط بال and أو بال or صح okay ال consequent إيش
+
+297
+00:25:11,230 --> 00:25:17,180
+ممكن يكون في multiple برضه and a consequenceالـ
+
+298
+00:25:17,180 --> 00:25:22,140
+fuzzy احنا ماشوفناش مثل هذا الكلام في ال .. مش
+
+299
+00:25:22,140 --> 00:25:27,460
+fuzzy في ال rules الأخرى اللي قبله الان في ال
+
+300
+00:25:27,460 --> 00:25:31,860
+fuzzy هل يسمح انه يكون ال condition ال conclusion
+
+301
+00:25:31,860 --> 00:25:36,840
+تبع ال rule يكون فيها multiple conclusions؟ بالظبط
+
+302
+00:25:36,840 --> 00:25:42,960
+بالظبط انه ال value الواحد ال input value الواحد
+
+303
+00:25:42,960 --> 00:25:46,830
+ممكن يكون إليه انتماء فيه أكتر منفي ما اكتر من
+
+304
+00:25:46,830 --> 00:25:50,990
+فزسر وبالتالي ممكن اناجي rule بتقولي إذا كان قيمته
+
+305
+00:25:50,990 --> 00:25:58,230
+كده قيمة المتغير الفلاني كده فهو ينتمي إلى هذا
+
+306
+00:25:58,230 --> 00:26:01,350
+المجموع أو ينتمي إلى هذا المجموع اذا ال
+
+307
+00:26:01,350 --> 00:26:06,090
+temperature is hot ف hot water is reduced and برضه
+
+308
+00:26:06,090 --> 00:26:09,690
+كمان ال cold water is increased هذه عبارة عن two
+
+309
+00:26:09,690 --> 00:26:14,490
+actions او two conclusions انا بنيتهم على التحقق
+
+310
+00:26:14,490 --> 00:26:22,210
+شرط واحدهذا الان نهاية ال slides تابعة lecture 4
+
+311
+00:26:22,210 --> 00:26:28,290
+سنكمل الان من lecture 5 اللى هى بتدخل على طول
+
+312
+00:26:28,290 --> 00:26:34,670
+مباشرة فى موضوع ال inference موضوع ال inference
+
+313
+00:26:34,670 --> 00:26:40,810
+بمعنى كيف fuzzy rules بدي اعمل منها او بدي اعمل
+
+314
+00:26:40,810 --> 00:26:45,980
+express system على اساس fuzzy rulesالأمر هذا بيتم
+
+315
+00:26:45,980 --> 00:26:53,640
+معالجة هذه ال rules معالجة هذه ال rules وصولا إلى
+
+316
+00:26:53,640 --> 00:26:58,020
+الاستنتاج اللي احنا بندور عليه في هذا النوعين من
+
+317
+00:26:58,020 --> 00:27:01,960
+ال inference في الممداني inference وفي السيجينو
+
+318
+00:27:01,960 --> 00:27:07,040
+inference هنطلع على الممداني بشكل أساسي وبعدين
+
+319
+00:27:07,040 --> 00:27:12,540
+السيجينو مشابه له بس باختلاف عنه في حاجة بسيطةأحنا
+
+320
+00:27:12,540 --> 00:27:16,580
+نفهم ال inference على أساس ال method الممداني و
+
+321
+00:27:16,580 --> 00:27:20,300
+بعدين نطلع على ال inference على أساس ال method
+
+322
+00:27:20,300 --> 00:27:29,940
+الممداني بصفة
+
+323
+00:27:29,940 --> 00:27:35,970
+عامة الفاضي inference بصفة عامةوالسيستم هذا بياخد
+
+324
+00:27:35,970 --> 00:27:41,570
+input وعلى أساسه بيطلع output ال output هذا غالبا
+
+325
+00:27:41,570 --> 00:27:44,770
+نحن ننظر عليه على انه decision قرار اللي بيسوي
+
+326
+00:27:44,770 --> 00:27:50,230
+action معين فال input هذا اللي بيدخل هو عبارة عن
+
+327
+00:27:50,230 --> 00:27:55,010
+معطيات رقمية crispأحنا بناء على الـ fuzzy
+
+328
+00:27:55,010 --> 00:28:00,670
+functions بنحول الـ crisp هذا ونعطيله membership
+
+329
+00:28:00,670 --> 00:28:07,710
+في الـ fuzzy sets لأن بناء على ال fuzzy sets الآن
+
+330
+00:28:07,710 --> 00:28:12,510
+ال rules بتتم معالجتها استنتجنا أنه بما أن المدير
+
+331
+00:28:12,510 --> 00:28:16,280
+الفلاني وقع في المجموعة الفلانيةيبقى ال rule
+
+332
+00:28:16,280 --> 00:28:23,680
+استنتاج تبع حاجة كده هذا الأمر يصبح في ال data set
+
+333
+00:28:23,680 --> 00:28:27,720
+يعمل fire لل rule جديدة و fire لل rule التانية لما
+
+334
+00:28:27,720 --> 00:28:32,500
+نصل للاستنتاج اللي بدنا يعني و في كل مرة بنحسب ال
+
+335
+00:28:32,500 --> 00:28:36,740
+what ال fuzzy memberships تبع كل استنتاج اللي
+
+336
+00:28:36,740 --> 00:28:37,680
+بنطلع
+
+337
+00:28:40,090 --> 00:28:42,990
+مناخصة العملية، أول شيء يحدث في الـ Fossification
+
+338
+00:28:42,990 --> 00:28:47,030
+الـ Fossification هو كما قلنا قبل كرسيب فاليو يدخل
+
+339
+00:28:47,030 --> 00:28:51,490
+بناء على الـ Fuzzy Function نأخذ درجة انتمائه في
+
+340
+00:28:51,490 --> 00:28:57,110
+الـ Fuzzy Sets بعد ذلك نشغل Rules بعد ذلك نعمل
+
+341
+00:28:57,110 --> 00:29:00,530
+Aggregation لرول Outputs لأن هذا سيكون أكتر من
+
+342
+00:29:00,530 --> 00:29:04,520
+Ruleفايرز وكل واحد بتعطينا استنتاج مختلف ونعمل لهم
+
+343
+00:29:04,520 --> 00:29:08,700
+تجميع عشان نطلع باستنتاج نهائي هذا الاستنتاج
+
+344
+00:29:08,700 --> 00:29:13,260
+ونعمله de-fuzzification استنتاج فuzzy ونحوله الى
+
+345
+00:29:13,260 --> 00:29:16,940
+استنتاج crisp خدنا ناخد مثال سريع لهذا الكلمة لأن
+
+346
+00:29:16,940 --> 00:29:21,800
+لو أنا في عندي system
+
+347
+00:29:25,360 --> 00:29:28,040
+هذا الكلام اللي بدأنا فيه المحاضرة الفاترة اذا
+
+348
+00:29:28,040 --> 00:29:32,800
+بتذكروا لما انا اول ما دخلت دخلت في ال rule في ال
+
+349
+00:29:32,800 --> 00:29:39,240
+fuzzy rules في عندي انا rule رقم واحد rules
+
+350
+00:29:39,240 --> 00:29:44,500
+مكتوبين بالاختصار وهنا مكتوبين بعبارة اوضح if x is
+
+351
+00:29:44,500 --> 00:29:50,880
+a3 if y is b1 if z is c1 لان a3 و b1 و c1 هدول
+
+352
+00:29:50,880 --> 00:29:55,470
+عبارة عن مجموعات fuzzy setsمهم A3 ترمز أنه
+
+353
+00:29:55,470 --> 00:29:59,370
+adequate و X نفسه عبارة عن project funding يعني لو
+
+354
+00:29:59,370 --> 00:30:02,470
+أنا عندي المثال هذا كله على أساس أن أنا فيه عندي
+
+355
+00:30:02,470 --> 00:30:07,110
+مشاريع و المشاريع هذه بناء على الميزانية تبعتها
+
+356
+00:30:07,110 --> 00:30:13,670
+وعدد ال staff اللي فيها ومتغيرات أخرى بأقدر ما إذا
+
+357
+00:30:13,670 --> 00:30:17,930
+كان المشروع هذا فيه مخاطرة عالية و لا مخاطرة تبعته
+
+358
+00:30:17,930 --> 00:30:21,350
+منخفضة و لا وسط ال risk هذا هو ال output value
+
+359
+00:30:21,350 --> 00:30:26,100
+اللي أنا أدور عليهOkay فالعملية هذه ان انا لازم
+
+360
+00:30:26,100 --> 00:30:29,940
+يكون في عندي اللي هو ال fuzzy functions ال fuzzy
+
+361
+00:30:29,940 --> 00:30:34,060
+functions اللي على أساسها القيمة تبعت المتغير بدي
+
+362
+00:30:34,060 --> 00:30:39,320
+اطلع ايه درجة انتمائه الى ال fuzzy sets فإذا كان
+
+363
+00:30:39,320 --> 00:30:44,020
+انا X هذه هي عبارة عن ال project funding يعني جداش
+
+364
+00:30:44,020 --> 00:30:48,040
+ميزانية المشروع إذا والله الميزانية كانت مائة
+
+365
+00:30:48,040 --> 00:30:51,620
+مليون و العشرة مليون و لا كده هقول العشرة مليون و
+
+366
+00:30:51,620 --> 00:30:56,090
+لا مائة مليونأدقوت ولا مش ادقوت بدي أعرف بناء على
+
+367
+00:30:56,090 --> 00:30:59,870
+مين على fuzzy functions فهنا هدولة أقول عن fuzzy
+
+368
+00:30:59,870 --> 00:31:07,150
+functions هذه fuzzy function ل X وهذه fuzzy
+
+369
+00:31:07,150 --> 00:31:11,110
+function ل Y ال Y اللي هو ايش قلنا هنا ورا ال Y
+
+370
+00:31:11,110 --> 00:31:15,490
+اللي هو project staffing X اللي هي ايش project
+
+371
+00:31:15,490 --> 00:31:18,470
+funding
+
+372
+00:31:20,260 --> 00:31:25,820
+و Y هو project staffing يعني إيش staffing staffing
+
+373
+00:31:25,820 --> 00:31:29,020
+يعني staff staff اللي هم العاملين staffing يعني
+
+374
+00:31:29,020 --> 00:31:32,960
+منصوب بيه حجم الموظفين اللي في المشروع الشغلين
+
+375
+00:31:32,960 --> 00:31:41,440
+المشروع ال Z هنا اللي هو risk هقول Z ولا هقول Z
+
+376
+00:31:41,440 --> 00:31:45,540
+انتوا متعودين علشان Z one ولا Z two
+
+377
+00:32:05,830 --> 00:32:14,390
+فهو ينتمي الى مجموعة A2 بنسبة 20% و ينتمي الى
+
+378
+00:32:14,390 --> 00:32:16,850
+مجموعة A1 بنسبة
+
+379
+00:32:21,520 --> 00:32:34,720
+خلّيني أسمّهم لهم الـ Funding A1 يعني
+
+380
+00:32:34,720 --> 00:32:39,180
+المتغير X هيكون تابع لواحد من هدولة التلاتة الـ A1
+
+381
+00:32:39,180 --> 00:32:47,900
+اللي هي ان يكون low و A2 يكون adequate
+
+382
+00:32:58,910 --> 00:33:11,270
+sorry بس نشوف ال ..
+
+383
+00:33:11,270 --> 00:33:15,410
+okay inadequate
+
+384
+00:33:15,410 --> 00:33:19,590
+و
+
+385
+00:33:19,590 --> 00:33:24,730
+marginal و
+
+386
+00:33:24,730 --> 00:33:24,950
+ally
+
+387
+00:33:32,660 --> 00:33:38,940
+بالنسبة ل Y لأ
+
+388
+00:33:38,940 --> 00:33:46,160
+Y لها مجموعتين بس اللي هو small و large هكون small
+
+389
+00:33:46,160 --> 00:33:51,300
+و large ال high هذا ال risk ال risk اللي لها low و
+
+390
+00:33:51,300 --> 00:33:57,560
+medium و high فعندك ال NY هتكون لها مجموعتين بي
+
+391
+00:33:57,560 --> 00:34:07,240
+واحد و بي اتنين بي واحدبمعنى ايش؟ small و هي
+
+392
+00:34:07,240 --> 00:34:12,540
+بادنان مش هيك بتيجي بمعنى انها script مش هيك اذا
+
+393
+00:34:12,540 --> 00:34:16,180
+small و large هتيجي بمعنى ذاتي انها script ايش
+
+394
+00:34:16,180 --> 00:34:23,460
+لازم script؟ crisp تيجي
+
+395
+00:34:23,460 --> 00:34:28,380
+ده script if crisp اذا كان الخط الفاصل ما بين
+
+396
+00:34:28,380 --> 00:34:34,950
+small و large خط قارنمافيش فيه ضبابية هنا انت إيش
+
+397
+00:34:34,950 --> 00:34:39,530
+شايف؟ في ضبابية ولا قط قاطع؟ مافي ضبابية تمام فهو
+
+398
+00:34:39,530 --> 00:34:44,370
+كامل و small و large هذا يعني أنه مجمعتين crisp
+
+399
+00:34:44,370 --> 00:34:50,090
+إذا الحدود ما بينهم ضبابية و كله فاضية إذا الحدود
+
+400
+00:34:50,090 --> 00:34:54,650
+قاطعة تكون crisp صح؟ احنا الأن خلاص خرجنا من ال
+
+401
+00:34:54,650 --> 00:34:59,300
+crisp و الأن كل السلسة اللي هتشوفهابنفعش تكون في
+
+402
+00:34:59,300 --> 00:35:02,840
+ال goal هجيب من ال fuzzy logic بنفع بس يعني مش
+
+403
+00:35:02,840 --> 00:35:06,260
+هكون استفادنا من ال fuzzy logic ال fuzzy logic هو
+
+404
+00:35:06,260 --> 00:35:09,760
+ميزته الأساسية انه يعمل هذا التداخل عشان ال system
+
+405
+00:35:09,760 --> 00:35:17,460
+مش دائما ال rules بتبقى قاطع خدها لك لما فعندك انت
+
+406
+00:35:17,460 --> 00:35:21,560
+الآن لاحظ
+
+407
+00:35:21,560 --> 00:35:26,220
+ال notation هذه الدرجة
+
+408
+00:35:26,220 --> 00:35:26,620
+الانتمائية
+
+409
+00:35:33,590 --> 00:35:39,150
+بساوي 2 من 10 هنا ال y هي الواقع تعطيها انتما بي
+
+410
+00:35:39,150 --> 00:35:45,610
+واحد بي واحد بالنسبة لجداش واحد او 10% بي اتنين
+
+411
+00:35:45,610 --> 00:35:47,390
+اقلت عامة انتما بي اتنين اقلت عامة انتما بي اتنين
+
+412
+00:35:47,390 --> 00:35:47,750
+اقلت عامة انتما بي اتنين اقلت عامة انتما بي اتنين
+
+413
+00:35:47,750 --> 00:35:48,790
+اقلت عامة انتما بي اتنين اقلت عامة انتما بي اتنين
+
+414
+00:35:48,790 --> 00:35:51,390
+اقلت عامة انتما بي اتنين اقلت عامة انتما بي اتنين
+
+415
+00:35:51,390 --> 00:35:57,890
+اقلت عامة انتما بي اتنين اقلت عامة انتما بي اتنين
+
+416
+00:35:57,890 --> 00:36:06,240
+اقلت عامة انتما بي اهي تعبّر عن مقدار ال project
+
+417
+00:36:06,240 --> 00:36:10,780
+funding وهذه هي مقدار project staffing أخدت
+
+418
+00:36:10,780 --> 00:36:17,080
+المقادير هذه وبناء على ال functions تبع ال budget
+
+419
+00:36:17,080 --> 00:36:22,180
+و ال staffing طلعت القيمة هذه الأمر الآن اسمه
+
+420
+00:36:22,180 --> 00:36:25,740
+classification the first step is to take the crisp
+
+421
+00:36:25,740 --> 00:36:30,960
+inputsالـ X and الـ Y X واحد و Y واحد هنا بمعنى
+
+422
+00:36:30,960 --> 00:36:34,760
+انه هيجي بعد هيك X اتنين و Y اتنين يعني ال system
+
+423
+00:36:34,760 --> 00:36:39,000
+هيتعامل معه مجموعة من الأزواج هذه تبني project
+
+424
+00:36:39,000 --> 00:36:41,860
+funding and project staffing and determine يعني
+
+425
+00:36:41,860 --> 00:36:45,120
+ماشي determine يعني حدد ال degree to which هدولة
+
+426
+00:36:45,120 --> 00:36:51,740
+inputs belong ينتموا to each one of ال sets تبعتهم
+
+427
+00:36:51,740 --> 00:36:55,840
+appropriate fuzzy sets okay الان بعد هيك رول
+
+428
+00:36:55,840 --> 00:37:03,710
+evaluationالخطوات التي رأيناها هي إذا X ينتمي إلى
+
+429
+00:37:03,710 --> 00:37:09,170
+تلتة أو Y ينتمي إلى بي واحد ف Z ينتمي إلى C واحد C
+
+430
+00:37:09,170 --> 00:37:10,450
+واحد و C تلتة و C تلتة و C تلتة و C تلتة و C تلتة
+
+431
+00:37:10,450 --> 00:37:11,250
+و C تلتة و C تلتة و C تلتة و C تلتة و C تلتة و C
+
+432
+00:37:11,250 --> 00:37:15,190
+تلتة و C تلتة و C تلتة و C تلتة و C تلتة و C تلتة
+
+433
+00:37:15,190 --> 00:37:20,530
+و C تلتة و C تلتة
+
+434
+00:37:20,530 --> 00:37:23,210
+و C تلتة و C تلتة و C تلتة و C تلتة و C تلتة و C
+
+435
+00:37:23,210 --> 00:37:24,910
+تلتة و C تلتة و C تلتة و C تلتة و C تلتة و C تلتة
+
+436
+00:37:24,910 --> 00:37:25,070
+و C
+
+437
+00:37:29,090 --> 00:37:36,790
+low C2 بمعنى medium و C3 بمعنى high high if high
+
+438
+00:37:36,790 --> 00:37:43,350
+risk low risk و medium risk ممكن نرجع بجوة بس على
+
+439
+00:37:43,350 --> 00:37:46,730
+step number two اللي هي rule evaluation ال rule
+
+440
+00:37:46,730 --> 00:37:51,790
+evaluation بدي أخد هذه ال values و أحسب حسابها في
+
+441
+00:37:51,790 --> 00:37:58,070
+end تنفيذ ال rules ال rules برجع تاني X is A تلتة
+
+442
+00:37:58,340 --> 00:38:02,880
+هل الآن بناء على الـ .. هل الآن بناء على الـ
+
+443
+00:38:02,880 --> 00:38:07,740
+classification هذا ترى X اللي هي انتماء على A3؟
+
+444
+00:38:07,740 --> 00:38:11,140
+يعني حتى الآن بناء على الـ function اللي عندي هنا
+
+445
+00:38:11,140 --> 00:38:19,140
+A .. أسف X بتنتمي إلى A1 صح؟ وبنسبة كده؟ و X أيضا
+
+446
+00:38:19,140 --> 00:38:24,800
+تنتمي إلى A2 بنسبة 0.2 هذا من ناحية ال X من ناحية
+
+447
+00:38:24,800 --> 00:38:30,010
+ال Y طبعا هنا X واحد و Y واحدعشان اختصر ال Y تنتمي
+
+448
+00:38:30,010 --> 00:38:39,150
+الى مين الى V1 بالنسبة 0.1 وايضا تنتمي الى V2
+
+449
+00:38:39,150 --> 00:38:45,590
+بالنسبة 0.7 ماشي؟ الان كيف انا بدي ال rules هذه
+
+450
+00:38:45,590 --> 00:38:49,950
+اطلع على مين منهم تنطبق؟ لأن هذه أمور لا تنطبق
+
+451
+00:38:49,950 --> 00:38:54,710
+تماما صح؟ لأن مافي عندي ايش X تساوي ايه تلو تساوي
+
+452
+00:38:57,030 --> 00:39:02,630
+اندي هادى ممكن صح لأنه انا من الناحية في عندي ال y
+
+453
+00:39:02,630 --> 00:39:10,630
+تنتمي إلى a2 و ال x تنتمي إلى a2 انا بقدر fire هذا
+
+454
+00:39:10,630 --> 00:39:16,930
+rule بناء على هذا rule based on rule 2 أصبح z
+
+455
+00:39:16,930 --> 00:39:25,510
+تنتمي إلى c2 اللي هي normal احنا اسمه يكون million
+
+456
+00:39:25,510 --> 00:39:26,310
+normal
+
+457
+00:39:29,400 --> 00:39:37,860
+طيب رقم تلاتة هل تنطبق x is a ولا هدف اي نعم انتي
+
+458
+00:39:37,860 --> 00:39:42,740
+x تنتمي إلى a واحد تعطيني ايش استنتاج ان z تنتمي
+
+459
+00:39:42,740 --> 00:39:47,820
+إلى c تلاتة اللاحظ اللاحظ ان انا اتقابل ان انا على
+
+460
+00:39:47,820 --> 00:39:54,740
+روتم هنا اقول تلاتةرول تلاتة باستنتج انه الان لحظة
+
+461
+00:39:54,740 --> 00:39:58,340
+انا استنتجت ان Z تنتمي الى هذا و تنتمي الى هذا
+
+462
+00:39:58,340 --> 00:40:04,080
+وهذا برجزه من ال fuzzyness ان المتغير واحد ينتمي
+
+463
+00:40:04,080 --> 00:40:08,560
+الى مجموعتين فئان واحد ولكن جديش جديش درجة
+
+464
+00:40:08,560 --> 00:40:17,440
+الانتماء كيف
+
+465
+00:40:17,440 --> 00:40:21,160
+أحسن درجة الانتماء انا عرفت ان Zبنانة على ال rules
+
+466
+00:40:21,160 --> 00:40:27,460
+تنتمي إلى C2 وC3 لكن لم تجد درجة الانتماء لاحظ أن
+
+467
+00:40:27,460 --> 00:40:29,940
+ال system تبعنا صغير جدا لأن ال three rules اللي
+
+468
+00:40:29,940 --> 00:40:33,320
+لدينا و لأن احنا عمليا وصلنا للاستنتاج ان ال risk
+
+469
+00:40:33,320 --> 00:40:38,580
+تبع ال z بس الاستنتاج هذا فظي ضبابي بيقول لي ان ال
+
+470
+00:40:38,580 --> 00:40:44,800
+z normal و في نفس الوقت بيقول لي انها highأنا الأن
+
+471
+00:40:44,800 --> 00:40:48,660
+بدي أفكها هذه الضبابية و أحولها لـD-Fossification
+
+472
+00:40:48,660 --> 00:40:53,860
+بس عشان أفكها بدي أعرف النسب اللي هو degree of
+
+473
+00:40:53,860 --> 00:40:57,380
+membership تبع Z في كل واحد من هدولة ال two sets
+
+474
+00:40:57,380 --> 00:41:05,520
+C2 و C3 بسيطة الحكاية مش معقدة تذكروا اللي هو لما
+
+475
+00:41:05,520 --> 00:41:09,660
+يكون في عندي multiple antecedents و بينهم and في
+
+476
+00:41:09,660 --> 00:41:13,020
+certainty factor كنا بناخد ال certainty factor ال
+
+477
+00:41:13,020 --> 00:41:18,880
+إيشالأقل و لما يكون or ناخد الأكتر و هنا نفس الشيء
+
+478
+00:41:18,880 --> 00:41:24,620
+انا الآن z2 اجت من z انتمائها إلى z2 اجت بناء على
+
+479
+00:41:24,620 --> 00:41:29,360
+ايه الرول؟ الرول هادي، صح؟ الرول هادي فيها and،
+
+480
+00:41:29,360 --> 00:41:39,520
+أصبت؟ لأن ال x بتتمي إلى a2 ها يا طب x is
+
+481
+00:41:39,520 --> 00:41:50,680
+a2 بنسبة كده؟0.2 صح and Y
+
+482
+00:41:50,680 --> 00:42:03,480
+is D2 0.7 صح وينها وينها تحت يبقى
+
+483
+00:42:03,480 --> 00:42:11,580
+Z is C2 بالنسبة
+
+484
+00:42:11,580 --> 00:42:23,480
+كماشي0.5 على نفس المنهج rule تلاتة خلاص rule تلاتة
+
+485
+00:42:23,480 --> 00:42:26,480
+أصلا مافيش فيها multiple antecedents كله هو one
+
+486
+00:42:26,480 --> 00:42:33,880
+antecedent فعلى طول هذه بترتب على هذه تلقائيا Z is
+
+487
+00:42:33,880 --> 00:42:46,460
+C3 0.5برضه الامور لسه ضبابية ضبابية يعني لسه انا
+
+488
+00:42:46,460 --> 00:42:56,040
+بده اعرف ايه يعني هي تنتمي الى C3 لعند كداش النص
+
+489
+00:42:56,040 --> 00:43:05,120
+هاي النص و في نفس الوقت ل C2 C2 عند ليش واحد من
+
+490
+00:43:05,120 --> 00:43:07,080
+عشر هنا تمام
+
+491
+00:43:08,820 --> 00:43:15,480
+كيف؟ اتنى من عشرة يعني تقريبا فهي الانتباهها خلينا
+
+492
+00:43:15,480 --> 00:43:22,860
+هيك و هيك الرسم هي هذه او الصورة هي هذه تشوف هنا
+
+493
+00:43:22,860 --> 00:43:28,840
+الصورة هذه بتتعبر عن ايه اللي هو اتنى من عشرة اتنى
+
+494
+00:43:28,840 --> 00:43:32,840
+من عشرة يقطع
+
+495
+00:43:32,840 --> 00:43:33,420
+غلطة هنا
+
+496
+00:43:58,290 --> 00:44:00,770
+مش مشكلة بقى عشان ..
+
+497
+00:44:06,490 --> 00:44:14,310
+هو هنا بناء على رول واحد إذا x هو a ثلاثة ودخل
+
+498
+00:44:14,310 --> 00:44:18,590
+a ثلاثة في الموضوع، لماذا؟ هذا ضرر من أن x لا
+
+499
+00:44:18,590 --> 00:44:21,790
+تنتمي إلى a ثلاثة فهو ولكنه اعتبر أنه تنتمي
+
+500
+00:44:21,790 --> 00:44:29,110
+بالنسبة للزيرو، ماشي؟ فالكلام هذا لو بدأ أخده على
+
+501
+00:44:29,110 --> 00:44:37,710
+رول واحد، رول رقم واحد، أرجع لورا،طبعا هنا a ثلاثة
+
+502
+00:44:37,710 --> 00:44:46,810
+من اسمة zero و y بواحد من اسمة one فأخذ ال one من
+
+503
+00:44:46,810 --> 00:44:51,630
+عشره ل أكبر فهذه
+
+504
+00:44:51,630 --> 00:44:56,590
+الكلام اللي أنا عارفه هو ال one فهذا الرسم بتمخص
+
+505
+00:44:56,590 --> 00:45:00,590
+لكل اللي انا كنت افكر به طبعا هذي اللي انا عارفه
+
+506
+00:45:00,590 --> 00:45:02,190
+هو ال two وهذا اللي انا عارفه هو ال three
+
+507
+00:45:05,670 --> 00:45:10,370
+C1 منصف الـ 0.4 هنا الـ 0.2 زي ما احنا حسبنا و هنا
+
+508
+00:45:10,370 --> 00:45:14,570
+الـ 0.4 زي ما احنا حسبنا اذا هو عبّر عن كل واحد من
+
+509
+00:45:14,570 --> 00:45:22,450
+هدولة بالخط تبع هذه ال function تبع ال output اللي
+
+510
+00:45:22,450 --> 00:45:28,190
+هو Z هي نفس ال function انما هنا انا عرفت انه بناء
+
+511
+00:45:28,190 --> 00:45:33,370
+على رموز الرقم 1 ال output بيتقاطع هنابالنسبة لان
+
+512
+00:45:33,370 --> 00:45:35,430
+انا اقول اتنين ال output بتقاطع في هذه المنطقة
+
+513
+00:45:35,430 --> 00:45:39,170
+وبالنسبة لان انا اقول تلاتة ال output بتقاطع في
+
+514
+00:45:39,170 --> 00:45:43,370
+هذه المنطقة الان هذول المناطق مظللة يعني هم
+
+515
+00:45:43,370 --> 00:45:46,410
+ماتطلعش هذا الخط بتطلع على كل المنطقة اللي تحت
+
+516
+00:45:46,410 --> 00:45:52,870
+الخط يعني ان ال output وقع في هذا الحيث وفي هذا
+
+517
+00:45:52,870 --> 00:45:58,150
+الحيث وفي هذا الحيث لان دمج تلاتها دولة في ايش؟
+
+518
+00:46:02,590 --> 00:46:08,890
+دمج التلاتة استنتاجات لأن Z ينتمي ل C1 نسبة واحد
+
+519
+00:46:08,890 --> 00:46:12,570
+عشرة فمية و Z ينتمي ل C2 نسبة عشرين فمية و Z ينتمي
+
+520
+00:46:12,570 --> 00:46:20,210
+ل C3 نسبة خمسين فمية دمجهم مع بعض في نفس ال region
+
+521
+00:46:20,210 --> 00:46:24,470
+في نفس ال fuzzy set في fuzzy set واحد هرجع تاني
+
+522
+00:46:24,470 --> 00:46:34,540
+مرة أخرى هذولة التلاتة functions أخذتهذا مع ال 20%
+
+523
+00:46:34,540 --> 00:46:41,940
+مع ال 50% وطلع عنده ان هو الشكل هذا هذا
+
+524
+00:46:41,940 --> 00:46:48,820
+الان الشكل هو ال summation تبع ال output تبع
+
+525
+00:46:48,820 --> 00:46:53,300
+تلاتروزالكل rule اللي قلته متباحة عن fuzzy set هاي
+
+526
+00:46:53,300 --> 00:46:56,240
+ال fuzzy set هذا مع هذا ال fuzzy set هذا ال fuzzy
+
+527
+00:46:56,240 --> 00:47:00,520
+set مجموحه اللي هو ال fuzzy set هذا لإن ال fuzzy
+
+528
+00:47:00,520 --> 00:47:05,300
+set هذا بدي أعمله de-fuzzification أخد منه crisp
+
+529
+00:47:05,300 --> 00:47:12,320
+value عشان أقول إن Z is risky أو قيمة ال risk
+
+530
+00:47:12,320 --> 00:47:20,540
+تبعها نسبة كده بمقدار كدههي تحدّث جدّاش بالظبط ال
+
+531
+00:47:20,540 --> 00:47:25,640
+risk تبع الزيت الطريقة اللي هو ال defossification
+
+532
+00:47:25,640 --> 00:47:30,020
+تحويل من ال fuzzy set إلى crisp value انه احنا هنا
+
+533
+00:47:30,020 --> 00:47:32,360
+ال defossification ال last step اللي هو الفuzzy ال
+
+534
+00:47:32,360 --> 00:47:36,260
+inference process كل الكلام الأربع خطوات دولة يبقى
+
+535
+00:47:36,260 --> 00:47:39,740
+عن ال inference process أولا فوزفيكيشن ثم rule
+
+536
+00:47:39,740 --> 00:47:44,590
+evaluation ثم aggregationالخطوة التالتة كانت
+
+537
+00:47:44,590 --> 00:47:47,770
+aggregation وبعدها اربعة هو ال defossification ان
+
+538
+00:47:47,770 --> 00:47:52,350
+الفظي ناس help us to evaluate their goals but the
+
+539
+00:47:52,350 --> 00:47:55,090
+final output of a fossil system has to be a crisp
+
+540
+00:47:55,090 --> 00:48:00,230
+number ال final output بتعرف
+
+541
+00:48:00,230 --> 00:48:04,270
+درجة المخاطرات بالظبط جديش has to be a crisp
+
+542
+00:48:04,270 --> 00:48:06,650
+number and the input of the defossification
+
+543
+00:48:06,650 --> 00:48:12,620
+processو بيطلع منها a single number الان احدى
+
+544
+00:48:12,620 --> 00:48:17,860
+الطرق لديه fuzzy فيه يمكن 15 طريقة او 20 طريقة
+
+545
+00:48:17,860 --> 00:48:22,520
+لتحويل ال fuzzy سمباطل ال crisp value من ال fuzzy
+
+546
+00:48:22,520 --> 00:48:26,260
+region احدها او ادخال ال processing اللي هى ال
+
+547
+00:48:26,260 --> 00:48:30,460
+center of gravity ال center of gravity بيختصر شديد
+
+548
+00:48:30,460 --> 00:48:34,560
+ان احنا لو ادي انا region هذا ال region تبعتنا صح
+
+549
+00:48:34,560 --> 00:48:36,840
+تبعت ال fuzzy region او ال fuzzy circle تبعتنا
+
+550
+00:48:38,530 --> 00:48:43,590
+بنتخيل هذا الكلام كأنه شكفة مجسم، اشي مجسم، معدن
+
+551
+00:48:43,590 --> 00:48:48,650
+أو قشب وكده وبنتخيل لو .. وين النقطة .. وين النقطة
+
+552
+00:48:48,650 --> 00:48:51,950
+على هذا ال range هذا ال range الان من zero إلى
+
+553
+00:48:51,950 --> 00:48:57,530
+مين؟ اللي هو درجة المخاطرة وين النقطة؟ لو انا حطيت
+
+554
+00:48:57,530 --> 00:49:03,410
+عليها افتكاز، هتعمل balanceو ال shape هدا عشان
+
+555
+00:49:03,410 --> 00:49:05,950
+اسمها هي عشان هي كاسم ال center of gravity تذكروه
+
+556
+00:49:05,950 --> 00:49:10,730
+في الفيزيا في الastrofthermia فأسرع طريقة لحساب او
+
+557
+00:49:10,730 --> 00:49:14,350
+يعني طريقة discrete بدل ما نعملها كتيروس نعملها
+
+558
+00:49:14,350 --> 00:49:21,750
+discrete عشان تبصير لإن احنا ناخد ال .. ال .. ال
+
+559
+00:49:21,750 --> 00:49:27,310
+.. بالظبط العشرة ال zero والعشرة والعشرين درجة
+
+560
+00:49:27,310 --> 00:49:31,940
+كده؟ point واحدبنجمع التلاتين والاربعين والخمسين
+
+561
+00:49:31,940 --> 00:49:37,200
+والستين ضرب ايش point اتنين صح بعدين اللي هو
+
+562
+00:49:37,200 --> 00:49:41,680
+السبعين كل التمانين والتسعين والمية ضرب اللي هو
+
+563
+00:49:41,680 --> 00:49:46,040
+ايش ال zero point five بعدين هذه الكلام بنجمعه
+
+564
+00:49:46,040 --> 00:49:49,480
+بنجسمه على عددهم يعني عندي zero point one يعني
+
+565
+00:49:49,480 --> 00:49:54,360
+واحدة اتنين تلاتة صح zero point two واحدة اتنين
+
+566
+00:49:54,360 --> 00:50:00,940
+تلاتة اربعة تمام0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5
+
+567
+00:50:00,940 --> 00:50:08,300
+و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و
+
+568
+00:50:08,300 --> 00:50:09,480
+0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0
+
+569
+00:50:09,480 --> 00:50:09,920
+.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5
+
+570
+00:50:09,920 --> 00:50:10,300
+و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و
+
+571
+00:50:10,300 --> 00:50:11,660
+0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0
+
+572
+00:50:11,660 --> 00:50:21,240
+.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5 و 0.5
+
+573
+00:50:21,240 --> 00:50:22,280
+و
+
+574
+00:50:26,230 --> 00:50:34,790
+درجة المخاطرة بالمئوية 67.4% طبعا ال system زي هذا
+
+575
+00:50:34,790 --> 00:50:39,170
+صغير احنا ممكن نعمله if statement إذا كان كده فإنه
+
+576
+00:50:39,170 --> 00:50:44,050
+كده بس هذا الغرض منه كان بس مجرد توضيح آلية ال
+
+577
+00:50:44,050 --> 00:50:48,850
+inference طيب ماشي احنا الآن عند هذا النقطة بنكون
+
+578
+00:50:48,850 --> 00:50:54,560
+شرحنا الفظي inferenceبس على أساس اللي هو الممداني
+
+579
+00:50:54,560 --> 00:50:56,660
+method الممداني method اللي هي ال method الأولى
+
+580
+00:50:56,660 --> 00:51:01,800
+السوجينو method المحاضرة جاي بنكملها و بنشوف أيضا
+
+581
+00:51:01,800 --> 00:51:06,900
+مثال example بواسطة express system على الطريقتين
+
+582
+00:51:06,900 --> 00:51:09,400
+على الممداني method و على السوجينو method
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..489bf33b9cc278bca13872f87bdcd3469156cc7c
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/2BhZ2dcbh8U_raw.json
@@ -0,0 +1 @@
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112783, "start": 1101.02, "end": 1127.84, "text": "الـ value هو set يعني x ينتمي إلى a و y ينتمي إلى b فالـ style هذا يتميز بين ما هو الـ crisp و ما هو ال fuzzy اندي هذا if speed is greater than 100 then stopping distance is long هنا هذه عبارة عن variable fuzzy", "tokens": [6027, 39184, 2158, 31439, 992, 37495, 22653, 2031, 7251, 29399, 2304, 1829, 30731, 257, 4032, 288, 7251, 29399, 2304, 1829, 30731, 272, 6156, 6027, 39184, 3758, 23758, 7251, 39237, 1829, 11622, 49374, 19446, 31439, 2423, 39184, 22952, 4032, 19446, 31439, 2423, 34710, 16472, 16254, 23758, 498, 3073, 307, 5044, 813, 2319, 550, 12767, 4560, 307, 938, 34105, 29538, 6225, 3555, 9640, 3660, 18871, 7006, 34710], "avg_logprob": -0.42021779174154456, "compression_ratio": 1.484375, "no_speech_prob": 0.0, "words": [{"start": 1101.02, "end": 1101.86, "word": "الـ", "probability": 0.3580322265625}, {"start": 1101.86, "end": 1102.02, "word": " value", "probability": 0.7041015625}, {"start": 1102.02, "end": 1102.5, "word": " هو", 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بتتحدث بتحدث على اساس fuzzy membership functions fuzzy membership functions", "tokens": [6027, 7649, 11778, 47341, 3660, 2423, 20215, 15844, 1975, 1829, 24525, 32277, 39894, 2655, 24401, 12984, 39894, 24401, 12984, 15844, 24525, 32277, 34710, 16560, 6828, 34710, 16560, 6828], "avg_logprob": -0.5167025862068966, "compression_ratio": 1.4455445544554455, "no_speech_prob": 0.0, "words": [{"start": 1200.8799999999999, "end": 1201.8, "word": "الان", "probability": 0.1793212890625}, {"start": 1201.8, "end": 1202.72, "word": " درجة", "probability": 0.91748046875}, {"start": 1202.72, "end": 1202.82, "word": " ال", "probability": 0.9052734375}, {"start": 1202.82, "end": 1203.12, "word": " intimate", "probability": 0.301025390625}, {"start": 1203.12, "end": 1203.44, "word": " على", "probability": 0.65771484375}, {"start": 1203.44, "end": 1203.6, "word": " اي", "probability": 0.754150390625}, {"start": 1203.6, "end": 1203.86, "word": " اساس", "probability": 0.807373046875}, {"start": 1203.86, 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الشخص ناخد الاشخاص اللي بيبقى 160 إلى 200 هذا ال curve هو اللي بيعطيلي هذا ال curve هو اللي بيمثل ال function هذه ال function هي اللي بتعطيلي ال membership فانا", "tokens": [6027, 39184, 732, 6352, 6764, 4032, 4676, 29538, 6024, 48506, 3714, 7435, 2304, 2407, 27884, 41950, 12610, 37037, 24192, 3714, 7435, 2304, 2407, 27884, 2423, 3224, 45865, 23032, 12610, 25124, 9778, 9381, 8717, 47283, 3215, 2423, 33599, 9778, 33546, 13672, 1829, 4724, 1829, 3555, 4587, 7578, 21243, 30731, 2331, 23758, 2423, 7605, 31439, 13672, 1829, 4724, 1829, 3615, 9566, 1829, 20292, 23758, 2423, 7605, 31439, 13672, 1829, 4724, 1829, 2304, 12984, 1211, 2423, 2445, 29538, 2423, 2445, 39896, 13672, 1829, 39894, 3615, 9566, 1829, 20292, 2423, 16560, 6156, 7649, 995], "avg_logprob": -0.44333790684794333, "compression_ratio": 1.8358974358974358, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 1218.56, "end": 1218.84, "word": "الـ", "probability": 0.223846435546875}, {"start": 1218.84, "end": 1219.02, 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هو", "probability": 0.89990234375}, {"start": 1240.24, "end": 1240.44, "word": " اللي", "probability": 0.868896484375}, {"start": 1240.44, "end": 1241.06, "word": " بيعطيلي", "probability": 0.6882731119791666}, {"start": 1241.06, "end": 1241.82, "word": " هذا", "probability": 0.55810546875}, {"start": 1241.82, "end": 1241.98, "word": " ال", "probability": 0.84619140625}, {"start": 1241.98, "end": 1242.12, "word": " curve", "probability": 0.943359375}, {"start": 1242.12, "end": 1242.34, "word": " هو", "probability": 0.61328125}, {"start": 1242.34, "end": 1242.4, "word": " اللي", "probability": 0.804931640625}, {"start": 1242.4, "end": 1242.74, "word": " بيمثل", "probability": 0.784521484375}, {"start": 1242.74, "end": 1242.88, "word": " ال", "probability": 0.7412109375}, {"start": 1242.88, "end": 1243.22, "word": " function", "probability": 0.78955078125}, {"start": 1243.22, "end": 1243.92, "word": " هذه", "probability": 0.1748046875}, {"start": 1243.92, "end": 1243.92, "word": " ال", 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"temperature": 1.0}, {"id": 57, "seek": 163180, "start": 1604.66, "end": 1631.8, "text": "الأمر هذا بيتم معالجة هذه ال rules معالجة هذه ال rules وصولا إلى الاستنتاج اللي احنا بندور عليه في هذا النوعين من ال inference في الممداني inference وفي السيجينو inference هنطلع على الممداني بشكل أساسي وبعدين السيجينو مشابه له بس باختلاف عنه في حاجة بسيطة", "tokens": [6027, 10721, 29973, 23758, 4724, 36081, 2304, 20449, 6027, 7435, 3660, 29538, 2423, 4474, 20449, 6027, 7435, 3660, 29538, 2423, 4474, 4032, 9381, 12610, 995, 30731, 42963, 14851, 29399, 26108, 13672, 1829, 1975, 5016, 8315, 44945, 3215, 13063, 47356, 8978, 23758, 28239, 45367, 9957, 9154, 2423, 38253, 8978, 9673, 2304, 3215, 7649, 1829, 38253, 4032, 41185, 21136, 1829, 7435, 9957, 2407, 38253, 8032, 1863, 9566, 1211, 3615, 15844, 9673, 2304, 3215, 7649, 1829, 4724, 8592, 28820, 5551, 3794, 32277, 1829, 46599, 22488, 9957, 21136, 1829, 7435, 9957, 2407, 37893, 16758, 3224, 46740, 4724, 3794, 4724, 47283, 2655, 15040, 5172, 18871, 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{"start": 1618.02, "end": 1618.14, "word": " ال", "probability": 0.98291015625}, {"start": 1618.14, "end": 1618.58, "word": " inference", "probability": 0.81982421875}, {"start": 1618.58, "end": 1618.84, "word": " في", "probability": 0.541015625}, {"start": 1618.84, "end": 1619.56, "word": " الممداني", "probability": 0.7681640625}, {"start": 1619.56, "end": 1620.46, "word": " inference", "probability": 0.8984375}, {"start": 1620.46, "end": 1621.22, "word": " وفي", "probability": 0.811279296875}, {"start": 1621.22, "end": 1621.96, "word": " السيجينو", "probability": 0.73564453125}, {"start": 1621.96, "end": 1623.58, "word": " inference", "probability": 0.52783203125}, {"start": 1623.58, "end": 1625.0, "word": " هنطلع", "probability": 0.781982421875}, {"start": 1625.0, "end": 1625.26, "word": " على", "probability": 0.86083984375}, {"start": 1625.26, "end": 1625.82, "word": " الممداني", "probability": 0.98828125}, {"start": 1625.82, "end": 1626.12, "word": " بشكل", "probability": 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1632.18, "end": 1652.36, "text": "أحنا نفهم ال inference على أساس ال method الممداني و بعدين نطلع على ال inference على أساس ال method الممداني بصفة عامة الفاضي inference بصفة عامة", "tokens": [10721, 5016, 8315, 8717, 5172, 16095, 2423, 38253, 15844, 5551, 3794, 32277, 2423, 3170, 9673, 2304, 3215, 7649, 1829, 4032, 39182, 9957, 8717, 9566, 1211, 3615, 15844, 2423, 38253, 15844, 5551, 3794, 32277, 2423, 3170, 9673, 2304, 3215, 7649, 1829, 4724, 9381, 5172, 3660, 6225, 10943, 3660, 27188, 46958, 1829, 38253, 4724, 9381, 5172, 3660, 6225, 10943, 3660], "avg_logprob": -0.2625794501627906, "compression_ratio": 1.8225806451612903, "no_speech_prob": 0.0, "words": [{"start": 1632.18, "end": 1632.54, "word": "أحنا", "probability": 0.7043050130208334}, {"start": 1632.54, "end": 1633.0, "word": " نفهم", "probability": 0.9495442708333334}, {"start": 1633.0, "end": 1633.54, "word": " ال", "probability": 0.87451171875}, {"start": 1633.54, "end": 1633.92, "word": " inference", "probability": 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0.9326171875}, {"start": 1639.4, "end": 1639.72, "word": " أساس", "probability": 0.98583984375}, {"start": 1639.72, "end": 1639.86, "word": " ال", "probability": 0.90234375}, {"start": 1639.86, "end": 1640.3, "word": " method", "probability": 0.73193359375}, {"start": 1640.3, "end": 1640.64, "word": " الممداني", "probability": 0.844384765625}, {"start": 1640.64, "end": 1649.94, "word": " بصفة", "probability": 0.82672119140625}, {"start": 1649.94, "end": 1650.28, "word": " عامة", "probability": 0.9763997395833334}, {"start": 1650.28, "end": 1650.84, "word": " الفاضي", "probability": 0.73193359375}, {"start": 1650.84, "end": 1651.5, "word": " inference", "probability": 0.7958984375}, {"start": 1651.5, "end": 1652.0, "word": " بصفة", "probability": 0.95166015625}, {"start": 1652.0, "end": 1652.36, "word": " عامة", "probability": 0.9982096354166666}], "temperature": 1.0}, {"id": 59, "seek": 167199, "start": 1653.77, "end": 1671.99, "text": "والسيستم هذا بياخد input وعلى أساسه بيطلع output ال output هذا غالبا نحن ننظر عليه على انه decision قرار اللي بيسوي action معين فال input هذا اللي بيدخل هو عبارة عن معطيات رقمية crisp", "tokens": [2407, 6027, 3794, 1829, 14851, 2304, 23758, 4724, 1829, 47283, 3215, 4846, 4032, 3615, 23942, 5551, 3794, 32277, 3224, 4724, 1829, 9566, 1211, 3615, 5598, 2423, 5598, 23758, 32771, 6027, 3555, 995, 8717, 5016, 1863, 8717, 1863, 19913, 2288, 47356, 15844, 16472, 3224, 3537, 12174, 2288, 9640, 13672, 1829, 4724, 1829, 3794, 45865, 3069, 20449, 9957, 6156, 6027, 4846, 23758, 13672, 1829, 4724, 25708, 9778, 1211, 31439, 6225, 3555, 9640, 3660, 18871, 20449, 9566, 1829, 9307, 12602, 4587, 2304, 10632, 22952], "avg_logprob": -0.30983231271185524, "compression_ratio": 1.5869565217391304, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1653.77, "end": 1654.61, "word": "والسيستم", "probability": 0.531768798828125}, {"start": 1654.61, "end": 1655.41, "word": " هذا", "probability": 0.28759765625}, {"start": 1655.41, "end": 1655.97, "word": " بياخد", "probability": 0.7178955078125}, {"start": 1655.97, "end": 1656.45, "word": " input", "probability": 0.8310546875}, {"start": 1656.45, "end": 1658.27, "word": " وعلى", "probability": 0.6275227864583334}, {"start": 1658.27, "end": 1658.69, "word": " أساسه", "probability": 0.9276123046875}, {"start": 1658.69, "end": 1659.31, "word": " بيطلع", "probability": 0.813671875}, {"start": 1659.31, "end": 1660.25, "word": " output", "probability": 0.98779296875}, {"start": 1660.25, "end": 1660.45, "word": " ال", "probability": 0.1656494140625}, {"start": 1660.45, "end": 1660.71, "word": " output", "probability": 0.90576171875}, {"start": 1660.71, "end": 1661.07, "word": " هذا", "probability": 0.84912109375}, {"start": 1661.07, "end": 1661.57, "word": " غالبا", "probability": 0.8978271484375}, {"start": 1661.57, "end": 1661.81, "word": " نحن", "probability": 0.66015625}, {"start": 1661.81, "end": 1662.13, "word": " ننظر", "probability": 0.8768310546875}, {"start": 1662.13, "end": 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3065.76, "word": " system", "probability": 0.955078125}, {"start": 3065.76, "end": 3066.28, "word": " على", "probability": 0.87451171875}, {"start": 3066.28, "end": 3066.9, "word": " الطريقتين", "probability": 0.941162109375}, {"start": 3066.9, "end": 3067.04, "word": " على", "probability": 0.77392578125}, {"start": 3067.04, "end": 3067.62, "word": " الممداني", "probability": 0.9806640625}, {"start": 3067.62, "end": 3067.9, "word": " method", "probability": 0.98779296875}, {"start": 3067.9, "end": 3068.1, "word": " و", "probability": 0.96484375}, {"start": 3068.1, "end": 3068.34, "word": " على", "probability": 0.456787109375}, {"start": 3068.34, "end": 3069.14, "word": " السوجينو", "probability": 0.841650390625}, {"start": 3069.14, "end": 3069.4, "word": " method", "probability": 0.98828125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 3072.27875, "duration_after_vad": 2931.4974999999877}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9faf89a44d6d1a95a4859dbbb4da5a2e80f09549
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_postprocess.srt
@@ -0,0 +1,1828 @@
+1
+00:00:20,690 --> 00:00:23,570
+ماشي الحال باسم الله الرحمن الرحيم اليوم ان شاء
+
+2
+00:00:23,570 --> 00:00:29,530
+الله احنا بنكمل مواضيع ال data data mining موضوع
+
+3
+00:00:29,530 --> 00:00:33,690
+جديد اليوم احنا كان اخر محاضرة حكينا في اللي هو
+
+4
+00:00:33,690 --> 00:00:38,150
+linear regression على اساس انه واحد من ال
+
+5
+00:00:38,150 --> 00:00:41,790
+statistical methods اللي ممكن تساعد في ال data
+
+6
+00:00:41,790 --> 00:00:45,950
+visualization وفي التنبؤ يعني بمعنى ان احنا نتنبأ
+
+7
+00:00:46,250 --> 00:00:53,630
+قيمة اي new data item بناء على واحد من الاحداث
+
+8
+00:00:53,630 --> 00:00:57,050
+التي اتخذته اليوم ان شاء الله سنحكي في موضوع ال
+
+9
+00:00:57,050 --> 00:01:02,550
+association rules وتطبيقه على مسألة market basket
+
+10
+00:01:02,550 --> 00:01:07,090
+analysis وهذا الموضوع جاء من lecture 17 سنذهب
+
+11
+00:01:07,090 --> 00:01:12,230
+عليها على طول ونشوف
+
+12
+00:01:12,230 --> 00:01:18,980
+example association rules تبدأ منبتبدأ من اللي هو
+
+13
+00:01:18,980 --> 00:01:24,200
+slide رقم 28 بدي أنتقل على طول على السريع على هذا
+
+14
+00:01:24,200 --> 00:01:29,680
+ال example عشان نتعرف على المسألة وبعدين نشوف ال
+
+15
+00:01:29,680 --> 00:01:34,740
+algorithm أو الطريقة أو ال method اللي بتستخدم في
+
+16
+00:01:34,740 --> 00:01:39,080
+التعامل مع هذه المسألة مسألة ال association rule
+
+17
+00:01:39,080 --> 00:01:46,300
+يقصد بيها انه لو في عندي انا اشي زي هيك عبارة عنكل
+
+18
+00:01:46,300 --> 00:01:50,280
+واحد .. كل item من هدولة عبارة عن .. كل سطر من
+
+19
+00:01:50,280 --> 00:01:53,540
+هدولة عبارة عن transaction ال transaction زيه ..
+
+20
+00:01:53,540 --> 00:01:58,040
+زي فاتورة انت لما بتروح تشتري ب .. الفاتورة بتشتري
+
+21
+00:01:58,040 --> 00:02:04,080
+مجموعة مشتريات الفاتورة بتنص على ايش العناصر اللي
+
+22
+00:02:04,080 --> 00:02:07,880
+فيها الفاتورة فهنا .. هذا عبارة عن groceries يعني
+
+23
+00:02:07,880 --> 00:02:17,570
+بقالة بيف، ملك، صاص، استاجتي، كدهفكل فتورة
+
+24
+00:02:17,570 --> 00:02:21,850
+بتحتوي على مجموعة الحاجات اللي اشتراها الزبون احنا
+
+25
+00:02:21,850 --> 00:02:26,770
+الآن من هذه المعلومات الجدول اللي تبعنا فيه بس سبع
+
+26
+00:02:26,770 --> 00:02:33,670
+samples لكن السجل تبع ال system تبع السوبر ماركت
+
+27
+00:02:33,670 --> 00:02:37,070
+الصغير حيث ان فيه ألاف أو عشرات الألاف أو مئات
+
+28
+00:02:37,070 --> 00:02:42,950
+الألاف من ..بالمئات المهم أنه احنا بنبسط الموضوع
+
+29
+00:02:42,950 --> 00:02:48,110
+عشان الفكرة توضح الهدأ المطلوب انه بناء على هذه ال
+
+30
+00:02:48,110 --> 00:02:53,210
+data التراكمية او ال historical data نحاول نستخلص
+
+31
+00:02:53,210 --> 00:02:59,330
+rules اللي تقوللي انه لو الزبون اشترا السلع
+
+32
+00:02:59,330 --> 00:03:04,750
+الفلانية ايش غالبا ايضا هيشتري معاها كمان okayهذا
+
+33
+00:03:04,750 --> 00:03:10,090
+الأمر لو تركتك أن تتطلع على ال data هذه ممكن أن
+
+34
+00:03:10,090 --> 00:03:14,730
+انت تستخلص rule بسيط جدا او استخلاص بسيط جدا و هو
+
+35
+00:03:14,730 --> 00:03:21,390
+انه تطلع مثلا على ال .. خد .. خدهم واحدة واحدة شوف
+
+36
+00:03:21,390 --> 00:03:27,610
+وين في .. وين في سلعتين بيجوا مع بعض بيجوا مع بعض
+
+37
+00:03:27,610 --> 00:03:31,710
+بتكرروا مع بعض لو أنا لجيت سلعتين بتكرروا مع بعض
+
+38
+00:03:32,340 --> 00:03:40,580
+معناه دالك بقدر استنتج انه اذا زبون اشترق واحدة
+
+39
+00:03:40,580 --> 00:03:47,900
+منها التلاتينتين فغالبا هيشتري التانية انا بحكي عن
+
+40
+00:03:47,900 --> 00:03:53,590
+زبون جديد يعنىإذا أنا لجيت فيه سلعتين بتكرروا مع
+
+41
+00:03:53,590 --> 00:03:59,070
+بعض، فماقدر أستنتج أنه هدف إيش بيفيد؟ عادة في ال
+
+42
+00:03:59,070 --> 00:04:01,470
+supermarket، ما أنت عارف لما بيجي وصفط الحاجات على
+
+43
+00:04:01,470 --> 00:04:05,510
+الضعف، بتصفط الحاجات اللي عادة مابتشترها مع بعض،
+
+44
+00:04:05,510 --> 00:04:08,770
+بتصفطهم جانب بعض، أول عشان يراي حاجة تانية، عشان
+
+45
+00:04:08,770 --> 00:04:16,100
+يغريك ويذكركصح؟ اه يعني مثلا خد عندك هنا خد الصوص
+
+46
+00:04:16,100 --> 00:04:19,840
+و ال spaghetti اولا .. اولا القضية مش محتاجة ده
+
+47
+00:04:19,840 --> 00:04:22,240
+كرسي طناعي ولا محتاجة data mining لأن احنا عارفين
+
+48
+00:04:22,240 --> 00:04:24,920
+ال spaghetti و الصوص دايما بيجوا مع بعض يعني لو حد
+
+49
+00:04:24,920 --> 00:04:27,700
+ب .. ب spaghetti ليه؟ ماكرونة اللي بيعمل .. اللي
+
+50
+00:04:27,700 --> 00:04:31,120
+بيعمل ماكرونة كالبن ححط عليها ايش؟ الصوص اللي هي
+
+51
+00:04:31,120 --> 00:04:36,970
+الصلصة صح؟ فهذه شغلمش محتاجة اتعب عشان نستشفها او
+
+52
+00:04:36,970 --> 00:04:39,890
+نستخلصها يعني صاحب السوبر ماركت منه لعاله هحط
+
+53
+00:04:39,890 --> 00:04:45,150
+المقارنة و جريب منها هحط على مرتبانة السلسة،
+
+54
+00:04:45,150 --> 00:04:48,430
+مظبوط؟ بس الفكرة ان هذا الأمر له تطبيقات أخرى
+
+55
+00:04:48,430 --> 00:04:51,750
+كتيرة غير حكاية اللي هو ال shopping يعني ممكن تبقى
+
+56
+00:04:51,750 --> 00:04:56,650
+هادى عبارة عنأسهم شركات والناس بتشتري أسهم وتبيع
+
+57
+00:04:56,650 --> 00:05:02,150
+أسهم فممكن اللي بيستخدم بدل .. بدل ما نحكي عن سلع
+
+58
+00:05:02,150 --> 00:05:06,850
+بقالة نحكي عن أسهم شركات ونشوف إذا الله واحد اشتر
+
+59
+00:05:06,850 --> 00:05:12,290
+سهم في شركة فلانية فغالبا نتوقع انه هيشتري في شركة
+
+60
+00:05:12,290 --> 00:05:15,590
+أخرى بناء على ال historical data اللي زي هذه اللي
+
+61
+00:05:15,590 --> 00:05:18,930
+بتكون جمعة وأمثلة أخرى كتيرة أو تطبيقات أخرى كتيرة
+
+62
+00:05:18,930 --> 00:05:24,460
+بس المهم الآن احنا بنشوف كيف يمكناستخلاص rules من
+
+63
+00:05:24,460 --> 00:05:27,260
+association rules ايش هي association rules؟
+
+64
+00:05:27,260 --> 00:05:31,560
+association يعني مصاحبة
+
+65
+00:05:31,560 --> 00:05:36,780
+يعني ان الشغل هذا ال item هذا عادة ما بيصحبه ال
+
+66
+00:05:36,780 --> 00:05:40,260
+item الآخر او مجموعة ال items الأخرى هنا عندنا هي
+
+67
+00:05:40,260 --> 00:05:46,580
+ال spaghetti بالصوص مكررين كاش مع بعض مع بعض هاي
+
+68
+00:05:46,580 --> 00:05:51,280
+الصوص ال spaghetti صح؟ وفي هنا وين كمان هاي الصوص
+
+69
+00:05:51,280 --> 00:06:00,980
+جاي لحالهاSauce كهيلة حالة الان انا بقى الواحد
+
+70
+00:06:00,980 --> 00:06:06,500
+يمكن يكون عنده Spaghetti في المطبخ من قبل الهدف
+
+71
+00:06:06,500 --> 00:06:10,360
+صار بناء على هذا ال data اللي موجودة انه نستخلص
+
+72
+00:06:10,360 --> 00:06:20,680
+rules اشي زيه كأنه اذا اشترا فحتما او نستمتش نتوقع
+
+73
+00:06:20,680 --> 00:06:23,790
+نشتري Spaghettiولكن هي confidence تبعها ان انا مش
+
+74
+00:06:23,790 --> 00:06:28,690
+مضرور يجيب 100% ليش صحيح؟ لأن هاي مضمع مثلا اشترق
+
+75
+00:06:28,690 --> 00:06:30,970
+source هاي انا اشترق source وانا اشترق source
+
+76
+00:06:30,970 --> 00:06:36,790
+تانية صح ال 80% هاي فكركوا من اين اجت؟ اجت لأن هم
+
+77
+00:06:36,790 --> 00:06:41,010
+الخمس مضمع اشترق فيهم source هاي واحدة، هاي تمتين،
+
+78
+00:06:41,010 --> 00:06:47,190
+هاي تلاتة، هاي أربعة، هاي خمسةأربعة منهم اشتروا
+
+79
+00:06:47,190 --> 00:06:49,450
+معاها الاربعة من الخمسة هي ال تمانية في المية
+
+80
+00:06:49,450 --> 00:06:53,930
+فاحنا بناء على ال statistical information هذه يعني
+
+81
+00:06:53,930 --> 00:06:58,090
+هذه عملية احصائية اللي احنا احصينا جديش اكام مرة
+
+82
+00:06:58,090 --> 00:07:02,350
+اشتر سوس و اكام مرة معاهم اشتروا سفاجيتي لجل انهم
+
+83
+00:07:02,350 --> 00:07:06,030
+اربعة من الخمسة يبقى تمانية في المية فاحنا اتشكلت
+
+84
+00:07:06,030 --> 00:07:11,690
+ال rule بناء على هذا اذا كان سوس فسفاجيتي
+
+85
+00:07:14,790 --> 00:07:20,810
+confidence يعني احنا متأكدين من هذا الاستمتاش
+
+86
+00:07:20,810 --> 00:07:26,870
+بالنسبة 80% okay في اشي تاني كده ال confidence في
+
+87
+00:07:26,870 --> 00:07:29,830
+اللي هو الرولة المكتبة اللي كاتب معاها اللي هو ال
+
+88
+00:07:29,830 --> 00:07:35,510
+support ال support اللي هو بالاختصار هذه الرولة
+
+89
+00:07:35,510 --> 00:07:40,070
+ايش المعطيات اللي بتدعمها ايش المعطيات اللي
+
+90
+00:07:40,070 --> 00:07:48,690
+بتدعمهاإن هاي واحد هاي أربع مرات أربع مرات عندنا
+
+91
+00:07:48,690 --> 00:07:54,490
+اشترى صوص و معاه سجنتي اللي هي هذه صح و هذه و هذه
+
+92
+00:07:54,490 --> 00:08:02,250
+و هذي صح أربع .. أربع records بتدعم هذا الحقيقة
+
+93
+00:08:02,250 --> 00:08:05,970
+الأربع هذولة من ال total أربعة على سبعة هما السبعة
+
+94
+00:08:05,970 --> 00:08:09,730
+و خمسين في المية يعني احنا قاعدين بنقول ثقاتنا
+
+95
+00:08:09,730 --> 00:08:14,150
+بهذه ال role تمانين في الميةويدعمها او احنا ما
+
+96
+00:08:14,150 --> 00:08:22,430
+استخلصناها بناء على حقائق 57% support لهذا ال rule
+
+97
+00:08:22,430 --> 00:08:29,290
+الآن عاوزين احنا الامر هذا يتم بشكل algorithm يعني
+
+98
+00:08:29,290 --> 00:08:35,230
+نعطيها ال data set هذا وهي تستخلصنا منه rules ال
+
+99
+00:08:35,230 --> 00:08:39,710
+algorithm عشان تستخلص rules فيه إشكالية كبيرة وهي
+
+100
+00:08:39,710 --> 00:08:45,110
+انه لما نكون في عندي اناأولا خلّينا نراجع بس ال
+
+101
+00:08:45,110 --> 00:08:49,110
+text هدا ال table هدا suggest that ان ال sauce and
+
+102
+00:08:49,110 --> 00:08:53,290
+spaghetti are likely to be purchased together and
+
+103
+00:08:53,290 --> 00:08:57,850
+thus we can write a social association rule if a
+
+104
+00:08:57,850 --> 00:09:01,910
+customer purchases sauce then the customer also
+
+105
+00:09:01,910 --> 00:09:06,780
+purchases spaghetti وصيغناها بهذا الشكل تمام؟و هاي
+
+106
+00:09:06,780 --> 00:09:10,820
+زى ما حكينا ال support and confidence are used for
+
+107
+00:09:10,820 --> 00:09:14,180
+selecting ال valid association الان بناحكي عن ال
+
+108
+00:09:14,180 --> 00:09:18,720
+valid association rules الان بس قبل بنتفج على بعض
+
+109
+00:09:18,720 --> 00:09:24,760
+الاصطلاحات في الأول ان انا في عندى
+
+110
+00:09:24,760 --> 00:09:27,840
+الاصطر
+
+111
+00:09:27,840 --> 00:09:32,820
+تبع الجدول ده ليش اتفكنا ان اسمها transactions كل
+
+112
+00:09:32,820 --> 00:09:38,650
+transaction يحتوي على مجموعة من الitems افترض ان
+
+113
+00:09:38,650 --> 00:09:43,070
+انا عندي item
+
+114
+00:09:43,070 --> 00:09:50,970
+set ايش
+
+115
+00:09:50,970 --> 00:09:54,470
+يعني item set يعني هى كل ال items اللى موجودة فى
+
+116
+00:09:54,470 --> 00:09:58,890
+ال supermarket مثلا وفي عندي طبعا transactions
+
+117
+00:09:58,890 --> 00:10:03,330
+اللى هى كل ال transactions اللى فعلا وقعت او حلثت
+
+118
+00:10:03,670 --> 00:10:11,390
+كدا عمل السوبر ماركت هذا الان ال rule واحدة ال
+
+119
+00:10:11,390 --> 00:10:14,950
+association rule واحدة ممكن تصيرها على أساس انها
+
+120
+00:10:14,950 --> 00:10:24,530
+عبارة عن اذا X فY X و Y هدول ايش مجموعات item sets
+
+121
+00:10:24,530 --> 00:10:33,840
+الواحد منهم هدولة item set وهذا برضه item setطيب
+
+122
+00:10:33,840 --> 00:10:40,380
+احنا تاول كنا بنقول sauce فهي spaghetti طيب
+
+123
+00:10:40,380 --> 00:10:44,680
+هذا مجموعة و هذا مجموعة اينها؟ هذا مجموعة و هذا
+
+124
+00:10:44,680 --> 00:10:49,440
+مجموعة بس ال cardinality one عدد عناصر المجموعة
+
+125
+00:10:49,440 --> 00:10:55,140
+واحد طب احنا ليش بنقول مجموعة؟ اذا كان احنا ال
+
+126
+00:10:55,140 --> 00:10:58,300
+rules اللي بتحكي عنها هي انه اذا اشتر الأنصار
+
+127
+00:10:58,300 --> 00:11:00,900
+الفلاني او السلاسل الفلاني فهيشتر .. لأ احنا ايضا
+
+128
+00:11:00,900 --> 00:11:07,460
+معنيينبإنه لو اشتره كذا وكذا ايش
+
+129
+00:11:07,460 --> 00:11:14,400
+ممكن يشتري؟ ماشي يعني صياغتنا للقول general بمعنى
+
+130
+00:11:14,400 --> 00:11:18,740
+انه احنا مش معنين بسلعة واحدة في الشرط وسلعة واحدة
+
+131
+00:11:18,740 --> 00:11:23,420
+في الاستنتاج لأ ممكن يكون اكتر من سلعة اشتراه
+
+132
+00:11:23,420 --> 00:11:28,320
+وبالتالي القول تقولي انه أيضا هيشتري كده فعدد
+
+133
+00:11:28,320 --> 00:11:32,040
+العناصر الشرط وعدد العناصرconclusion أو الـ
+
+134
+00:11:32,040 --> 00:11:36,920
+consequent مش limited to only one item عشان هي كده
+
+135
+00:11:36,920 --> 00:11:41,300
+بنسمي هذا item set و بنسمي هذا item set ايش معنى
+
+136
+00:11:41,300 --> 00:11:48,620
+ذلك؟ معنى ذلك لو انا عندي ال item set الكبير يحتوي
+
+137
+00:11:48,620 --> 00:11:58,220
+على التلاتة عناصر هذا ولاب بلاش
+
+138
+00:11:58,220 --> 00:12:02,300
+ال item set الكبيرواحد من ال transactions يحتوي
+
+139
+00:12:02,300 --> 00:12:04,920
+على تلات عناصر هدولة اللي هم ال bread والصوص
+
+140
+00:12:04,920 --> 00:12:15,140
+والسباجيتي أكم item set ممكن أكم subset خلينا نقول
+
+141
+00:12:15,140 --> 00:12:19,060
+أكم subset من هذا ال set مش هاد مجموعة هي تلات
+
+142
+00:12:19,060 --> 00:12:23,940
+عناصر هي one subset ال bread لحاله الصوص لحاله
+
+143
+00:12:23,940 --> 00:12:27,880
+السباجيتي لحاله بعدين ال bread مع الصوص هذا إيش
+
+144
+00:12:28,690 --> 00:12:31,150
+subset البريد و الساوس و السبجتي البريد و الساوس و
+
+145
+00:12:31,150 --> 00:12:32,330
+السبجتي البريد و السبجتي البريد و الساوس و السبجتي
+
+146
+00:12:32,330 --> 00:12:36,550
+البريد
+
+147
+00:12:36,550 --> 00:12:40,830
+و السبجتي البريد و الساوس و السبجتي البريد و
+
+148
+00:12:40,830 --> 00:12:46,790
+السبجتي البريد و السبجتي البريد و الساوس و السبجتي
+
+149
+00:12:46,790 --> 00:12:52,650
+البريد و
+
+150
+00:12:52,650 --> 00:12:54,470
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+151
+00:12:54,470 --> 00:12:54,790
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+152
+00:12:54,790 --> 00:12:55,150
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+153
+00:12:55,150 --> 00:12:55,710
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+154
+00:12:55,710 --> 00:13:00,160
+السبجتي البرهل لو اشتر بريد ممكن يشتري صوص و
+
+155
+00:13:00,160 --> 00:13:07,060
+سفاجتي و بنسبة كده هل لو اشتر اي واحد من هدولة ال
+
+156
+00:13:07,060 --> 00:13:13,540
+subsets ممكن استخلص انه هيشتري اي واحد اخر من ال
+
+157
+00:13:13,540 --> 00:13:18,380
+other subsets هذا هو الهدف العام ان احنا بيكون في
+
+158
+00:13:18,380 --> 00:13:27,190
+عندنا احنا بيكون في عندناال items كلها و ايش بتولد
+
+159
+00:13:27,190 --> 00:13:30,970
+subsets من هذه ال items عايزين نشوف علاقة اي واحد
+
+160
+00:13:30,970 --> 00:13:36,330
+من هذه ال subsets باي subsets اخر صح يعني انا هنا
+
+161
+00:13:36,330 --> 00:13:44,710
+انا هنا بالنظر استخلصت role واحدة طيب هل يمنع انه
+
+162
+00:13:44,710 --> 00:13:48,370
+نقدر استخلص role اخر هل بيمنع انه نقول والله bread
+
+163
+00:13:48,370 --> 00:13:54,910
+وملكإذا اشترها بريد فهيشتري ملك مافي إيبانة بنشوف
+
+164
+00:13:54,910 --> 00:13:59,070
+ال algorithm هتعطينا هذا rule ولا مش هتعطينا ال
+
+165
+00:13:59,070 --> 00:14:02,290
+algorithm ممكن تعطينا إياها ك rule بس ال
+
+166
+00:14:02,290 --> 00:14:06,670
+confidence تبعها ايش هيكون ممكن هيكون مخفط تعالي
+
+167
+00:14:06,670 --> 00:14:09,310
+نتطلع على ال confidence تبع هذا rule إذا اشترها
+
+168
+00:14:09,310 --> 00:14:12,390
+بريد
+
+169
+00:14:12,390 --> 00:14:16,990
+فهيشتري
+
+170
+00:14:16,990 --> 00:14:22,960
+ملك تقدر تحسب ال confidence تبعهاكداش؟ كيف بدنا
+
+171
+00:14:22,960 --> 00:14:28,060
+نحسبه؟ كيف حسبنا ايد؟ اه بدنا ايد اكتر مرة اجوا
+
+172
+00:14:28,060 --> 00:14:34,840
+لاتنين مع بعض ال bread هنا مجاش، هنا مجاش، هنا
+
+173
+00:14:34,840 --> 00:14:40,940
+مجاش، خمسة، هنا اجت، صح؟ هنا بيف مع ملك، هنا ملك و
+
+174
+00:14:40,940 --> 00:14:49,560
+مافيش bread، تمام؟ فال .. مرة واحدة؟أجى في كل
+
+175
+00:14:49,560 --> 00:14:52,320
+المرباط اللى .. أه أكم مربى أجى ال bread فيها
+
+176
+00:14:52,320 --> 00:14:56,460
+مرتين هاي مربى هاي ال bread موجود هنا و هاي ال
+
+177
+00:14:56,460 --> 00:15:01,260
+bread موجود هنا صح؟ صح؟ مش هيك احنا حسبنا في الأول
+
+178
+00:15:01,260 --> 00:15:04,060
+نشوف وين المرباط اللى موجود فيها ال bread و أكم
+
+179
+00:15:04,060 --> 00:15:08,920
+واحد منهم موجود فيها ال milk هنا ال bread موجود هي
+
+180
+00:15:08,920 --> 00:15:11,180
+.. يعني هنا مافيش bread، مافيش bread هنا فيه،
+
+181
+00:15:11,180 --> 00:15:14,320
+مافيش .. يعني موجود هنا، هنا مافيش، و هنا مافيش،
+
+182
+00:15:14,320 --> 00:15:19,920
+تبقى هنا مرتين في المقصة موجود فيهم ايه؟لأ ملح بس
+
+183
+00:15:19,920 --> 00:15:27,440
+طبعا فواحد على اتنين بسوة 50% طيب هذا ايش هذا ال
+
+184
+00:15:27,440 --> 00:15:35,480
+confidence بال support اللي هو واحد على سبعة جداش
+
+185
+00:15:35,480 --> 00:15:41,400
+ايوة هذه ال combination حدثت اكتر مرة بس في
+
+186
+00:15:41,400 --> 00:15:48,080
+المراهب واحد من سبعة 14% ال support 14% صح؟
+
+187
+00:15:50,790 --> 00:15:54,950
+هل يعنيني هذا ال role كثير إذا كان confidence
+
+188
+00:15:54,950 --> 00:16:00,860
+الخاص بي خفض لدرجة 50%؟و ال support تبعها برضه
+
+189
+00:16:00,860 --> 00:16:05,160
+منخفض لا تقنين هذا ال rule صح يبقى انا لما بدي
+
+190
+00:16:05,160 --> 00:16:09,700
+اعمل algorithm لو بدي اعمل algorithm اللي تستخلص
+
+191
+00:16:09,700 --> 00:16:15,620
+rules لازم اعطيها minimum اقولها طلعيلي rules اللي
+
+192
+00:16:15,620 --> 00:16:21,420
+ال support تبعها هيكون مش اقل من كذا و ال
+
+193
+00:16:21,420 --> 00:16:26,420
+confidence تبعها مش اقل من كذا لازم اعطيها minimum
+
+194
+00:16:26,420 --> 00:16:26,840
+ايش
+
+195
+00:16:30,850 --> 00:16:39,350
+minimum cash support و minimum confidence
+
+196
+00:16:39,350 --> 00:16:46,370
+جداش انت شخصيا مرضيك confidence انه مايجلش عن جداش
+
+197
+00:16:46,370 --> 00:16:51,310
+انا بعتقد لو انا بدي انا صاحب supermarket و بدي
+
+198
+00:16:51,310 --> 00:16:56,470
+rules بدي ال rules اللي متجلش عن 80% ال confidence
+
+199
+00:16:56,470 --> 00:17:02,120
+تبعها انه دايما او في 80% من الحالاتهذا يؤدي إلى
+
+200
+00:17:02,120 --> 00:17:08,820
+هذا او هذا السلعة تجمع هذه السلعة انا شخصيا 80%
+
+201
+00:17:08,820 --> 00:17:12,880
+مايجلش ال confidence وال support مايجلش عن 50%
+
+202
+00:17:12,880 --> 00:17:18,640
+ماشي يعني ايش انا بدور على رؤوس يتحقق فيها الشرطين
+
+203
+00:17:18,640 --> 00:17:21,920
+انه
+
+204
+00:17:21,920 --> 00:17:25,180
+تبقى ال confidence تبقى على 80% وال support تبقى
+
+205
+00:17:25,180 --> 00:17:31,090
+شجال من 80% وال support مايجلش عن 50% اي ruleالـ
+
+206
+00:17:31,090 --> 00:17:33,530
+confidence أقل من ذلك أو الـ support أقل من ذلك
+
+207
+00:17:33,530 --> 00:17:37,990
+يجب أن تشيحها لا يتأثر كثيرا على شغلي أو على
+
+208
+00:17:37,990 --> 00:17:43,470
+القرارات التي تريد أن تعملها هناك في المثال هذا
+
+209
+00:17:43,470 --> 00:17:48,050
+اللي هو يبدأ فيه اللي هو انه طبعا احنا احنا هي
+
+210
+00:17:48,050 --> 00:17:51,750
+حسبة ال support هي عبارة عن ايش كيف بنحسب ال
+
+211
+00:17:51,750 --> 00:17:57,270
+support ان لو اندي X هذا item set و Y item set عدد
+
+212
+00:17:57,270 --> 00:18:03,080
+المرموط اللي حدث فيهاالاتنين جايين مع بعض مش هي
+
+213
+00:18:03,080 --> 00:18:07,400
+كتبوا حسابنا لما حسابنا ال support اتنين أجوا مع
+
+214
+00:18:07,400 --> 00:18:12,940
+بعض أكتر مرة واحدة على عدد الكليها عدد الكلي اللي
+
+215
+00:18:12,940 --> 00:18:20,140
+هو السبعة صح؟ okay الآن ال confidence ال
+
+216
+00:18:20,140 --> 00:18:24,940
+confidence كيف حسبناه؟ أخدنا عدد المرات اللي حصل
+
+217
+00:18:24,940 --> 00:18:32,570
+فيها milk جاي مع breadحصل فيها milk مابين عدد
+
+218
+00:18:32,570 --> 00:18:36,890
+المرات اللى جاى فيها الbread تمام؟ يعني عدد المرات
+
+219
+00:18:36,890 --> 00:18:40,870
+اللى أجوا الأثنين مع بعض كانت واحدة عدد المرات
+
+220
+00:18:40,870 --> 00:18:47,670
+اللى أجى فيها bread كان اثنين صح؟ عدد المرات اللى
+
+221
+00:18:47,670 --> 00:18:51,450
+أجوا الأثنين ال union of X and Y على عدد المرات
+
+222
+00:18:51,450 --> 00:18:56,810
+اللى أجى فيها X X اللى هو ال short كان مرتين bread
+
+223
+00:18:56,810 --> 00:18:59,940
+واحدة منهم بس اللى جاى فيها milkفهذه حسبة ال
+
+224
+00:18:59,940 --> 00:19:09,080
+confidence okay ال .. الان احنا لو بدنا نبقى نحسب
+
+225
+00:19:09,080 --> 00:19:14,420
+ل .. في نفس المثال نحسب ل ال other لو بدنا نتخمن
+
+226
+00:19:14,420 --> 00:19:19,980
+other rules على مثلا spaghetti
+
+227
+00:19:19,980 --> 00:19:24,200
+sauce اه احنا شوفنا صوص spaghetti مظبوط ماكنتش كان
+
+228
+00:19:24,200 --> 00:19:29,530
+اطلع معانا80% confidence و 57% support، لو العكس،
+
+229
+00:19:29,530 --> 00:19:32,790
+لو جد أكل سفاجيتتي صوص، عدد المر .. يعني إيش
+
+230
+00:19:32,790 --> 00:19:36,870
+احتباليك لو اشتر سفاجيتتي ان يشتري صوص؟ طبعا هذه و
+
+231
+00:19:36,870 --> 00:19:42,550
+.. و عكسها لا يساوي بعض، صح؟ أه؟ سفاجيتتي اشتر
+
+232
+00:19:42,550 --> 00:19:47,570
+أربع مرات سفاجيتتي، و في كل الأربع مرات كان شاري
+
+233
+00:19:47,570 --> 00:19:52,450
+صوص، صح ولا لا؟ يرجع 100% confidenceلكن ال support
+
+234
+00:19:52,450 --> 00:19:59,470
+هو هو لأن هما أربع مرات من السبعة ال beef و ال
+
+235
+00:19:59,470 --> 00:20:05,230
+milk احنا كنا نحكي بريد و ميك ال beef و الميك في
+
+236
+00:20:05,230 --> 00:20:10,590
+كل المرات اللي
+
+237
+00:20:10,590 --> 00:20:20,270
+اشتروا فيها ال beef اشتروا ايضا ميك ال confidence
+
+238
+00:20:21,120 --> 00:20:25,100
+لكن ال support اتنين من سبعة لان هذولة هم المرتين
+
+239
+00:20:25,100 --> 00:20:30,040
+المحيطات اللي تشتغل فيها ال beef و لا .. على
+
+240
+00:20:30,040 --> 00:20:33,860
+المرات اللي تشتغل فيها ال beef بس هذولة من
+
+241
+00:20:33,860 --> 00:20:37,500
+الاجمالي .. من .. من .. بقى بيطلع تسعة و عشرين و
+
+242
+00:20:37,500 --> 00:20:41,920
+تمانية و عشرين ال support مرة أخرى احنا الان كله
+
+243
+00:20:41,920 --> 00:20:47,560
+هنا توصيف للمسألة بس ما حكينا في قليل التعامل
+
+244
+00:20:47,560 --> 00:20:53,020
+معاها و استخراجال rules هذه بشكل algorithm يعني
+
+245
+00:20:53,020 --> 00:20:58,460
+احنا قبل ما نحكي في ال algorithm بس شغل بسيط وهي
+
+246
+00:20:58,460 --> 00:21:04,820
+ان لو انا عندي عدد ال items ال items مش ال item
+
+247
+00:21:04,820 --> 00:21:10,640
+sets عدد ال items يعني milk bread كده يساوي M فانا
+
+248
+00:21:10,640 --> 00:21:17,140
+ممكن اطلع معايا rules rules بعدد تلاتة أس M بس
+
+249
+00:21:17,140 --> 00:21:20,600
+يعني لو انا عنديببصرة شديدة زى فى ال example اللى
+
+250
+00:21:20,600 --> 00:21:24,760
+فات اكم عندنا تمانى items كلهم ال items هدول اللى
+
+251
+00:21:24,760 --> 00:21:29,540
+فى ال table لو عديتهم ال beef و الملك لو عديتهم هم
+
+252
+00:21:29,540 --> 00:21:40,600
+بس تمانى ال تمانى هدولة ال تمانى هدولة بترتب عليهم
+
+253
+00:21:40,600 --> 00:21:46,600
+ست الف و خمسين ruleأكيد حيكون فيه rules ال support
+
+254
+00:21:46,600 --> 00:21:50,100
+تبعها منخفضة و ال confidence تبعها منخفضة بس ال
+
+255
+00:21:50,100 --> 00:21:55,740
+algorithm بدها تيجي تفحص الكل مظبوط هدوم تمانية
+
+256
+00:21:55,740 --> 00:21:56,640
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+257
+00:21:56,640 --> 00:21:57,000
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+258
+00:21:57,000 --> 00:21:57,380
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+259
+00:21:57,380 --> 00:21:58,140
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+260
+00:21:58,140 --> 00:21:59,140
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+261
+00:21:59,140 --> 00:22:02,220
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+262
+00:22:02,220 --> 00:22:08,600
+هدوم تمانية هدوم تمانية هدوم
+
+263
+00:22:08,600 --> 00:22:12,420
+تمانية
+
+264
+00:22:12,420 --> 00:22:16,650
+هدوميعني بيحصل فيه نوع من الـ pruning إذا بتذكروا
+
+265
+00:22:16,650 --> 00:22:20,310
+في ال minimax pruning أو ال alpha beta pruning في
+
+266
+00:22:20,310 --> 00:22:25,030
+ال minimax تمام فاحنا الآن ال algorithm اللي هنطلع
+
+267
+00:22:25,030 --> 00:22:31,790
+عليها اللي هي a priori algorithm اللي
+
+268
+00:22:31,790 --> 00:22:34,710
+هتشغل على two phases أو stages
+
+269
+00:23:15,030 --> 00:23:22,590
+أولا تعمل ال item sets ثم تعمل ال rules ال rules
+
+270
+00:23:22,590 --> 00:23:28,950
+هي عبارة عن item set و item set نعمل ال item sets
+
+271
+00:23:28,950 --> 00:23:34,510
+ثم نشكل منها rules ال item sets الآن احنا معنين
+
+272
+00:23:34,510 --> 00:23:39,620
+بال item sets اللياللي تكون frequent يعني ايش
+
+273
+00:23:39,620 --> 00:23:43,540
+frequent يعني هي اصلا ال item sets هذه متكررة كتير
+
+274
+00:23:43,540 --> 00:23:46,520
+يعني مثلا اتول لما بدينا احنا بالصوص و ال
+
+275
+00:23:46,520 --> 00:23:50,380
+spaghetti هذا ال item set هذا الزوج من العناصر
+
+276
+00:23:50,380 --> 00:23:54,640
+متكرر كتير في ال .. لو واحد تاني مش متكرر كتير
+
+277
+00:23:54,640 --> 00:24:01,380
+يعني مثلا زي اللي هو ال .. ال .. ال beef ال beef
+
+278
+00:24:01,380 --> 00:24:07,460
+هو نفس ال beef مش موجود في كل هذا الا مرتينفانبالغ
+
+279
+00:24:07,460 --> 00:24:11,720
+لما انا اكل بيف معالج شيز بيف معالج شيز مش هذا
+
+280
+00:24:11,720 --> 00:24:18,540
+item set أكل مرة موجود مرة واحدة فقط صح فانا في
+
+281
+00:24:18,540 --> 00:24:25,430
+انديبدي قياس لل frequency تبع اي item set لسه قبل
+
+282
+00:24:25,430 --> 00:24:30,810
+ما احكي عن ال rules و ال confidence تبعها بدي احكم
+
+283
+00:24:30,810 --> 00:24:34,570
+او احكم على ال item sets على اساس ال frequency ايش
+
+284
+00:24:34,570 --> 00:24:38,870
+يعني frequency يعني مدى تكرارها frequency يعني في
+
+285
+00:24:38,870 --> 00:24:43,010
+frequency احنا نفهمها على اساس تذبذب صح؟ بس هنا
+
+286
+00:24:43,010 --> 00:24:48,990
+معناه اخر اللي هو جدش تتكرر في ال data set اللي
+
+287
+00:24:48,990 --> 00:24:57,370
+عندنافبنفهم ما هو مفهوم الـ frequency نحتاج
+
+288
+00:24:57,370 --> 00:25:02,710
+لنفهم مفهوم الـ frequent يعني
+
+289
+00:25:02,710 --> 00:25:06,070
+عندما نقول frequent عمبار item set يعني item set
+
+290
+00:25:06,070 --> 00:25:10,530
+بيتكرر كتير ال item set هذا مرة أخرى بقول قد يكون
+
+291
+00:25:10,530 --> 00:25:17,470
+في عنصر واحد أو قد يكون فيه أكتر الان لو أنا عندي
+
+292
+00:25:17,470 --> 00:25:24,330
+data itemsبعدد M أكم item set ممكن يتشكل من هذول
+
+293
+00:25:24,330 --> 00:25:34,250
+ال M two to the M minus واحد يعني لو أنا عندي كده
+
+294
+00:25:34,250 --> 00:25:38,170
+ال items اللي كانوا عندنا اتوا تمانية اتنين اقصى
+
+295
+00:25:38,170 --> 00:25:42,310
+تمانية ناقص واحد كده اكم item set ممكن يطلع معانا
+
+296
+00:25:42,310 --> 00:25:54,430
+متين56-1 اتنين
+
+297
+00:25:54,430 --> 00:26:05,110
+اقص اربعة اتنين اقص اربعة نقص واحد ساوي 16
+
+298
+00:26:10,000 --> 00:26:15,440
+15 item set الان ال item sets هذوله انا ممكن اطلع
+
+299
+00:26:15,440 --> 00:26:18,880
+عليهم على شكل اللي هو بيسميها ال lettuce هذي ايش
+
+300
+00:26:18,880 --> 00:26:25,500
+يعني هاي عندي بالاصل ال item sets اللي one item
+
+301
+00:26:25,500 --> 00:26:33,910
+هذا ال level يحتوي على ال item أنا عندي كل الكل ال
+
+302
+00:26:33,910 --> 00:26:37,870
+items اللي عندي بس أربعة ABCD بس أربعة لا تمانية
+
+303
+00:26:37,870 --> 00:26:41,970
+ولا سبعة ولا غير على فرض ان اللي عندي بس أربعة
+
+304
+00:26:41,970 --> 00:26:48,270
+فعندي انا بعض ال item sets هيبقى فيها single item
+
+305
+00:26:48,270 --> 00:26:52,190
+زي هيك ال A لحالة ال B لحالة ال C لحالة ال D لحالة
+
+306
+00:26:52,190 --> 00:26:57,050
+وفي عندي item sets فيها عنصرين و item sets فيها
+
+307
+00:26:57,920 --> 00:27:01,560
+ثلاث عناصر وفي الأخر يكون في هذه item set واحد
+
+308
+00:27:01,560 --> 00:27:05,980
+وحيد في الأربع عناصر خلي بالك ان هدولة هذا set
+
+309
+00:27:05,980 --> 00:27:12,220
+مجموعة مش ordered list يعني a,b,c,d هي نفسها c,d,e
+
+310
+00:27:12,220 --> 00:27:18,060
+,b اه مش ايه قلنا a,b,c,d هي نفسها d,c يعني اي
+
+311
+00:27:18,060 --> 00:27:25,080
+ترتيبة هي نفسها صح؟ الآن هدولة قدهم هدولة هم بطلع
+
+312
+00:27:25,080 --> 00:27:31,770
+18 مش هم لنا اربع itemsهل هذا يظهر 15؟ 1,2,3,4,5,6
+
+313
+00:27:31,770 --> 00:27:37,290
+,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23
+
+314
+00:27:37,290 --> 00:27:38,090
+,24,25,26,27,28,29,30,31,32,32,33,33,33,33,33,33
+
+315
+00:27:38,090 --> 00:27:39,530
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+316
+00:27:39,530 --> 00:27:42,710
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+317
+00:27:42,710 --> 00:27:43,030
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+318
+00:27:43,030 --> 00:27:44,030
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+319
+00:27:44,030 --> 00:27:56,330
+,33,33,33,33,33
+
+320
+00:27:56,460 --> 00:28:01,300
+الان هذا ال item set كل واحد من هذول يفرض ان ال
+
+321
+00:28:01,300 --> 00:28:07,680
+algorithm تبعتي اول ما تيجي تفرض مختلف
+
+322
+00:28:07,680 --> 00:28:11,480
+ال item set المحتملة و بعدين تيجي تشوف ال
+
+323
+00:28:11,480 --> 00:28:15,940
+frequency تبع كل واحد ال frequency تبع كل واحد
+
+324
+00:28:15,940 --> 00:28:22,380
+بمعنى ان تبدأ تقول من ال a لحاله ال a لحاله مثلا
+
+325
+00:28:22,380 --> 00:28:24,540
+ال bread لحاله ال milk لحاله
+
+326
+00:28:27,140 --> 00:28:30,500
+جدّيش ال frequency تبعته يعني جدّيش موجود عندي في
+
+327
+00:28:30,500 --> 00:28:36,120
+أكم transaction okay لأن إذا ال frequency تبعته
+
+328
+00:28:36,120 --> 00:28:42,820
+أكبر من أكبر من ال support اللي أنا بديه يبقى
+
+329
+00:28:42,820 --> 00:28:48,940
+الكويس إذا أجل يبقى هو مرفوض واللي بتفرع منه أيضا
+
+330
+00:28:48,940 --> 00:28:53,620
+مرفوض لأن اللي بتفرع منه يعني إذا هذه لحالة مرفوضة
+
+331
+00:28:53,620 --> 00:28:59,300
+فما بالك هذه معواحد تاني مش بتبقى أقل صح؟ يبقى أنا
+
+332
+00:28:59,300 --> 00:29:04,000
+الآن لو في عندي frequent item set لو عندي
+
+333
+00:29:04,000 --> 00:29:10,420
+infrequent item set زي هذا مثلا يبقى هو و أي item
+
+334
+00:29:10,420 --> 00:29:17,780
+set آخر هذا بيظهر بداخله إذا هذا infrequent يبقى
+
+335
+00:29:17,780 --> 00:29:23,080
+حتما هدولة كلهم infrequent باستفنيهم يعني إيش؟
+
+336
+00:29:23,080 --> 00:29:26,940
+يعني pruning يعني ب ..أدور شوية الـ Electricity
+
+337
+00:29:26,940 --> 00:29:30,260
+ولا بحسب ال frequency يعني بأجي أنا هنا حسبت ال
+
+338
+00:29:30,260 --> 00:29:34,080
+frequency تبع هذا مجبور ال frequency مجبور مجبور
+
+339
+00:29:34,080 --> 00:29:38,920
+لأ هذا مش مجبور ال frequency أقل من أقل من ال إيش
+
+340
+00:29:38,920 --> 00:29:43,620
+أقل من ال support اللي أنا بديه يبقى هذا مش مجبور
+
+341
+00:29:43,620 --> 00:29:48,380
+هو ك item set بيطلع ضمن الحسبة و بيطلع ضمن الحسبة
+
+342
+00:29:48,380 --> 00:29:53,340
+أي item set آخر يحتويها ال D هذه موجودة هنا موجودة
+
+343
+00:29:53,340 --> 00:30:00,700
+هنا اشتغلOkay الان هذا ال A هذا ال A ايش ممكن ييجي
+
+344
+00:30:00,700 --> 00:30:06,560
+في item sets اخرى هو نفسه بيجي مع ال B بيجي مع ال
+
+345
+00:30:06,560 --> 00:30:11,400
+C بيجي مع ال D صح؟ مافيش غير هيك هم ال A و ال B و
+
+346
+00:30:11,400 --> 00:30:14,880
+ال C و ال D مظبوط؟ طيب الان حسبت لهذا ال frequency
+
+347
+00:30:14,880 --> 00:30:20,140
+بتوعته مقبولة هذا مقبولة هذا مش مقبولة لأن هو والي
+
+348
+00:30:20,140 --> 00:30:24,580
+شايف؟
+
+349
+00:30:26,400 --> 00:30:32,580
+هذا مش مقبول من هنا هذا هذول اتنين شطبنا عليهم
+
+350
+00:30:32,580 --> 00:30:37,680
+لأنهم جايين من مين؟ من AD هذا شطب عليه لأنه جاء من
+
+351
+00:30:37,680 --> 00:30:44,740
+مين؟ من BD و برضه من CD شايف هذا ال .. و هذا نفسه
+
+352
+00:30:44,740 --> 00:30:54,700
+ب مع ال D طبعا الآن هذول يبقى هيشطبوا هذاالألجورية
+
+353
+00:30:54,700 --> 00:30:59,760
+المصادره عندنا آلية لاختصار الشغل لتقليل ال
+
+354
+00:30:59,760 --> 00:31:03,300
+computation أنهي ال computation اللي وفرناها ان
+
+355
+00:31:03,300 --> 00:31:10,070
+انا احسب ال frequency تبع هدولهأنا بمجرد مشوفت
+
+356
+00:31:10,070 --> 00:31:13,170
+هدولة وشوفت انهم بيحتوي على واحد ال frequency على
+
+357
+00:31:13,170 --> 00:31:17,630
+items ال frequency ده معاه منخفضة استفنتهم تلقائيا
+
+358
+00:31:17,630 --> 00:31:21,790
+بدون ما أروح أغلب حالي و أعمل عملية إحصاء جديش
+
+359
+00:31:21,790 --> 00:31:24,630
+هدولة موجودين في ال table يبقى وفت عليه
+
+360
+00:31:24,630 --> 00:31:30,590
+competition ولا لأ صح okay يبقى الآن احنا اول
+
+361
+00:31:30,590 --> 00:31:38,120
+إنجاز اللي هو استخلصناأولا created and filtered ال
+
+362
+00:31:38,120 --> 00:31:44,780
+item sets اللي frequent يعني اللي above ال minimum
+
+363
+00:31:44,780 --> 00:31:55,260
+in
+
+364
+00:31:55,260 --> 00:32:00,300
+the first stage
+
+365
+00:32:01,920 --> 00:32:08,060
+العيوريثم يجد كل المجموعات المستخدمة المستخدمة
+
+366
+00:32:08,060 --> 00:32:09,580
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+367
+00:32:09,580 --> 00:32:11,480
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+368
+00:32:11,480 --> 00:32:12,720
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+369
+00:32:12,720 --> 00:32:12,860
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+370
+00:32:12,860 --> 00:32:15,180
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+371
+00:32:15,180 --> 00:32:19,840
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+372
+00:32:19,840 --> 00:32:19,880
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+373
+00:32:19,880 --> 00:32:26,000
+المستخدمة المستخدمة المستخدمة المستخدمة
+
+374
+00:32:26,000 --> 00:32:31,830
+المستخبدنا نشكل منها rules بدال ما كنا نشكل rules
+
+375
+00:32:31,830 --> 00:32:39,110
+من كل ال item sets اللي معانا ال 15 او ال 255 الآن
+
+376
+00:32:39,110 --> 00:32:45,130
+اختزلنا الرقم هذا الى best frequent يعني هنا ال 15
+
+377
+00:32:45,130 --> 00:32:52,130
+هيطلع منهم بس 1,2,3,4,5,6,7 بس frequent بدال ..
+
+378
+00:32:52,130 --> 00:33:02,310
+اقول .. اطلع rulesمن 255 او من 15 item sets لأ
+
+379
+00:33:02,310 --> 00:33:07,970
+الان متطالع روز من 7 فقط اهوا بكتير ولا لأ فخطوة
+
+380
+00:33:07,970 --> 00:33:12,750
+ال stage الأولى هي تنجز ليها عملية تقليل ال item
+
+381
+00:33:12,750 --> 00:33:18,770
+sets إلى بس ال frequent in the first stage ايش
+
+382
+00:33:18,770 --> 00:33:25,090
+قلنا ال algorithm finds frequent item setsit
+
+383
+00:33:25,090 --> 00:33:29,010
+generates the rules لـ high confidence high
+
+384
+00:33:29,010 --> 00:33:32,650
+confidence يعني ان ال confidence تبعتها أعلى من ال
+
+385
+00:33:32,650 --> 00:33:38,790
+minimum confidence فهذا المثال او هذا الجدول لو
+
+386
+00:33:38,790 --> 00:33:43,130
+أضعت عليهأول شيء السبعة هدولة واحد اتنين تلاتة
+
+387
+00:33:43,130 --> 00:33:47,530
+اربع خمسة ستة تمانية هم التمانية items الأصليين
+
+388
+00:33:47,530 --> 00:33:51,550
+هدولة item sets يعني هتطلع بين curly braces ال
+
+389
+00:33:51,550 --> 00:33:55,550
+braces هذه يعني هو set بس يحتوي على عنصر واحد هذا
+
+390
+00:33:55,550 --> 00:33:59,750
+ايش ال support تبعه ال support تبعه كيف حسبنا كلنا
+
+391
+00:33:59,750 --> 00:34:05,030
+جداش متكرر من المجموعة من المجموعة ال transactions
+
+392
+00:34:05,030 --> 00:34:12,960
+هذا ال beef ظهرت مرتينمن السبعة هذه البرت برضه
+
+393
+00:34:12,960 --> 00:34:16,200
+مرتين هذه مرتين هذه مرة واحدة من السبعة عشان هيك
+
+394
+00:34:16,200 --> 00:34:19,740
+ال support تبعها 14 هذه مرتين هذه ال milk زهرت
+
+395
+00:34:19,740 --> 00:34:24,140
+كتير تمام اربع مرات من السبعة هذه ال sauce زهرت
+
+396
+00:34:24,140 --> 00:34:28,300
+خمس مرات تمام ال spaghetti زهرت اربع مرات فهذا
+
+397
+00:34:28,300 --> 00:34:32,040
+الرقم السابق الان ايش احنا قلنا اذا هذا ال item
+
+398
+00:34:32,040 --> 00:34:36,740
+six اذا هدولة item sixو انا بدي اخد منهم ال
+
+399
+00:34:36,740 --> 00:34:40,320
+frequent فقط ايش يعني ال frequent يعني ال support
+
+400
+00:34:40,320 --> 00:34:44,140
+تبقى اعلى من ال minimum اذا ال minimum انا هاندي
+
+401
+00:34:44,140 --> 00:34:52,780
+25 مفترض ال minimum support سوى 25% مين اللي هيضل
+
+402
+00:34:52,780 --> 00:34:56,720
+و مين اللي هيطلع هذا اللي هيطلع و الباقي كله هيضل
+
+403
+00:34:56,720 --> 00:35:02,010
+مظبوط احنا بنتعامل يا شباب على اساس انهالـ Minimum
+
+404
+00:35:02,010 --> 00:35:05,450
+Support زي ما هو كاتب هنا Minimum Support 25 و
+
+405
+00:35:05,450 --> 00:35:09,550
+Minimum Confidence 75 خلاص مش 80 زي ما أنا بدي
+
+406
+00:35:09,550 --> 00:35:14,030
+المهم Minimum Support 25 و Minimum Confidence 75
+
+407
+00:35:14,030 --> 00:35:18,650
+فيبقى عمليا أول واحد هيطير اللي هو ال chicken الآن
+
+408
+00:35:18,650 --> 00:35:21,830
+طار ال chicken يبقى أنا الآن الخطوة التالتة لسه
+
+409
+00:35:21,830 --> 00:35:26,350
+أنا هنا على فكرة هذا ال table بس لسه ناتج الخطوة
+
+410
+00:35:26,350 --> 00:35:29,890
+الأولىنتيجة ال stage الأولى creating ال item sets
+
+411
+00:35:29,890 --> 00:35:33,110
+بس أول خطوة في creating ال item sets أن أطلع ال
+
+412
+00:35:33,110 --> 00:35:36,610
+item set المفرضة بعدين بدي أطلع ال item set
+
+413
+00:35:36,610 --> 00:35:42,810
+الزوجية فبدي أجيب كل واحد من هدولة و أدمجه مع مين
+
+414
+00:35:42,810 --> 00:35:47,270
+و ألحمه هاي ال beef ده لحمه مره مع ال cheese مع ال
+
+415
+00:35:47,270 --> 00:35:51,510
+chicken مع الملك مع الصوص مع ال spaghetti مع إيش
+
+416
+00:35:51,510 --> 00:35:58,690
+كمان مع العناصر مع العناصر الأخرى تمام؟و كل .. هذا
+
+417
+00:35:58,690 --> 00:36:02,210
+item set لان .. هذا item set ثنائي أو زوجي هل تبقى
+
+418
+00:36:02,210 --> 00:36:11,930
+شخصيا chicken؟ اه .. هل حضرت هنا chicken؟ ماعليش
+
+419
+00:36:11,930 --> 00:36:15,670
+احنا .. انا بدي اكل ال beef طيب انت بقعد كاش ال
+
+420
+00:36:15,670 --> 00:36:18,170
+chicken عشان ت .. ت .. اه المفروض مانتبعش معايا ال
+
+421
+00:36:18,170 --> 00:36:21,670
+chicken لإن احنا من الأساس يعني ال node تبعتها
+
+422
+00:36:21,670 --> 00:36:26,230
+تشطبت عليها بأي إشي هي موجودة فيه تتشطب عليها صح؟
+
+423
+00:36:26,270 --> 00:36:29,630
+عمليا .. عمليا .. يعني على أساس أنه ما .. ما
+
+424
+00:36:29,630 --> 00:36:33,710
+شرطبش، بس .. بس لو .. شوف ما هو أسده، إيش الجدول
+
+425
+00:36:33,710 --> 00:36:39,970
+هذا؟ يعني عشان يختصر عليه الحسبة هذه، يفترض أنه
+
+426
+00:36:39,970 --> 00:36:44,870
+شرطبه، فإذا شرطبه، الجهد أيضا مش هيكون موجود من
+
+427
+00:36:44,870 --> 00:36:48,790
+الأصل، والدليل أنه هيطلع ال support اللي هو من
+
+428
+00:36:48,790 --> 00:36:53,560
+خافهاالخطوة اللي بعد هي كده بعد ما أعمل الزوجي بدي
+
+429
+00:36:53,560 --> 00:36:58,060
+أعمل الثلاثي بعد الثلاثي مافيش إشي بالنسبة لنا هنا
+
+430
+00:36:58,060 --> 00:37:02,120
+لأنه هدوله بس الأربع items على أساس أنه هدوله
+
+431
+00:37:02,120 --> 00:37:06,740
+الأربع items بستمر لحد ديت ماقدرش أولد أعمل
+
+432
+00:37:06,740 --> 00:37:09,600
+generation ل item sets لسه ال rules ماحاجهاش ميعمل
+
+433
+00:37:09,600 --> 00:37:15,080
+بعد ال item sets الآن أنا بدي آجي أعمل اللي هو ال
+
+434
+00:37:15,080 --> 00:37:17,280
+rules okay
+
+435
+00:37:19,630 --> 00:37:25,710
+هذا الـ slice هي تلخيص لكلام اللي حكيناه هنا في ال
+
+436
+00:37:25,710 --> 00:37:30,330
+generality of the item اول step او اول pass او اول
+
+437
+00:37:30,330 --> 00:37:36,950
+short في ال stage one هاي بعمل ال singular item
+
+438
+00:37:36,950 --> 00:37:42,350
+sets بعد هيك بحسب ال support لكل واحد منهم و
+
+439
+00:37:42,350 --> 00:37:48,060
+باستثنىاللي أقل لأن ال support ال value ال support
+
+440
+00:37:48,060 --> 00:37:51,660
+طبعا below below ال minimum support okay خلصنا
+
+441
+00:37:51,660 --> 00:37:55,600
+الآن ال second class بتعمل من هالولا هدول بتاعتمل
+
+442
+00:37:55,600 --> 00:37:59,440
+من ال seeds بتعمل منهم لسه مزداد لسه كله في ال
+
+443
+00:37:59,440 --> 00:38:04,840
+item sets بتعمل من المزدوجة okay بتعمل two item
+
+444
+00:38:04,840 --> 00:38:10,840
+sets ادمج اتنين مع بعض و أرجع أحسبهذه المزدوجة
+
+445
+00:38:10,840 --> 00:38:13,920
+كلها دول مزدوجة احسب ال support تبعهم بيطلع معاه
+
+446
+00:38:13,920 --> 00:38:19,260
+21 ميض اللي اقل من هذا بيطلع معاه من ال 21 ميض
+
+447
+00:38:19,260 --> 00:38:23,000
+بيطلع معاه من هذولة الان بيكون الاساس او ال seed
+
+448
+00:38:23,000 --> 00:38:29,240
+لثلاثيات للاطم سات الثلاثيةالان ثلاثي رباعي خمسي
+
+449
+00:38:29,240 --> 00:38:33,080
+لحد ما اكثر يعني هنا نشوف الواحد و عشرين طلعولي
+
+450
+00:38:33,080 --> 00:38:37,680
+السبعة هدول بعد هيك السبعة دول طلعولي أربعة و بعد
+
+451
+00:38:37,680 --> 00:38:41,240
+هيك الأربعة طلعولي لحد هيك بيبطل يطلع معايا item
+
+452
+00:38:41,240 --> 00:38:49,380
+sets okay الان بعد هيك هي التلاثيةالان هذا فلاني
+
+453
+00:38:49,380 --> 00:38:52,700
+بكرره بكرره زي ما قلت لحدين ما يبطل معايا يطلع
+
+454
+00:38:52,700 --> 00:38:59,460
+معايا more item sales بعد هيك بيجي دور اللي هو ال
+
+455
+00:38:59,460 --> 00:39:03,600
+rules okay بنكمل المحاضرة الجاية بنحكي فيه أخر
+
+456
+00:39:03,600 --> 00:39:07,340
+نقطة اللي هي كيف ت generate ال rules من ال item
+
+457
+00:39:07,340 --> 00:39:09,960
+sales اللي بتطلع معانا في الأخر قضية بسيطة جدا
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..65b509a1a603a8c9937ff5897f264242a150007a
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/4VcCl830pqc_raw.srt
@@ -0,0 +1,1832 @@
+1
+00:00:20,690 --> 00:00:23,570
+ماشي الحال باسم الله الرحمن الرحيم اليوم ان شاء
+
+2
+00:00:23,570 --> 00:00:29,530
+الله احنا بنكمل مواضيع ال data data mining موضوع
+
+3
+00:00:29,530 --> 00:00:33,690
+جديد اليوم احنا كان اخر محاضرة حكينا في اللي هو
+
+4
+00:00:33,690 --> 00:00:38,150
+linear regression على اساس انه واحد من ال
+
+5
+00:00:38,150 --> 00:00:41,790
+statistical methods اللي ممكن تساعد في ال data
+
+6
+00:00:41,790 --> 00:00:45,950
+visualization وفي التنبؤ يعني بمعنى ان احنا نتنبأ
+
+7
+00:00:46,250 --> 00:00:53,630
+قيمة اي new data item بناء على واحد من الاحداث
+
+8
+00:00:53,630 --> 00:00:57,050
+التي اتخذته اليوم ان شاء الله سنحكي في موضوع ال
+
+9
+00:00:57,050 --> 00:01:02,550
+association rules وتطبيقه على مسألة market basket
+
+10
+00:01:02,550 --> 00:01:07,090
+analysis وهذا الموضوع جاء من lecture 17 سنذهب
+
+11
+00:01:07,090 --> 00:01:12,230
+عليها على طول ونشوف
+
+12
+00:01:12,230 --> 00:01:18,980
+example association rules تبدأ منبتبدأ من اللي هو
+
+13
+00:01:18,980 --> 00:01:24,200
+slide رقم 28 بدي أنتقل على طول على السريع على هذا
+
+14
+00:01:24,200 --> 00:01:29,680
+ال example عشان نتعرف على المسألة وبعدين نشوف ال
+
+15
+00:01:29,680 --> 00:01:34,740
+algorithm أو الطريقة أو ال method اللي بتستخدم في
+
+16
+00:01:34,740 --> 00:01:39,080
+التعامل مع هذه المسألة مسألة ال association rule
+
+17
+00:01:39,080 --> 00:01:46,300
+يقصد بيها انه لو في عندي انا اشي زي هيك عبارة عنكل
+
+18
+00:01:46,300 --> 00:01:50,280
+واحد .. كل item من هدولة عبارة عن .. كل سطر من
+
+19
+00:01:50,280 --> 00:01:53,540
+هدولة عبارة عن transaction ال transaction زيه ..
+
+20
+00:01:53,540 --> 00:01:58,040
+زي فاتورة انت لما بتروح تشتري ب .. الفاتورة بتشتري
+
+21
+00:01:58,040 --> 00:02:04,080
+مجموعة مشتريات الفاتورة بتنص على ايش العناصر اللي
+
+22
+00:02:04,080 --> 00:02:07,880
+فيها الفاتورة فهنا .. هذا عبارة عن groceries يعني
+
+23
+00:02:07,880 --> 00:02:17,570
+بقالة بيف، ملك، صاص، استاجتي، كدهفكل فتورة
+
+24
+00:02:17,570 --> 00:02:21,850
+بتحتوي على مجموعة الحاجات اللي اشتراها الزبون احنا
+
+25
+00:02:21,850 --> 00:02:26,770
+الآن من هذه المعلومات الجدول اللي تبعنا فيه بس سبع
+
+26
+00:02:26,770 --> 00:02:33,670
+samples لكن السجل تبع ال system تبع السوبر ماركت
+
+27
+00:02:33,670 --> 00:02:37,070
+الصغير حيث ان فيه ألاف أو عشرات الألاف أو مئات
+
+28
+00:02:37,070 --> 00:02:42,950
+الألاف من ..بالمئات المهم أنه احنا بنبسط الموضوع
+
+29
+00:02:42,950 --> 00:02:48,110
+عشان الفكرة توضح الهدأ المطلوب انه بناء على هذه ال
+
+30
+00:02:48,110 --> 00:02:53,210
+data التراكمية او ال historical data نحاول نستخلص
+
+31
+00:02:53,210 --> 00:02:59,330
+rules اللي تقوللي انه لو الزبون اشترا السلع
+
+32
+00:02:59,330 --> 00:03:04,750
+الفلانية ايش غالبا ايضا هيشتري معاها كمان okayهذا
+
+33
+00:03:04,750 --> 00:03:10,090
+الأمر لو تركتك أن تتطلع على ال data هذه ممكن أن
+
+34
+00:03:10,090 --> 00:03:14,730
+انت تستخلص rule بسيط جدا او استخلاص بسيط جدا و هو
+
+35
+00:03:14,730 --> 00:03:21,390
+انه تطلع مثلا على ال .. خد .. خدهم واحدة واحدة شوف
+
+36
+00:03:21,390 --> 00:03:27,610
+وين في .. وين في سلعتين بيجوا مع بعض بيجوا مع بعض
+
+37
+00:03:27,610 --> 00:03:31,710
+بتكرروا مع بعض لو أنا لجيت سلعتين بتكرروا مع بعض
+
+38
+00:03:32,340 --> 00:03:40,580
+معناه دالك بقدر استنتج انه اذا زبون اشترق واحدة
+
+39
+00:03:40,580 --> 00:03:47,900
+منها التلاتينتين فغالبا هيشتري التانية انا بحكي عن
+
+40
+00:03:47,900 --> 00:03:53,590
+زبون جديد يعنىإذا أنا لجيت فيه سلعتين بتكرروا مع
+
+41
+00:03:53,590 --> 00:03:59,070
+بعض، فماقدر أستنتج أنه هدف إيش بيفيد؟ عادة في ال
+
+42
+00:03:59,070 --> 00:04:01,470
+supermarket، ما أنت عارف لما بيجي وصفط الحاجات على
+
+43
+00:04:01,470 --> 00:04:05,510
+الضعف، بتصفط الحاجات اللي عادة مابتشترها مع بعض،
+
+44
+00:04:05,510 --> 00:04:08,770
+بتصفطهم جانب بعض، أول عشان يراي حاجة تانية، عشان
+
+45
+00:04:08,770 --> 00:04:16,100
+يغريك ويذكركصح؟ اه يعني مثلا خد عندك هنا خد الصوص
+
+46
+00:04:16,100 --> 00:04:19,840
+و ال spaghetti اولا .. اولا القضية مش محتاجة ده
+
+47
+00:04:19,840 --> 00:04:22,240
+كرسي طناعي ولا محتاجة data mining لأن احنا عارفين
+
+48
+00:04:22,240 --> 00:04:24,920
+ال spaghetti و الصوص دايما بيجوا مع بعض يعني لو حد
+
+49
+00:04:24,920 --> 00:04:27,700
+ب .. ب spaghetti ليه؟ ماكرونة اللي بيعمل .. اللي
+
+50
+00:04:27,700 --> 00:04:31,120
+بيعمل ماكرونة كالبن ححط عليها ايش؟ الصوص اللي هي
+
+51
+00:04:31,120 --> 00:04:36,970
+الصلصة صح؟ فهذه شغلمش محتاجة اتعب عشان نستشفها او
+
+52
+00:04:36,970 --> 00:04:39,890
+نستخلصها يعني صاحب السوبر ماركت منه لعاله هحط
+
+53
+00:04:39,890 --> 00:04:45,150
+المقارنة و جريب منها هحط على مرتبانة السلسة،
+
+54
+00:04:45,150 --> 00:04:48,430
+مظبوط؟ بس الفكرة ان هذا الأمر له تطبيقات أخرى
+
+55
+00:04:48,430 --> 00:04:51,750
+كتيرة غير حكاية اللي هو ال shopping يعني ممكن تبقى
+
+56
+00:04:51,750 --> 00:04:56,650
+هادى عبارة عنأسهم شركات والناس بتشتري أسهم وتبيع
+
+57
+00:04:56,650 --> 00:05:02,150
+أسهم فممكن اللي بيستخدم بدل .. بدل ما نحكي عن سلع
+
+58
+00:05:02,150 --> 00:05:06,850
+بقالة نحكي عن أسهم شركات ونشوف إذا الله واحد اشتر
+
+59
+00:05:06,850 --> 00:05:12,290
+سهم في شركة فلانية فغالبا نتوقع انه هيشتري في شركة
+
+60
+00:05:12,290 --> 00:05:15,590
+أخرى بناء على ال historical data اللي زي هذه اللي
+
+61
+00:05:15,590 --> 00:05:18,930
+بتكون جمعة وأمثلة أخرى كتيرة أو تطبيقات أخرى كتيرة
+
+62
+00:05:18,930 --> 00:05:24,460
+بس المهم الآن احنا بنشوف كيف يمكناستخلاص rules من
+
+63
+00:05:24,460 --> 00:05:27,260
+association rules ايش هي association rules؟
+
+64
+00:05:27,260 --> 00:05:31,560
+association يعني مصاحبة
+
+65
+00:05:31,560 --> 00:05:36,780
+يعني ان الشغل هذا ال item هذا عادة ما بيصحبه ال
+
+66
+00:05:36,780 --> 00:05:40,260
+item الآخر او مجموعة ال items الأخرى هنا عندنا هي
+
+67
+00:05:40,260 --> 00:05:46,580
+ال spaghetti بالصوص مكررين كاش مع بعض مع بعض هاي
+
+68
+00:05:46,580 --> 00:05:51,280
+الصوص ال spaghetti صح؟ وفي هنا وين كمان هاي الصوص
+
+69
+00:05:51,280 --> 00:06:00,980
+جاي لحالهاSauce كهيلة حالة الان انا بقى الواحد
+
+70
+00:06:00,980 --> 00:06:06,500
+يمكن يكون عنده Spaghetti في المطبخ من قبل الهدف
+
+71
+00:06:06,500 --> 00:06:10,360
+صار بناء على هذا ال data اللي موجودة انه نستخلص
+
+72
+00:06:10,360 --> 00:06:20,680
+rules اشي زيه كأنه اذا اشترا فحتما او نستمتش نتوقع
+
+73
+00:06:20,680 --> 00:06:23,790
+نشتري Spaghettiولكن هي confidence تبعها ان انا مش
+
+74
+00:06:23,790 --> 00:06:28,690
+مضرور يجيب 100% ليش صحيح؟ لأن هاي مضمع مثلا اشترق
+
+75
+00:06:28,690 --> 00:06:30,970
+source هاي انا اشترق source وانا اشترق source
+
+76
+00:06:30,970 --> 00:06:36,790
+تانية صح ال 80% هاي فكركوا من اين اجت؟ اجت لأن هم
+
+77
+00:06:36,790 --> 00:06:41,010
+الخمس مضمع اشترق فيهم source هاي واحدة، هاي تمتين،
+
+78
+00:06:41,010 --> 00:06:47,190
+هاي تلاتة، هاي أربعة، هاي خمسةأربعة منهم اشتروا
+
+79
+00:06:47,190 --> 00:06:49,450
+معاها الاربعة من الخمسة هي ال تمانية في المية
+
+80
+00:06:49,450 --> 00:06:53,930
+فاحنا بناء على ال statistical information هذه يعني
+
+81
+00:06:53,930 --> 00:06:58,090
+هذه عملية احصائية اللي احنا احصينا جديش اكام مرة
+
+82
+00:06:58,090 --> 00:07:02,350
+اشتر سوس و اكام مرة معاهم اشتروا سفاجيتي لجل انهم
+
+83
+00:07:02,350 --> 00:07:06,030
+اربعة من الخمسة يبقى تمانية في المية فاحنا اتشكلت
+
+84
+00:07:06,030 --> 00:07:11,690
+ال rule بناء على هذا اذا كان سوس فسفاجيتي
+
+85
+00:07:14,790 --> 00:07:20,810
+confidence يعني احنا متأكدين من هذا الاستمتاش
+
+86
+00:07:20,810 --> 00:07:26,870
+بالنسبة 80% okay في اشي تاني كده ال confidence في
+
+87
+00:07:26,870 --> 00:07:29,830
+اللي هو الرولة المكتبة اللي كاتب معاها اللي هو ال
+
+88
+00:07:29,830 --> 00:07:35,510
+support ال support اللي هو بالاختصار هذه الرولة
+
+89
+00:07:35,510 --> 00:07:40,070
+ايش المعطيات اللي بتدعمها ايش المعطيات اللي
+
+90
+00:07:40,070 --> 00:07:48,690
+بتدعمهاإن هاي واحد هاي أربع مرات أربع مرات عندنا
+
+91
+00:07:48,690 --> 00:07:54,490
+اشترى صوص و معاه سجنتي اللي هي هذه صح و هذه و هذه
+
+92
+00:07:54,490 --> 00:08:02,250
+و هذي صح أربع .. أربع records بتدعم هذا الحقيقة
+
+93
+00:08:02,250 --> 00:08:05,970
+الأربع هذولة من ال total أربعة على سبعة هما السبعة
+
+94
+00:08:05,970 --> 00:08:09,730
+و خمسين في المية يعني احنا قاعدين بنقول ثقاتنا
+
+95
+00:08:09,730 --> 00:08:14,150
+بهذه ال role تمانين في الميةويدعمها او احنا ما
+
+96
+00:08:14,150 --> 00:08:22,430
+استخلصناها بناء على حقائق 57% support لهذا ال rule
+
+97
+00:08:22,430 --> 00:08:29,290
+الآن عاوزين احنا الامر هذا يتم بشكل algorithm يعني
+
+98
+00:08:29,290 --> 00:08:35,230
+نعطيها ال data set هذا وهي تستخلصنا منه rules ال
+
+99
+00:08:35,230 --> 00:08:39,710
+algorithm عشان تستخلص rules فيه إشكالية كبيرة وهي
+
+100
+00:08:39,710 --> 00:08:45,110
+انه لما نكون في عندي اناأولا خلّينا نراجع بس ال
+
+101
+00:08:45,110 --> 00:08:49,110
+text هدا ال table هدا suggest that ان ال sauce and
+
+102
+00:08:49,110 --> 00:08:53,290
+spaghetti are likely to be purchased together and
+
+103
+00:08:53,290 --> 00:08:57,850
+thus we can write a social association rule if a
+
+104
+00:08:57,850 --> 00:09:01,910
+customer purchases sauce then the customer also
+
+105
+00:09:01,910 --> 00:09:06,780
+purchases spaghetti وصيغناها بهذا الشكل تمام؟و هاي
+
+106
+00:09:06,780 --> 00:09:10,820
+زى ما حكينا ال support and confidence are used for
+
+107
+00:09:10,820 --> 00:09:14,180
+selecting ال valid association الان بناحكي عن ال
+
+108
+00:09:14,180 --> 00:09:18,720
+valid association rules الان بس قبل بنتفج على بعض
+
+109
+00:09:18,720 --> 00:09:24,760
+الاصطلاحات في الأول ان انا في عندى
+
+110
+00:09:24,760 --> 00:09:27,840
+الاصطر
+
+111
+00:09:27,840 --> 00:09:32,820
+تبع الجدول ده ليش اتفكنا ان اسمها transactions كل
+
+112
+00:09:32,820 --> 00:09:38,650
+transaction يحتوي على مجموعة من الitems افترض ان
+
+113
+00:09:38,650 --> 00:09:43,070
+انا عندي item
+
+114
+00:09:43,070 --> 00:09:50,970
+set ايش
+
+115
+00:09:50,970 --> 00:09:54,470
+يعني item set يعني هى كل ال items اللى موجودة فى
+
+116
+00:09:54,470 --> 00:09:58,890
+ال supermarket مثلا وفي عندي طبعا transactions
+
+117
+00:09:58,890 --> 00:10:03,330
+اللى هى كل ال transactions اللى فعلا وقعت او حلثت
+
+118
+00:10:03,670 --> 00:10:11,390
+كدا عمل السوبر ماركت هذا الان ال rule واحدة ال
+
+119
+00:10:11,390 --> 00:10:14,950
+association rule واحدة ممكن تصيرها على أساس انها
+
+120
+00:10:14,950 --> 00:10:24,530
+عبارة عن اذا X فY X و Y هدول ايش مجموعات item sets
+
+121
+00:10:24,530 --> 00:10:33,840
+الواحد منهم هدولة item set وهذا برضه item setطيب
+
+122
+00:10:33,840 --> 00:10:40,380
+احنا تاول كنا بنقول sauce فهي spaghetti طيب
+
+123
+00:10:40,380 --> 00:10:44,680
+هذا مجموعة و هذا مجموعة اينها؟ هذا مجموعة و هذا
+
+124
+00:10:44,680 --> 00:10:49,440
+مجموعة بس ال cardinality one عدد عناصر المجموعة
+
+125
+00:10:49,440 --> 00:10:55,140
+واحد طب احنا ليش بنقول مجموعة؟ اذا كان احنا ال
+
+126
+00:10:55,140 --> 00:10:58,300
+rules اللي بتحكي عنها هي انه اذا اشتر الأنصار
+
+127
+00:10:58,300 --> 00:11:00,900
+الفلاني او السلاسل الفلاني فهيشتر .. لأ احنا ايضا
+
+128
+00:11:00,900 --> 00:11:07,460
+معنيينبإنه لو اشتره كذا وكذا ايش
+
+129
+00:11:07,460 --> 00:11:14,400
+ممكن يشتري؟ ماشي يعني صياغتنا للقول general بمعنى
+
+130
+00:11:14,400 --> 00:11:18,740
+انه احنا مش معنين بسلعة واحدة في الشرط وسلعة واحدة
+
+131
+00:11:18,740 --> 00:11:23,420
+في الاستنتاج لأ ممكن يكون اكتر من سلعة اشتراه
+
+132
+00:11:23,420 --> 00:11:28,320
+وبالتالي القول تقولي انه أيضا هيشتري كده فعدد
+
+133
+00:11:28,320 --> 00:11:32,040
+العناصر الشرط وعدد العناصرconclusion أو الـ
+
+134
+00:11:32,040 --> 00:11:36,920
+consequent مش limited to only one item عشان هي كده
+
+135
+00:11:36,920 --> 00:11:41,300
+بنسمي هذا item set و بنسمي هذا item set ايش معنى
+
+136
+00:11:41,300 --> 00:11:48,620
+ذلك؟ معنى ذلك لو انا عندي ال item set الكبير يحتوي
+
+137
+00:11:48,620 --> 00:11:58,220
+على التلاتة عناصر هذا ولاب بلاش
+
+138
+00:11:58,220 --> 00:12:02,300
+ال item set الكبيرواحد من ال transactions يحتوي
+
+139
+00:12:02,300 --> 00:12:04,920
+على تلات عناصر هدولة اللي هم ال bread والصوص
+
+140
+00:12:04,920 --> 00:12:15,140
+والسباجيتي أكم item set ممكن أكم subset خلينا نقول
+
+141
+00:12:15,140 --> 00:12:19,060
+أكم subset من هذا ال set مش هاد مجموعة هي تلات
+
+142
+00:12:19,060 --> 00:12:23,940
+عناصر هي one subset ال bread لحاله الصوص لحاله
+
+143
+00:12:23,940 --> 00:12:27,880
+السباجيتي لحاله بعدين ال bread مع الصوص هذا إيش
+
+144
+00:12:28,690 --> 00:12:31,150
+subset البريد و الساوس و السبجتي البريد و الساوس و
+
+145
+00:12:31,150 --> 00:12:32,330
+السبجتي البريد و السبجتي البريد و الساوس و السبجتي
+
+146
+00:12:32,330 --> 00:12:36,550
+البريد
+
+147
+00:12:36,550 --> 00:12:40,830
+و السبجتي البريد و الساوس و السبجتي البريد و
+
+148
+00:12:40,830 --> 00:12:46,790
+السبجتي البريد و السبجتي البريد و الساوس و السبجتي
+
+149
+00:12:46,790 --> 00:12:52,650
+البريد و
+
+150
+00:12:52,650 --> 00:12:54,470
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+151
+00:12:54,470 --> 00:12:54,790
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+152
+00:12:54,790 --> 00:12:55,150
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+153
+00:12:55,150 --> 00:12:55,150
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+154
+00:12:55,150 --> 00:12:55,710
+السبجتي البريد و السبجتي البريد و السبجتي البريد و
+
+155
+00:12:55,710 --> 00:13:00,160
+السبجتي البرهل لو اشتر بريد ممكن يشتري صوص و
+
+156
+00:13:00,160 --> 00:13:07,060
+سفاجتي و بنسبة كده هل لو اشتر اي واحد من هدولة ال
+
+157
+00:13:07,060 --> 00:13:13,540
+subsets ممكن استخلص انه هيشتري اي واحد اخر من ال
+
+158
+00:13:13,540 --> 00:13:18,380
+other subsets هذا هو الهدف العام ان احنا بيكون في
+
+159
+00:13:18,380 --> 00:13:27,190
+عندنا احنا بيكون في عندناال items كلها و ايش بتولد
+
+160
+00:13:27,190 --> 00:13:30,970
+subsets من هذه ال items عايزين نشوف علاقة اي واحد
+
+161
+00:13:30,970 --> 00:13:36,330
+من هذه ال subsets باي subsets اخر صح يعني انا هنا
+
+162
+00:13:36,330 --> 00:13:44,710
+انا هنا بالنظر استخلصت role واحدة طيب هل يمنع انه
+
+163
+00:13:44,710 --> 00:13:48,370
+نقدر استخلص role اخر هل بيمنع انه نقول والله bread
+
+164
+00:13:48,370 --> 00:13:54,910
+وملكإذا اشترها بريد فهيشتري ملك مافي إيبانة بنشوف
+
+165
+00:13:54,910 --> 00:13:59,070
+ال algorithm هتعطينا هذا rule ولا مش هتعطينا ال
+
+166
+00:13:59,070 --> 00:14:02,290
+algorithm ممكن تعطينا إياها ك rule بس ال
+
+167
+00:14:02,290 --> 00:14:06,670
+confidence تبعها ايش هيكون ممكن هيكون مخفط تعالي
+
+168
+00:14:06,670 --> 00:14:09,310
+نتطلع على ال confidence تبع هذا rule إذا اشترها
+
+169
+00:14:09,310 --> 00:14:12,390
+بريد
+
+170
+00:14:12,390 --> 00:14:16,990
+فهيشتري
+
+171
+00:14:16,990 --> 00:14:22,960
+ملك تقدر تحسب ال confidence تبعهاكداش؟ كيف بدنا
+
+172
+00:14:22,960 --> 00:14:28,060
+نحسبه؟ كيف حسبنا ايد؟ اه بدنا ايد اكتر مرة اجوا
+
+173
+00:14:28,060 --> 00:14:34,840
+لاتنين مع بعض ال bread هنا مجاش، هنا مجاش، هنا
+
+174
+00:14:34,840 --> 00:14:40,940
+مجاش، خمسة، هنا اجت، صح؟ هنا بيف مع ملك، هنا ملك و
+
+175
+00:14:40,940 --> 00:14:49,560
+مافيش bread، تمام؟ فال .. مرة واحدة؟أجى في كل
+
+176
+00:14:49,560 --> 00:14:52,320
+المرباط اللى .. أه أكم مربى أجى ال bread فيها
+
+177
+00:14:52,320 --> 00:14:56,460
+مرتين هاي مربى هاي ال bread موجود هنا و هاي ال
+
+178
+00:14:56,460 --> 00:15:01,260
+bread موجود هنا صح؟ صح؟ مش هيك احنا حسبنا في الأول
+
+179
+00:15:01,260 --> 00:15:04,060
+نشوف وين المرباط اللى موجود فيها ال bread و أكم
+
+180
+00:15:04,060 --> 00:15:08,920
+واحد منهم موجود فيها ال milk هنا ال bread موجود هي
+
+181
+00:15:08,920 --> 00:15:11,180
+.. يعني هنا مافيش bread، مافيش bread هنا فيه،
+
+182
+00:15:11,180 --> 00:15:14,320
+مافيش .. يعني موجود هنا، هنا مافيش، و هنا مافيش،
+
+183
+00:15:14,320 --> 00:15:19,920
+تبقى هنا مرتين في المقصة موجود فيهم ايه؟لأ ملح بس
+
+184
+00:15:19,920 --> 00:15:27,440
+طبعا فواحد على اتنين بسوة 50% طيب هذا ايش هذا ال
+
+185
+00:15:27,440 --> 00:15:35,480
+confidence بال support اللي هو واحد على سبعة جداش
+
+186
+00:15:35,480 --> 00:15:41,400
+ايوة هذه ال combination حدثت اكتر مرة بس في
+
+187
+00:15:41,400 --> 00:15:48,080
+المراهب واحد من سبعة 14% ال support 14% صح؟
+
+188
+00:15:50,790 --> 00:15:54,950
+هل يعنيني هذا ال role كثير إذا كان confidence
+
+189
+00:15:54,950 --> 00:16:00,860
+الخاص بي خفض لدرجة 50%؟و ال support تبعها برضه
+
+190
+00:16:00,860 --> 00:16:05,160
+منخفض لا تقنين هذا ال rule صح يبقى انا لما بدي
+
+191
+00:16:05,160 --> 00:16:09,700
+اعمل algorithm لو بدي اعمل algorithm اللي تستخلص
+
+192
+00:16:09,700 --> 00:16:15,620
+rules لازم اعطيها minimum اقولها طلعيلي rules اللي
+
+193
+00:16:15,620 --> 00:16:21,420
+ال support تبعها هيكون مش اقل من كذا و ال
+
+194
+00:16:21,420 --> 00:16:26,420
+confidence تبعها مش اقل من كذا لازم اعطيها minimum
+
+195
+00:16:26,420 --> 00:16:26,840
+ايش
+
+196
+00:16:30,850 --> 00:16:39,350
+minimum cash support و minimum confidence
+
+197
+00:16:39,350 --> 00:16:46,370
+جداش انت شخصيا مرضيك confidence انه مايجلش عن جداش
+
+198
+00:16:46,370 --> 00:16:51,310
+انا بعتقد لو انا بدي انا صاحب supermarket و بدي
+
+199
+00:16:51,310 --> 00:16:56,470
+rules بدي ال rules اللي متجلش عن 80% ال confidence
+
+200
+00:16:56,470 --> 00:17:02,120
+تبعها انه دايما او في 80% من الحالاتهذا يؤدي إلى
+
+201
+00:17:02,120 --> 00:17:08,820
+هذا او هذا السلعة تجمع هذه السلعة انا شخصيا 80%
+
+202
+00:17:08,820 --> 00:17:12,880
+مايجلش ال confidence وال support مايجلش عن 50%
+
+203
+00:17:12,880 --> 00:17:18,640
+ماشي يعني ايش انا بدور على رؤوس يتحقق فيها الشرطين
+
+204
+00:17:18,640 --> 00:17:21,920
+انه
+
+205
+00:17:21,920 --> 00:17:25,180
+تبقى ال confidence تبقى على 80% وال support تبقى
+
+206
+00:17:25,180 --> 00:17:31,090
+شجال من 80% وال support مايجلش عن 50% اي ruleالـ
+
+207
+00:17:31,090 --> 00:17:33,530
+confidence أقل من ذلك أو الـ support أقل من ذلك
+
+208
+00:17:33,530 --> 00:17:37,990
+يجب أن تشيحها لا يتأثر كثيرا على شغلي أو على
+
+209
+00:17:37,990 --> 00:17:43,470
+القرارات التي تريد أن تعملها هناك في المثال هذا
+
+210
+00:17:43,470 --> 00:17:48,050
+اللي هو يبدأ فيه اللي هو انه طبعا احنا احنا هي
+
+211
+00:17:48,050 --> 00:17:51,750
+حسبة ال support هي عبارة عن ايش كيف بنحسب ال
+
+212
+00:17:51,750 --> 00:17:57,270
+support ان لو اندي X هذا item set و Y item set عدد
+
+213
+00:17:57,270 --> 00:18:03,080
+المرموط اللي حدث فيهاالاتنين جايين مع بعض مش هي
+
+214
+00:18:03,080 --> 00:18:07,400
+كتبوا حسابنا لما حسابنا ال support اتنين أجوا مع
+
+215
+00:18:07,400 --> 00:18:12,940
+بعض أكتر مرة واحدة على عدد الكليها عدد الكلي اللي
+
+216
+00:18:12,940 --> 00:18:20,140
+هو السبعة صح؟ okay الآن ال confidence ال
+
+217
+00:18:20,140 --> 00:18:24,940
+confidence كيف حسبناه؟ أخدنا عدد المرات اللي حصل
+
+218
+00:18:24,940 --> 00:18:32,570
+فيها milk جاي مع breadحصل فيها milk مابين عدد
+
+219
+00:18:32,570 --> 00:18:36,890
+المرات اللى جاى فيها الbread تمام؟ يعني عدد المرات
+
+220
+00:18:36,890 --> 00:18:40,870
+اللى أجوا الأثنين مع بعض كانت واحدة عدد المرات
+
+221
+00:18:40,870 --> 00:18:47,670
+اللى أجى فيها bread كان اثنين صح؟ عدد المرات اللى
+
+222
+00:18:47,670 --> 00:18:51,450
+أجوا الأثنين ال union of X and Y على عدد المرات
+
+223
+00:18:51,450 --> 00:18:56,810
+اللى أجى فيها X X اللى هو ال short كان مرتين bread
+
+224
+00:18:56,810 --> 00:18:59,940
+واحدة منهم بس اللى جاى فيها milkفهذه حسبة ال
+
+225
+00:18:59,940 --> 00:19:09,080
+confidence okay ال .. الان احنا لو بدنا نبقى نحسب
+
+226
+00:19:09,080 --> 00:19:14,420
+ل .. في نفس المثال نحسب ل ال other لو بدنا نتخمن
+
+227
+00:19:14,420 --> 00:19:19,980
+other rules على مثلا spaghetti
+
+228
+00:19:19,980 --> 00:19:24,200
+sauce اه احنا شوفنا صوص spaghetti مظبوط ماكنتش كان
+
+229
+00:19:24,200 --> 00:19:29,530
+اطلع معانا80% confidence و 57% support، لو العكس،
+
+230
+00:19:29,530 --> 00:19:32,790
+لو جد أكل سفاجيتتي صوص، عدد المر .. يعني إيش
+
+231
+00:19:32,790 --> 00:19:36,870
+احتباليك لو اشتر سفاجيتتي ان يشتري صوص؟ طبعا هذه و
+
+232
+00:19:36,870 --> 00:19:42,550
+.. و عكسها لا يساوي بعض، صح؟ أه؟ سفاجيتتي اشتر
+
+233
+00:19:42,550 --> 00:19:47,570
+أربع مرات سفاجيتتي، و في كل الأربع مرات كان شاري
+
+234
+00:19:47,570 --> 00:19:52,450
+صوص، صح ولا لا؟ يرجع 100% confidenceلكن ال support
+
+235
+00:19:52,450 --> 00:19:59,470
+هو هو لأن هما أربع مرات من السبعة ال beef و ال
+
+236
+00:19:59,470 --> 00:20:05,230
+milk احنا كنا نحكي بريد و ميك ال beef و الميك في
+
+237
+00:20:05,230 --> 00:20:10,590
+كل المرات اللي
+
+238
+00:20:10,590 --> 00:20:20,270
+اشتروا فيها ال beef اشتروا ايضا ميك ال confidence
+
+239
+00:20:21,120 --> 00:20:25,100
+لكن ال support اتنين من سبعة لان هذولة هم المرتين
+
+240
+00:20:25,100 --> 00:20:30,040
+المحيطات اللي تشتغل فيها ال beef و لا .. على
+
+241
+00:20:30,040 --> 00:20:33,860
+المرات اللي تشتغل فيها ال beef بس هذولة من
+
+242
+00:20:33,860 --> 00:20:37,500
+الاجمالي .. من .. من .. بقى بيطلع تسعة و عشرين و
+
+243
+00:20:37,500 --> 00:20:41,920
+تمانية و عشرين ال support مرة أخرى احنا الان كله
+
+244
+00:20:41,920 --> 00:20:47,560
+هنا توصيف للمسألة بس ما حكينا في قليل التعامل
+
+245
+00:20:47,560 --> 00:20:53,020
+معاها و استخراجال rules هذه بشكل algorithm يعني
+
+246
+00:20:53,020 --> 00:20:58,460
+احنا قبل ما نحكي في ال algorithm بس شغل بسيط وهي
+
+247
+00:20:58,460 --> 00:21:04,820
+ان لو انا عندي عدد ال items ال items مش ال item
+
+248
+00:21:04,820 --> 00:21:10,640
+sets عدد ال items يعني milk bread كده يساوي M فانا
+
+249
+00:21:10,640 --> 00:21:17,140
+ممكن اطلع معايا rules rules بعدد تلاتة أس M بس
+
+250
+00:21:17,140 --> 00:21:20,600
+يعني لو انا عنديببصرة شديدة زى فى ال example اللى
+
+251
+00:21:20,600 --> 00:21:24,760
+فات اكم عندنا تمانى items كلهم ال items هدول اللى
+
+252
+00:21:24,760 --> 00:21:29,540
+فى ال table لو عديتهم ال beef و الملك لو عديتهم هم
+
+253
+00:21:29,540 --> 00:21:40,600
+بس تمانى ال تمانى هدولة ال تمانى هدولة بترتب عليهم
+
+254
+00:21:40,600 --> 00:21:46,600
+ست الف و خمسين ruleأكيد حيكون فيه rules ال support
+
+255
+00:21:46,600 --> 00:21:50,100
+تبعها منخفضة و ال confidence تبعها منخفضة بس ال
+
+256
+00:21:50,100 --> 00:21:55,740
+algorithm بدها تيجي تفحص الكل مظبوط هدوم تمانية
+
+257
+00:21:55,740 --> 00:21:56,640
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+258
+00:21:56,640 --> 00:21:57,000
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+259
+00:21:57,000 --> 00:21:57,380
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+260
+00:21:57,380 --> 00:21:58,140
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+261
+00:21:58,140 --> 00:21:59,140
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+262
+00:21:59,140 --> 00:22:02,220
+هدوم تمانية هدوم تمانية هدوم تمانية هدوم تمانية
+
+263
+00:22:02,220 --> 00:22:08,600
+هدوم تمانية هدوم تمانية هدوم
+
+264
+00:22:08,600 --> 00:22:12,420
+تمانية
+
+265
+00:22:12,420 --> 00:22:16,650
+هدوميعني بيحصل فيه نوع من الـ pruning إذا بتذكروا
+
+266
+00:22:16,650 --> 00:22:20,310
+في ال minimax pruning أو ال alpha beta pruning في
+
+267
+00:22:20,310 --> 00:22:25,030
+ال minimax تمام فاحنا الآن ال algorithm اللي هنطلع
+
+268
+00:22:25,030 --> 00:22:31,790
+عليها اللي هي a priori algorithm اللي
+
+269
+00:22:31,790 --> 00:22:34,710
+هتشغل على two phases أو stages
+
+270
+00:23:15,030 --> 00:23:22,590
+أولا تعمل ال item sets ثم تعمل ال rules ال rules
+
+271
+00:23:22,590 --> 00:23:28,950
+هي عبارة عن item set و item set نعمل ال item sets
+
+272
+00:23:28,950 --> 00:23:34,510
+ثم نشكل منها rules ال item sets الآن احنا معنين
+
+273
+00:23:34,510 --> 00:23:39,620
+بال item sets اللياللي تكون frequent يعني ايش
+
+274
+00:23:39,620 --> 00:23:43,540
+frequent يعني هي اصلا ال item sets هذه متكررة كتير
+
+275
+00:23:43,540 --> 00:23:46,520
+يعني مثلا اتول لما بدينا احنا بالصوص و ال
+
+276
+00:23:46,520 --> 00:23:50,380
+spaghetti هذا ال item set هذا الزوج من العناصر
+
+277
+00:23:50,380 --> 00:23:54,640
+متكرر كتير في ال .. لو واحد تاني مش متكرر كتير
+
+278
+00:23:54,640 --> 00:24:01,380
+يعني مثلا زي اللي هو ال .. ال .. ال beef ال beef
+
+279
+00:24:01,380 --> 00:24:07,460
+هو نفس ال beef مش موجود في كل هذا الا مرتينفانبالغ
+
+280
+00:24:07,460 --> 00:24:11,720
+لما انا اكل بيف معالج شيز بيف معالج شيز مش هذا
+
+281
+00:24:11,720 --> 00:24:18,540
+item set أكل مرة موجود مرة واحدة فقط صح فانا في
+
+282
+00:24:18,540 --> 00:24:25,430
+انديبدي قياس لل frequency تبع اي item set لسه قبل
+
+283
+00:24:25,430 --> 00:24:30,810
+ما احكي عن ال rules و ال confidence تبعها بدي احكم
+
+284
+00:24:30,810 --> 00:24:34,570
+او احكم على ال item sets على اساس ال frequency ايش
+
+285
+00:24:34,570 --> 00:24:38,870
+يعني frequency يعني مدى تكرارها frequency يعني في
+
+286
+00:24:38,870 --> 00:24:43,010
+frequency احنا نفهمها على اساس تذبذب صح؟ بس هنا
+
+287
+00:24:43,010 --> 00:24:48,990
+معناه اخر اللي هو جدش تتكرر في ال data set اللي
+
+288
+00:24:48,990 --> 00:24:57,370
+عندنافبنفهم ما هو مفهوم الـ frequency نحتاج
+
+289
+00:24:57,370 --> 00:25:02,710
+لنفهم مفهوم الـ frequent يعني
+
+290
+00:25:02,710 --> 00:25:06,070
+عندما نقول frequent عمبار item set يعني item set
+
+291
+00:25:06,070 --> 00:25:10,530
+بيتكرر كتير ال item set هذا مرة أخرى بقول قد يكون
+
+292
+00:25:10,530 --> 00:25:17,470
+في عنصر واحد أو قد يكون فيه أكتر الان لو أنا عندي
+
+293
+00:25:17,470 --> 00:25:24,330
+data itemsبعدد M أكم item set ممكن يتشكل من هذول
+
+294
+00:25:24,330 --> 00:25:34,250
+ال M two to the M minus واحد يعني لو أنا عندي كده
+
+295
+00:25:34,250 --> 00:25:38,170
+ال items اللي كانوا عندنا اتوا تمانية اتنين اقصى
+
+296
+00:25:38,170 --> 00:25:42,310
+تمانية ناقص واحد كده اكم item set ممكن يطلع معانا
+
+297
+00:25:42,310 --> 00:25:54,430
+متين56-1 اتنين
+
+298
+00:25:54,430 --> 00:26:05,110
+اقص اربعة اتنين اقص اربعة نقص واحد ساوي 16
+
+299
+00:26:10,000 --> 00:26:15,440
+15 item set الان ال item sets هذوله انا ممكن اطلع
+
+300
+00:26:15,440 --> 00:26:18,880
+عليهم على شكل اللي هو بيسميها ال lettuce هذي ايش
+
+301
+00:26:18,880 --> 00:26:25,500
+يعني هاي عندي بالاصل ال item sets اللي one item
+
+302
+00:26:25,500 --> 00:26:33,910
+هذا ال level يحتوي على ال item أنا عندي كل الكل ال
+
+303
+00:26:33,910 --> 00:26:37,870
+items اللي عندي بس أربعة ABCD بس أربعة لا تمانية
+
+304
+00:26:37,870 --> 00:26:41,970
+ولا سبعة ولا غير على فرض ان اللي عندي بس أربعة
+
+305
+00:26:41,970 --> 00:26:48,270
+فعندي انا بعض ال item sets هيبقى فيها single item
+
+306
+00:26:48,270 --> 00:26:52,190
+زي هيك ال A لحالة ال B لحالة ال C لحالة ال D لحالة
+
+307
+00:26:52,190 --> 00:26:57,050
+وفي عندي item sets فيها عنصرين و item sets فيها
+
+308
+00:26:57,920 --> 00:27:01,560
+ثلاث عناصر وفي الأخر يكون في هذه item set واحد
+
+309
+00:27:01,560 --> 00:27:05,980
+وحيد في الأربع عناصر خلي بالك ان هدولة هذا set
+
+310
+00:27:05,980 --> 00:27:12,220
+مجموعة مش ordered list يعني a,b,c,d هي نفسها c,d,e
+
+311
+00:27:12,220 --> 00:27:18,060
+,b اه مش ايه قلنا a,b,c,d هي نفسها d,c يعني اي
+
+312
+00:27:18,060 --> 00:27:25,080
+ترتيبة هي نفسها صح؟ الآن هدولة قدهم هدولة هم بطلع
+
+313
+00:27:25,080 --> 00:27:31,770
+18 مش هم لنا اربع itemsهل هذا يظهر 15؟ 1,2,3,4,5,6
+
+314
+00:27:31,770 --> 00:27:37,290
+,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23
+
+315
+00:27:37,290 --> 00:27:38,090
+,24,25,26,27,28,29,30,31,32,32,33,33,33,33,33,33
+
+316
+00:27:38,090 --> 00:27:39,530
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+317
+00:27:39,530 --> 00:27:42,710
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+318
+00:27:42,710 --> 00:27:43,030
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+319
+00:27:43,030 --> 00:27:44,030
+,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33
+
+320
+00:27:44,030 --> 00:27:56,330
+,33,33,33,33,33
+
+321
+00:27:56,460 --> 00:28:01,300
+الان هذا ال item set كل واحد من هذول يفرض ان ال
+
+322
+00:28:01,300 --> 00:28:07,680
+algorithm تبعتي اول ما تيجي تفرض مختلف
+
+323
+00:28:07,680 --> 00:28:11,480
+ال item set المحتملة و بعدين تيجي تشوف ال
+
+324
+00:28:11,480 --> 00:28:15,940
+frequency تبع كل واحد ال frequency تبع كل واحد
+
+325
+00:28:15,940 --> 00:28:22,380
+بمعنى ان تبدأ تقول من ال a لحاله ال a لحاله مثلا
+
+326
+00:28:22,380 --> 00:28:24,540
+ال bread لحاله ال milk لحاله
+
+327
+00:28:27,140 --> 00:28:30,500
+جدّيش ال frequency تبعته يعني جدّيش موجود عندي في
+
+328
+00:28:30,500 --> 00:28:36,120
+أكم transaction okay لأن إذا ال frequency تبعته
+
+329
+00:28:36,120 --> 00:28:42,820
+أكبر من أكبر من ال support اللي أنا بديه يبقى
+
+330
+00:28:42,820 --> 00:28:48,940
+الكويس إذا أجل يبقى هو مرفوض واللي بتفرع منه أيضا
+
+331
+00:28:48,940 --> 00:28:53,620
+مرفوض لأن اللي بتفرع منه يعني إذا هذه لحالة مرفوضة
+
+332
+00:28:53,620 --> 00:28:59,300
+فما بالك هذه معواحد تاني مش بتبقى أقل صح؟ يبقى أنا
+
+333
+00:28:59,300 --> 00:29:04,000
+الآن لو في عندي frequent item set لو عندي
+
+334
+00:29:04,000 --> 00:29:10,420
+infrequent item set زي هذا مثلا يبقى هو و أي item
+
+335
+00:29:10,420 --> 00:29:17,780
+set آخر هذا بيظهر بداخله إذا هذا infrequent يبقى
+
+336
+00:29:17,780 --> 00:29:23,080
+حتما هدولة كلهم infrequent باستفنيهم يعني إيش؟
+
+337
+00:29:23,080 --> 00:29:26,940
+يعني pruning يعني ب ..أدور شوية الـ Electricity
+
+338
+00:29:26,940 --> 00:29:30,260
+ولا بحسب ال frequency يعني بأجي أنا هنا حسبت ال
+
+339
+00:29:30,260 --> 00:29:34,080
+frequency تبع هذا مجبور ال frequency مجبور مجبور
+
+340
+00:29:34,080 --> 00:29:38,920
+لأ هذا مش مجبور ال frequency أقل من أقل من ال إيش
+
+341
+00:29:38,920 --> 00:29:43,620
+أقل من ال support اللي أنا بديه يبقى هذا مش مجبور
+
+342
+00:29:43,620 --> 00:29:48,380
+هو ك item set بيطلع ضمن الحسبة و بيطلع ضمن الحسبة
+
+343
+00:29:48,380 --> 00:29:53,340
+أي item set آخر يحتويها ال D هذه موجودة هنا موجودة
+
+344
+00:29:53,340 --> 00:30:00,700
+هنا اشتغلOkay الان هذا ال A هذا ال A ايش ممكن ييجي
+
+345
+00:30:00,700 --> 00:30:06,560
+في item sets اخرى هو نفسه بيجي مع ال B بيجي مع ال
+
+346
+00:30:06,560 --> 00:30:11,400
+C بيجي مع ال D صح؟ مافيش غير هيك هم ال A و ال B و
+
+347
+00:30:11,400 --> 00:30:14,880
+ال C و ال D مظبوط؟ طيب الان حسبت لهذا ال frequency
+
+348
+00:30:14,880 --> 00:30:20,140
+بتوعته مقبولة هذا مقبولة هذا مش مقبولة لأن هو والي
+
+349
+00:30:20,140 --> 00:30:24,580
+شايف؟
+
+350
+00:30:26,400 --> 00:30:32,580
+هذا مش مقبول من هنا هذا هذول اتنين شطبنا عليهم
+
+351
+00:30:32,580 --> 00:30:37,680
+لأنهم جايين من مين؟ من AD هذا شطب عليه لأنه جاء من
+
+352
+00:30:37,680 --> 00:30:44,740
+مين؟ من BD و برضه من CD شايف هذا ال .. و هذا نفسه
+
+353
+00:30:44,740 --> 00:30:54,700
+ب مع ال D طبعا الآن هذول يبقى هيشطبوا هذاالألجورية
+
+354
+00:30:54,700 --> 00:30:59,760
+المصادره عندنا آلية لاختصار الشغل لتقليل ال
+
+355
+00:30:59,760 --> 00:31:03,300
+computation أنهي ال computation اللي وفرناها ان
+
+356
+00:31:03,300 --> 00:31:10,070
+انا احسب ال frequency تبع هدولهأنا بمجرد مشوفت
+
+357
+00:31:10,070 --> 00:31:13,170
+هدولة وشوفت انهم بيحتوي على واحد ال frequency على
+
+358
+00:31:13,170 --> 00:31:17,630
+items ال frequency ده معاه منخفضة استفنتهم تلقائيا
+
+359
+00:31:17,630 --> 00:31:21,790
+بدون ما أروح أغلب حالي و أعمل عملية إحصاء جديش
+
+360
+00:31:21,790 --> 00:31:24,630
+هدولة موجودين في ال table يبقى وفت عليه
+
+361
+00:31:24,630 --> 00:31:30,590
+competition ولا لأ صح okay يبقى الآن احنا اول
+
+362
+00:31:30,590 --> 00:31:38,120
+إنجاز اللي هو استخلصناأولا created and filtered ال
+
+363
+00:31:38,120 --> 00:31:44,780
+item sets اللي frequent يعني اللي above ال minimum
+
+364
+00:31:44,780 --> 00:31:55,260
+in
+
+365
+00:31:55,260 --> 00:32:00,300
+the first stage
+
+366
+00:32:01,920 --> 00:32:08,060
+العيوريثم يجد كل المجموعات المستخدمة المستخدمة
+
+367
+00:32:08,060 --> 00:32:09,580
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+368
+00:32:09,580 --> 00:32:11,480
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+369
+00:32:11,480 --> 00:32:12,720
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+370
+00:32:12,720 --> 00:32:12,860
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+371
+00:32:12,860 --> 00:32:15,180
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+372
+00:32:15,180 --> 00:32:19,840
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+373
+00:32:19,840 --> 00:32:19,880
+المستخدمة المستخدمة المستخدمة المستخدمة المستخدمة
+
+374
+00:32:19,880 --> 00:32:26,000
+المستخدمة المستخدمة المستخدمة المستخدمة
+
+375
+00:32:26,000 --> 00:32:31,830
+المستخبدنا نشكل منها rules بدال ما كنا نشكل rules
+
+376
+00:32:31,830 --> 00:32:39,110
+من كل ال item sets اللي معانا ال 15 او ال 255 الآن
+
+377
+00:32:39,110 --> 00:32:45,130
+اختزلنا الرقم هذا الى best frequent يعني هنا ال 15
+
+378
+00:32:45,130 --> 00:32:52,130
+هيطلع منهم بس 1,2,3,4,5,6,7 بس frequent بدال ..
+
+379
+00:32:52,130 --> 00:33:02,310
+اقول .. اطلع rulesمن 255 او من 15 item sets لأ
+
+380
+00:33:02,310 --> 00:33:07,970
+الان متطالع روز من 7 فقط اهوا بكتير ولا لأ فخطوة
+
+381
+00:33:07,970 --> 00:33:12,750
+ال stage الأولى هي تنجز ليها عملية تقليل ال item
+
+382
+00:33:12,750 --> 00:33:18,770
+sets إلى بس ال frequent in the first stage ايش
+
+383
+00:33:18,770 --> 00:33:25,090
+قلنا ال algorithm finds frequent item setsit
+
+384
+00:33:25,090 --> 00:33:29,010
+generates the rules لـ high confidence high
+
+385
+00:33:29,010 --> 00:33:32,650
+confidence يعني ان ال confidence تبعتها أعلى من ال
+
+386
+00:33:32,650 --> 00:33:38,790
+minimum confidence فهذا المثال او هذا الجدول لو
+
+387
+00:33:38,790 --> 00:33:43,130
+أضعت عليهأول شيء السبعة هدولة واحد اتنين تلاتة
+
+388
+00:33:43,130 --> 00:33:47,530
+اربع خمسة ستة تمانية هم التمانية items الأصليين
+
+389
+00:33:47,530 --> 00:33:51,550
+هدولة item sets يعني هتطلع بين curly braces ال
+
+390
+00:33:51,550 --> 00:33:55,550
+braces هذه يعني هو set بس يحتوي على عنصر واحد هذا
+
+391
+00:33:55,550 --> 00:33:59,750
+ايش ال support تبعه ال support تبعه كيف حسبنا كلنا
+
+392
+00:33:59,750 --> 00:34:05,030
+جداش متكرر من المجموعة من المجموعة ال transactions
+
+393
+00:34:05,030 --> 00:34:12,960
+هذا ال beef ظهرت مرتينمن السبعة هذه البرت برضه
+
+394
+00:34:12,960 --> 00:34:16,200
+مرتين هذه مرتين هذه مرة واحدة من السبعة عشان هيك
+
+395
+00:34:16,200 --> 00:34:19,740
+ال support تبعها 14 هذه مرتين هذه ال milk زهرت
+
+396
+00:34:19,740 --> 00:34:24,140
+كتير تمام اربع مرات من السبعة هذه ال sauce زهرت
+
+397
+00:34:24,140 --> 00:34:28,300
+خمس مرات تمام ال spaghetti زهرت اربع مرات فهذا
+
+398
+00:34:28,300 --> 00:34:32,040
+الرقم السابق الان ايش احنا قلنا اذا هذا ال item
+
+399
+00:34:32,040 --> 00:34:36,740
+six اذا هدولة item sixو انا بدي اخد منهم ال
+
+400
+00:34:36,740 --> 00:34:40,320
+frequent فقط ايش يعني ال frequent يعني ال support
+
+401
+00:34:40,320 --> 00:34:44,140
+تبقى اعلى من ال minimum اذا ال minimum انا هاندي
+
+402
+00:34:44,140 --> 00:34:52,780
+25 مفترض ال minimum support سوى 25% مين اللي هيضل
+
+403
+00:34:52,780 --> 00:34:56,720
+و مين اللي هيطلع هذا اللي هيطلع و الباقي كله هيضل
+
+404
+00:34:56,720 --> 00:35:02,010
+مظبوط احنا بنتعامل يا شباب على اساس انهالـ Minimum
+
+405
+00:35:02,010 --> 00:35:05,450
+Support زي ما هو كاتب هنا Minimum Support 25 و
+
+406
+00:35:05,450 --> 00:35:09,550
+Minimum Confidence 75 خلاص مش 80 زي ما أنا بدي
+
+407
+00:35:09,550 --> 00:35:14,030
+المهم Minimum Support 25 و Minimum Confidence 75
+
+408
+00:35:14,030 --> 00:35:18,650
+فيبقى عمليا أول واحد هيطير اللي هو ال chicken الآن
+
+409
+00:35:18,650 --> 00:35:21,830
+طار ال chicken يبقى أنا الآن الخطوة التالتة لسه
+
+410
+00:35:21,830 --> 00:35:26,350
+أنا هنا على فكرة هذا ال table بس لسه ناتج الخطوة
+
+411
+00:35:26,350 --> 00:35:29,890
+الأولىنتيجة ال stage الأولى creating ال item sets
+
+412
+00:35:29,890 --> 00:35:33,110
+بس أول خطوة في creating ال item sets أن أطلع ال
+
+413
+00:35:33,110 --> 00:35:36,610
+item set المفرضة بعدين بدي أطلع ال item set
+
+414
+00:35:36,610 --> 00:35:42,810
+الزوجية فبدي أجيب كل واحد من هدولة و أدمجه مع مين
+
+415
+00:35:42,810 --> 00:35:47,270
+و ألحمه هاي ال beef ده لحمه مره مع ال cheese مع ال
+
+416
+00:35:47,270 --> 00:35:51,510
+chicken مع الملك مع الصوص مع ال spaghetti مع إيش
+
+417
+00:35:51,510 --> 00:35:58,690
+كمان مع العناصر مع العناصر الأخرى تمام؟و كل .. هذا
+
+418
+00:35:58,690 --> 00:36:02,210
+item set لان .. هذا item set ثنائي أو زوجي هل تبقى
+
+419
+00:36:02,210 --> 00:36:11,930
+شخصيا chicken؟ اه .. هل حضرت هنا chicken؟ ماعليش
+
+420
+00:36:11,930 --> 00:36:15,670
+احنا .. انا بدي اكل ال beef طيب انت بقعد كاش ال
+
+421
+00:36:15,670 --> 00:36:18,170
+chicken عشان ت .. ت .. اه المفروض مانتبعش معايا ال
+
+422
+00:36:18,170 --> 00:36:21,670
+chicken لإن احنا من الأساس يعني ال node تبعتها
+
+423
+00:36:21,670 --> 00:36:26,230
+تشطبت عليها بأي إشي هي موجودة فيه تتشطب عليها صح؟
+
+424
+00:36:26,270 --> 00:36:29,630
+عمليا .. عمليا .. يعني على أساس أنه ما .. ما
+
+425
+00:36:29,630 --> 00:36:33,710
+شرطبش، بس .. بس لو .. شوف ما هو أسده، إيش الجدول
+
+426
+00:36:33,710 --> 00:36:39,970
+هذا؟ يعني عشان يختصر عليه الحسبة هذه، يفترض أنه
+
+427
+00:36:39,970 --> 00:36:44,870
+شرطبه، فإذا شرطبه، الجهد أيضا مش هيكون موجود من
+
+428
+00:36:44,870 --> 00:36:48,790
+الأصل، والدليل أنه هيطلع ال support اللي هو من
+
+429
+00:36:48,790 --> 00:36:53,560
+خافهاالخطوة اللي بعد هي كده بعد ما أعمل الزوجي بدي
+
+430
+00:36:53,560 --> 00:36:58,060
+أعمل الثلاثي بعد الثلاثي مافيش إشي بالنسبة لنا هنا
+
+431
+00:36:58,060 --> 00:37:02,120
+لأنه هدوله بس الأربع items على أساس أنه هدوله
+
+432
+00:37:02,120 --> 00:37:06,740
+الأربع items بستمر لحد ديت ماقدرش أولد أعمل
+
+433
+00:37:06,740 --> 00:37:09,600
+generation ل item sets لسه ال rules ماحاجهاش ميعمل
+
+434
+00:37:09,600 --> 00:37:15,080
+بعد ال item sets الآن أنا بدي آجي أعمل اللي هو ال
+
+435
+00:37:15,080 --> 00:37:17,280
+rules okay
+
+436
+00:37:19,630 --> 00:37:25,710
+هذا الـ slice هي تلخيص لكلام اللي حكيناه هنا في ال
+
+437
+00:37:25,710 --> 00:37:30,330
+generality of the item اول step او اول pass او اول
+
+438
+00:37:30,330 --> 00:37:36,950
+short في ال stage one هاي بعمل ال singular item
+
+439
+00:37:36,950 --> 00:37:42,350
+sets بعد هيك بحسب ال support لكل واحد منهم و
+
+440
+00:37:42,350 --> 00:37:48,060
+باستثنىاللي أقل لأن ال support ال value ال support
+
+441
+00:37:48,060 --> 00:37:51,660
+طبعا below below ال minimum support okay خلصنا
+
+442
+00:37:51,660 --> 00:37:55,600
+الآن ال second class بتعمل من هالولا هدول بتاعتمل
+
+443
+00:37:55,600 --> 00:37:59,440
+من ال seeds بتعمل منهم لسه مزداد لسه كله في ال
+
+444
+00:37:59,440 --> 00:38:04,840
+item sets بتعمل من المزدوجة okay بتعمل two item
+
+445
+00:38:04,840 --> 00:38:10,840
+sets ادمج اتنين مع بعض و أرجع أحسبهذه المزدوجة
+
+446
+00:38:10,840 --> 00:38:13,920
+كلها دول مزدوجة احسب ال support تبعهم بيطلع معاه
+
+447
+00:38:13,920 --> 00:38:19,260
+21 ميض اللي اقل من هذا بيطلع معاه من ال 21 ميض
+
+448
+00:38:19,260 --> 00:38:23,000
+بيطلع معاه من هذولة الان بيكون الاساس او ال seed
+
+449
+00:38:23,000 --> 00:38:29,240
+لثلاثيات للاطم سات الثلاثيةالان ثلاثي رباعي خمسي
+
+450
+00:38:29,240 --> 00:38:33,080
+لحد ما اكثر يعني هنا نشوف الواحد و عشرين طلعولي
+
+451
+00:38:33,080 --> 00:38:37,680
+السبعة هدول بعد هيك السبعة دول طلعولي أربعة و بعد
+
+452
+00:38:37,680 --> 00:38:41,240
+هيك الأربعة طلعولي لحد هيك بيبطل يطلع معايا item
+
+453
+00:38:41,240 --> 00:38:49,380
+sets okay الان بعد هيك هي التلاثيةالان هذا فلاني
+
+454
+00:38:49,380 --> 00:38:52,700
+بكرره بكرره زي ما قلت لحدين ما يبطل معايا يطلع
+
+455
+00:38:52,700 --> 00:38:59,460
+معايا more item sales بعد هيك بيجي دور اللي هو ال
+
+456
+00:38:59,460 --> 00:39:03,600
+rules okay بنكمل المحاضرة الجاية بنحكي فيه أخر
+
+457
+00:39:03,600 --> 00:39:07,340
+نقطة اللي هي كيف ت generate ال rules من ال item
+
+458
+00:39:07,340 --> 00:39:09,960
+sales اللي بتطلع معانا في الأخر قضية بسيطة جدا
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f5ab5cd6f8eec773950d92e00bab069bd23675a2
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8.srt
@@ -0,0 +1,1250 @@
+1
+00:00:20,740 --> 00:00:23,140
+بسم الله الرحمن الرحيم اليوم إن شاء الله نبدأ
+
+2
+00:00:23,140 --> 00:00:26,320
+موضوع جديد، الموضوع هذا ليس جديدًا، بل هو قديم، لأنه
+
+3
+00:00:26,320 --> 00:00:30,580
+لما نحن نقول hybrid intelligence systems، الـ
+
+4
+00:00:30,580 --> 00:00:34,500
+hybrid، المقصود به أنه نحن نخلط أكثر من تقنية من
+
+5
+00:00:34,500 --> 00:00:38,720
+تقنيات الذكاء الاصطناعي في system واحد، والتقنيات
+
+6
+00:00:38,720 --> 00:00:41,400
+التي نحن نخلطها هي نفس التقنيات التي شرحناها
+
+7
+00:00:41,400 --> 00:00:45,780
+قبل ذلك، أو تعرّفنا عليها قبل ذلك. فالمسألة الجديدة
+
+8
+00:00:45,780 --> 00:00:49,640
+هي كيف عملية الـcombination، كيف how do we
+
+9
+00:00:49,640 --> 00:00:56,730
+combine two techniques into a system؟ في المحاضرة
+
+10
+00:00:56,730 --> 00:01:00,250
+هذه، إن شاء الله، نرى دمجًا ما بين two techniques،
+
+11
+00:01:00,250 --> 00:01:06,290
+وهما الـ neural networks
+
+12
+00:01:06,290 --> 00:01:08,950
+والـ rule-based expert system. والمحاضرة التي
+
+13
+00:01:08,950 --> 00:01:13,850
+بعدها نرى الدمج ما بين الـ fuzzy logic وما بين
+
+14
+00:01:13,850 --> 00:01:19,270
+الـ neural networks في system واحد. وبعدها كانت في
+
+15
+00:01:19,270 --> 00:01:26,210
+المحاضرات التي تليها دمج بعض التقنيات الأخرى الـ...
+
+16
+00:01:26,210 --> 00:01:34,670
+الـ... الدافع من وراء الدمج هو أن نستفيد من
+
+17
+00:01:34,670 --> 00:01:43,000
+مميزات إحدى التقنيات، ونغطي نقاط الضعف عند نقاط
+
+18
+00:01:43,000 --> 00:01:46,840
+التقنية الأخرى. يعني مثلًا، على سبيل المثال، الـ slide
+
+19
+00:01:46,840 --> 00:01:51,520
+هذه تعرض التقنيات المختلفة، تعرض التقنيات
+
+20
+00:01:51,520 --> 00:01:55,580
+المختلفة: ES يعني rule-based expert systems، FS
+
+21
+00:01:55,580 --> 00:02:00,200
+يعني fuzzy systems أو fuzzy logic، NN يعني neural
+
+22
+00:02:00,200 --> 00:02:06,190
+networks، وGA يعني genetic algorithms. الصحيح هنا معناه
+
+23
+00:02:06,190 --> 00:02:12,410
+أن هذه التقنية قوية في هذا الجانب. يعني مثلًا، الـ
+
+24
+00:02:12,410 --> 00:02:15,890
+rule-based expert systems قوية في knowledge
+
+25
+00:02:15,890 --> 00:02:19,430
+representation، لأنه زي ما عرفنا نحن أن الـ
+
+26
+00:02:19,430 --> 00:02:22,450
+knowledge يُعبّر عنها بشكل rules، فيه مرونة في
+
+27
+00:02:22,450 --> 00:02:28,210
+التعبير عن مختلف جوانب المسألة على شكل
+
+28
+00:02:28,210 --> 00:02:32,900
+rules. وهذا الكلام مريح، لأنه أصلاً الـ human
+
+29
+00:02:32,900 --> 00:02:38,720
+expert هو أصلاً ينظر إلى الأمور على شكل rules، أنه
+
+30
+00:02:38,720 --> 00:02:43,500
+إذا توفر هذا أو توفر هذا فنحن نستطيع أن نستنتج هذا. المهم
+
+31
+00:02:43,500 --> 00:02:48,400
+أنه بصفة عامة، أنا لست مضطرًا أن أمر على جميع العناصر، بل
+
+32
+00:02:48,400 --> 00:02:53,580
+بصفة عامة، أنا لدي تقنيات قوية في جوانب
+
+33
+00:03:05,170 --> 00:03:08,550
+الشيء الشائع جدًا في الـ knowledge base أن أحيانًا
+
+34
+00:03:08,550 --> 00:03:13,890
+تأتي المعلومة غير دقيقة أو غير clear-cut، بينما ضعيفة
+
+35
+00:03:13,890 --> 00:03:16,830
+في الـ adaptability والـ learning ability. الـ
+
+36
+00:03:16,830 --> 00:03:19,890
+learning ability، أن الـ system يتعلم من... من... في
+
+37
+00:03:19,890 --> 00:03:22,470
+هذا الجانب، وهو الـ learning والـ adaptability،
+
+38
+00:03:22,470 --> 00:03:26,550
+الـ neural networks قوية، والـ groupings قوية، فأنا
+
+39
+00:03:26,550 --> 00:03:29,790
+لو جئت ببساطة شديدة، ونظرت إلى الرسم، وقلت: شوف
+
+40
+00:03:29,790 --> 00:03:32,410
+أين الـ expert system، الـ rule-based expert system؟
+
+41
+00:03:32,410 --> 00:03:40,440
+ضعيفة، المربع الأبيض هذا يشير إلى أن هذه
+
+42
+00:03:40,440 --> 00:03:48,860
+التقنية سيئة أو ضعيفة في هذا الجانب.  سنجد
+
+43
+00:03:48,860 --> 00:03:53,280
+أن في المقابل، neural networks قوية في نفس هذا
+
+44
+00:03:53,280 --> 00:04:00,240
+الجانب. الصحيح الغامق معناه is good، الصحيح الخفيف
+
+45
+00:04:00,240 --> 00:04:04,330
+rather good، rather good يعني شئ جيد، يعني أقل
+
+46
+00:04:04,330 --> 00:04:10,270
+جودة بقليل. فإذا وجدت هذا الرسم، يقترح عليّ
+
+47
+00:04:10,270 --> 00:04:14,830
+مواطن يمكنني أن أدمجها، يمكنني أن أدمج بين الـ rule
+
+48
+00:04:14,830 --> 00:04:18,030
+based expert system والـ neural network، بحيث أن مزايا
+
+49
+00:04:18,030 --> 00:04:23,230
+هذه تغطي على عيوب هذه، ولاحظ مزايا هذه أيضًا، ممكن
+
+50
+00:04:23,230 --> 00:04:27,550
+تغطي على عيوب الـ neural network، عيوب الـ neural network في الـ
+
+51
+00:04:27,550 --> 00:04:28,530
+knowledge representation.
+
+52
+00:04:31,840 --> 00:04:37,320
+في الـ neural networks ليس لدينا مرونة كبيرة في تمثيل
+
+53
+00:04:37,320 --> 00:04:43,180
+الـ knowledge.  أمامي أيضًا، سنرى أيضًا الـ
+
+54
+00:04:43,180 --> 00:04:46,180
+genetic algorithm مع، لِمَ مع الـ expert system، مع
+
+55
+00:04:46,180 --> 00:04:48,220
+الـ rule-based expert system، لأن الـ genetic
+
+56
+00:04:48,220 --> 00:04:52,940
+algorithm مع الـ fuzzy، لكي تغطي جوانب الضعف في الـ fuzzy.
+
+57
+00:04:52,940 --> 00:04:57,070
+واضح؟ فأول مثال الذي سننظر إليه هو عبارة عن hybrid
+
+58
+00:04:57,070 --> 00:05:00,770
+expert system يدمج بين rule-based و neural
+
+59
+00:05:00,770 --> 00:05:06,090
+networks. المثال
+
+60
+00:05:06,090 --> 00:05:14,230
+بسيط جدًا، ندخل
+
+61
+00:05:14,230 --> 00:05:23,270
+على الـ neural network بشكل مباشر. لو
+
+62
+00:05:23,270 --> 00:05:30,080
+أنا لدي برنامج مطلوب منه أن يميّز بناءً على صور
+
+63
+00:05:30,080 --> 00:05:38,900
+صور تحتوي على طيور ومراكب
+
+64
+00:05:38,900 --> 00:05:43,240
+في البحر، الصور
+
+65
+00:05:43,240 --> 00:05:49,600
+نفسها تم تحليلها ببرنامج، هذا البرنامج يستخلص
+
+66
+00:05:49,600 --> 00:05:57,470
+مجموعة خصائص الـ object الذي في الصورة: هل له أجنحة؟
+
+67
+00:05:57,470 --> 00:06:01,230
+هل الـ object الذي في الصورة له ذيل؟ هل له... أيش
+
+68
+00:06:01,230 --> 00:06:08,210
+يعني beak؟ منقار؟ تمام؟ هل له ريش؟ هل له motor؟
+
+69
+00:06:08,210 --> 00:06:14,850
+آه؟ هذا motor. تخيل أنه عندي الصورة تدخل على image
+
+70
+00:06:14,850 --> 00:06:23,910
+analysis system أو module، جزء الـ Image Analyst.
+
+71
+00:06:23,910 --> 00:06:31,670
+موضوع هذا سيعطيني مجموعة... الـ features، كم
+
+72
+00:06:31,670 --> 00:06:39,690
+واحدة؟ تمام؟ هذه للـ Wings، وهذه للـ Tail، وهذه للـ
+
+73
+00:06:39,690 --> 00:06:44,430
+Beak، وهذه للـ Feathers، وهذه للـ Engine. ماذا
+
+74
+00:06:44,430 --> 00:06:48,210
+سيعطيني؟ سيعطيني: هل له أم لا، يعني إذا قال لي
+
+75
+00:06:48,210 --> 00:06:53,830
+plus one، plus one، minus one، minus one، plus one، يعني
+
+76
+00:06:53,830 --> 00:06:58,150
+هو يقول لي أن هذا الـ object الذي في الصورة، بعد
+
+77
+00:06:58,150 --> 00:07:04,690
+عملية التحليل، وجدنا أنه له wings، له tail، ليس له
+
+78
+00:07:04,690 --> 00:07:11,150
+beak، ليس له feather، وله engine. طبعًا لو لم يستطع
+
+79
+00:07:11,150 --> 00:07:14,550
+أن يتعرف على ما إذا كانت واحدة من الخصائص هذه موجودة
+
+80
+00:07:14,550 --> 00:07:20,410
+أم لا، يعطيني zero، بذلك يعطيني zero. هذا الـ input، هذه الخلاصة ندخلها على الـ system، هذا الـ
+
+81
+00:07:20,410 --> 00:07:27,410
+expert system هذا، لكي يميّز ما إذا كان الـ
+
+82
+00:07:27,410 --> 00:07:32,030
+object في الصورة هو عبارة عن bird
+
+83
+00:07:32,030 --> 00:07:37,530
+أم طائرة أم قارب شراعي (glider). تمام؟ أيش الرابط
+
+84
+00:07:37,530 --> 00:07:46,030
+المشترك ما بين الـ plane والـ bird والـ glider، أنه
+
+85
+00:07:46,030 --> 00:07:52,640
+الـ plane تشترك مع الـ bird في أنها لها أجنحة، و لها
+
+86
+00:07:52,640 --> 00:07:56,080
+ذيل. تمام؟ هذا الـ glider الذي له motor، والـ plane
+
+87
+00:07:56,080 --> 00:08:00,340
+الذي له motor. ففيه قواسم مشتركة هنا وهنا. المهم أن
+
+88
+00:08:00,340 --> 00:08:05,060
+نحن، هذه المنظومة كلها، أن لدينا صور، الصور
+
+89
+00:08:05,060 --> 00:08:09,160
+التي تدخل على image analysis module، الـ image
+
+90
+00:08:09,160 --> 00:08:11,340
+analysis module وظيفته أن يخرج لي الـ feature set.
+
+91
+00:08:11,340 --> 00:08:14,280
+هذا الـ feature set، هذا يدخل كـ input إلى من؟ إلى
+
+92
+00:08:14,280 --> 00:08:18,620
+knowledge-based system، لكي الـ knowledge-based
+
+93
+00:08:18,620 --> 00:08:21,320
+system، هذا الـ neural knowledge-based system، rule
+
+94
+00:08:21,320 --> 00:08:26,360
+based system، يميّز لي، يميّز الـ object الذي في الصورة.
+
+95
+00:08:26,360 --> 00:08:32,540
+طيب، أين الـ hybridness في الموضوع؟ أين الدمج؟ الدمج
+
+96
+00:08:38,040 --> 00:08:42,500
+واضح من الصورة أن لديّ هنا الـ neural network، وفي
+
+97
+00:08:42,500 --> 00:08:46,400
+نفس الوقت الـ neural network، الـ hidden layer
+
+98
+00:08:46,400 --> 00:08:52,190
+تُمثّل مجموعة الـ rules، مجموعة الـ rules التي في
+
+99
+00:08:52,190 --> 00:08:57,590
+الـ system. الآن، الـ rules هذه عُبرت عنها بـ 5
+
+100
+00:08:57,590 --> 00:09:03,310
+rules، كل rule مُعبّر عنها على شكل neuron، الـ
+
+101
+00:09:03,310 --> 00:09:09,390
+neuron الواحد يأخذ inputs من مختلف الـ input nodes
+
+102
+00:09:09,390 --> 00:09:13,650
+تَبعة الـ input layer. الـ input layer فيها الخمسة
+
+103
+00:09:13,650 --> 00:09:19,050
+input nodes، والتي كل واحد يقابل واحد من الخصائص
+
+104
+00:09:19,050 --> 00:09:27,010
+الخمسة. الآن، الـ node هذه وظيفتها هي تمثيل rule. أيش
+
+105
+00:09:27,010 --> 00:09:33,730
+يعني؟ يعني تعطي one أو zero، one أو zero على حسب
+
+106
+00:09:33,730 --> 00:09:37,670
+ما الـ input الذي يدخل إليها، كأنه نحن نقول، أو كأنه
+
+107
+00:09:37,670 --> 00:09:42,060
+كل واحد من الـ rules هذه الذي يقول: إذا wings
+
+108
+00:09:42,060 --> 00:09:47,220
+and tail and beak and... and... كذا، فـ الـ output
+
+109
+00:09:47,220 --> 00:09:54,560
+هيكون نعم bird أو لا، ليس bird. واضح؟ طيب، الآن نحن لسنا
+
+110
+00:09:54,560 --> 00:09:57,780
+نقول أنه إذا له wings وإذا له tail وإذا له
+
+111
+00:09:57,780 --> 00:10:01,100
+beak وإذا له feather وإذا له engine، فيكون bird.
+
+112
+00:10:01,100 --> 00:10:07,060
+طبعًا لا. الآن نحن نعطيها الـ inputs كلها، الخمسة،
+
+113
+00:10:07,060 --> 00:10:12,100
+ومن خلال عمليات الـ training، نكتشف في النهاية أن
+
+114
+00:10:12,100 --> 00:10:17,620
+واحدًا من الـ... أو بعضًا من الـ inputs سيكون وزنه
+
+115
+00:10:17,620 --> 00:10:22,060
+يُعادل zero. zero، يعني أيش؟ يعني هذا الـ
+
+116
+00:10:22,060 --> 00:10:27,660
+feature يُلغى أصلاً من الـ rule، والذي ليس zero هو
+
+117
+00:10:27,660 --> 00:10:30,980
+الذي يبقى. يعني لو وجدنا هذا ليس zero، أنت لاحظ، نحن
+
+118
+00:10:30,980 --> 00:10:35,160
+لماذا نقول؟ لو نظرنا إلى الأوزان هذه، الأوزان هي عبارة
+
+119
+00:10:35,160 --> 00:10:38,930
+عن الأوزان النهائية التي مسجلة هنا، نقول: كم
+
+120
+00:10:38,930 --> 00:10:48,050
+وزن الـ wings؟ كم وزن الـ
+
+121
+00:10:48,050 --> 00:10:51,270
+tail؟
+
+122
+00:10:51,270 --> 00:11:01,130
+كم وزن الـ beak؟ صحيح؟ كم وزن الـ
+
+123
+00:11:01,130 --> 00:11:05,350
+feathers؟ عالي أم لا؟ طبيعي جدًا أن يكون عاليًا.
+
+124
+00:11:10,640 --> 00:11:13,820
+ستقول: طيب، ليس معنى أن الـ wings، للطائر، لها
+
+125
+00:11:13,820 --> 00:11:19,060
+wings، ولماذا هذه ثمانية، ومن السالب أيضًا؟ عندك
+
+126
+00:11:19,060 --> 00:11:24,460
+تفسير لذلك؟ نصف وثلاثة، لا. كلما كان عاليًا، كلما
+
+127
+00:11:24,460 --> 00:11:28,300
+كان له وزن أكبر، وله دور أكبر في القرار، ولكن لأنه
+
+128
+00:11:28,300 --> 00:11:34,260
+مشتركة مع الـ plane، الـ wings مشتركة مع الـ plane،
+
+129
+00:11:34,260 --> 00:11:40,840
+فهي ليست determining factor، ليست عاملًا حاسمًا، إنما
+
+130
+00:11:40,840 --> 00:11:48,260
+الذي يحسب أكثر هو feathers، فالوزن
+
+131
+00:11:48,260 --> 00:11:56,140
+يضعف كلما كان هناك تشابه مع class آخر. الـ engine هنا one
+
+132
+00:11:56,140 --> 00:12:00,080
+point
+
+133
+00:12:00,080 --> 00:12:03,100
+one. فإذا كان مشتركة، أو ليس لها أهمية مثل الـ
+
+134
+00:12:03,100 --> 00:12:07,120
+engine، فهو يكون ضعيفًا. لأن من المهم أن نستشف أن
+
+135
+00:12:07,120 --> 00:12:21,770
+الـ neural network تقول لي أن rule واحد، يجب استخلاص
+
+136
+00:12:21,770 --> 00:12:28,490
+من هذه الـ neural network، أن rule واحد ستكون صيغته: either
+
+137
+00:12:28,490 --> 00:12:32,010
+beak
+
+138
+00:12:32,010 --> 00:12:37,070
+and feathers.
+
+139
+00:12:44,560 --> 00:12:52,780
+أنا عملية استخلاص rule من الـ neural network، و
+
+140
+00:12:52,780 --> 00:12:57,110
+أوزانها بعد عملية تدريبها. يعني في البداية تُبنَى
+
+141
+00:12:57,110 --> 00:13:00,530
+الأوزان هذه، initialized at random variables، من
+
+142
+00:13:00,530 --> 00:13:03,250
+خلال عملية التدريب. لماذا عملية التدريب؟ نحن نجلب
+
+143
+00:13:03,250 --> 00:13:08,870
+صورًا، أو نجلب plus، ونجلب feature sets، آه، يعني a
+
+144
+00:13:08,870 --> 00:13:12,550
+list أو a set of feature vectors، كل واحد من feature
+
+145
+00:13:12,550 --> 00:13:16,750
+vector، و نعطيها، ونقول لها: هذه الـ features، يعني
+
+146
+00:13:16,750 --> 00:13:21,070
+bird features، أخرى يعني plane features، ثالثة يعني
+
+147
+00:13:21,070 --> 00:13:25,570
+glider، وندرب على هذا الكلام حتى تستقر الأشياء
+
+148
+00:13:26,670 --> 00:13:31,370
+الأوزان تبعها. لأن بعد أن تستقر الأوزان، أو ترِسُو
+
+149
+00:13:31,370 --> 00:13:38,410
+على هذا الكلام، نستطيع أن نستخلص الـ rules من الـ
+
+150
+00:13:38,410 --> 00:13:42,790
+network. طبعًا أنا لست مضطرًا لاستخلاص الـ rules، ولو فعلت
+
+151
+00:13:42,790 --> 00:13:48,090
+أنا عمليًا، لو جلبت أي feature vector، لو جلبت أي صورة
+
+152
+00:13:48,090 --> 00:13:54,970
+وأخرجت منها الـ vector تبعها، feature set، وأدخلته على
+
+153
+00:13:54,970 --> 00:13:58,490
+الـ neural network، neural network  لوحدها ستخرج يعني one
+
+154
+00:13:58,490 --> 00:14:04,830
+عند واحد من الثلاثة هؤلاء، و zeros عند الآخرين. ولكن أنا
+
+155
+00:14:04,830 --> 00:14:12,890
+أريد أن أستخلص rules، لماذا؟ لأنني أريد المزايا تبع الـ rule
+
+156
+00:14:12,890 --> 00:14:17,470
+based expert system. يعني أنا أُوظّف الـ neural
+
+157
+00:14:17,470 --> 00:14:23,790
+network تقنيةً لأصل إلى rules، ماشي؟ والـ rules
+
+158
+00:14:23,790 --> 00:14:28,360
+بعد ذلك، تصبح هي المحتوى تبع الـ knowledge base
+
+159
+00:14:28,360 --> 00:14:33,440
+الذي أريد أن يعمل الـ system عليه بعد ذلك. طبعًا، استفدت أنا
+
+160
+00:14:33,440 --> 00:14:37,540
+استفدت أنه في الـ rule-based expert system أنا
+
+161
+00:14:37,540 --> 00:14:41,380
+أحصل على أشياء مثل الـ explanation، مثلًا، عندما يكون
+
+162
+00:14:41,380 --> 00:14:46,260
+عندي الـ knowledge معبّر عنها على شكل rules، وفي أي
+
+163
+00:14:46,260 --> 00:14:50,200
+لحظة سُئِلَ سؤال: طيب، كيف استنتجت؟ أعطينا الـ
+
+164
+00:14:50,200 --> 00:14:50,600
+system
+
+165
+00:14:55,240 --> 00:15:01,280
+استنتجت أن هذا plane. لو سألت هذا السؤال
+
+166
+00:15:01,280 --> 00:15:07,120
+الـ neural network، لن تُعطيني، لن أستطيع أن آخذ منها تفسيرًا.
+
+167
+00:15:07,120 --> 00:15:11,300
+أما لو سألت الـ rule-based expert system، الـ
+
+168
+00:15:11,300 --> 00:15:15,600
+inference engine تبعه يستطيع تتبع تسلسل الـ
+
+169
+00:15:15,600 --> 00:15:19,660
+execution تبع الـ rules ويقول لي: أن نحن أو أنا
+
+170
+00:15:19,660 --> 00:15:22,760
+استنتجت هذا الاستنتاج بناءً على rule كذا أو rule
+
+171
+00:15:22,760 --> 00:15:26,440
+كذا أو rule كذا، أو بناءً على أن والله الـ rule كذا، لأن
+
+172
+00:15:26,440 --> 00:15:34,750
+أن الـ rule الثاني fired. واضح؟ فأنا، نقطة الضعف في
+
+173
+00:15:34,750 --> 00:15:39,110
+الـ neural network هي عدم القدرة على، أو لا أستطيع أن أبني
+
+174
+00:15:39,110 --> 00:15:43,730
+explanation منها، بينما في الـ rule-based أستطيع أن أحصل
+
+175
+00:15:43,730 --> 00:15:48,150
+على explanation. صحيح؟ فَنحن وجدنا أن الدمج ما بين الـ
+
+176
+00:15:48,150 --> 00:15:51,810
+neural network وما بين الـ rule-based inference
+
+177
+00:15:51,810 --> 00:15:56,550
+بحيث أن neural network ندربها لكي تعطي rules، والـ
+
+178
+00:
+
+223
+00:20:54,420 --> 00:20:59,240
+عشان أربعة و ثلاثة، هذه ثلاثة، وهذول اثنين مع بعض
+
+224
+00:20:59,240 --> 00:21:02,740
+ثلاثة و هذا الواحد، ثلاثة من عشرة، أربعة ثلاثة الآن
+
+225
+00:21:02,740 --> 00:21:09,680
+حط هذا في كفة و هذول في كفة الآن، لو أنا أخذت لو
+
+226
+00:21:09,680 --> 00:21:14,600
+أنا أخذت العنصر هذا اللي هو الثاني، واحد، و حطيته
+
+227
+00:21:14,600 --> 00:21:22,240
+هنا و شيلته من هنا، كده بيصير الآن مجموع
+
+228
+00:21:33,240 --> 00:21:41,100
+أربعة، أنا شيلت الاثنين من هنا و حطيتهما هنا. 2
+
+229
+00:21:41,100 --> 00:21:48,820
+في الأول كانت كفة هذا البند لحاله أقل من البنود
+
+230
+00:21:48,820 --> 00:21:53,320
+الأخرى، لأن صارت هذول اثنين أكبر من البند
+
+231
+00:21:53,320 --> 00:21:58,660
+هذول، مظهر، يبقى الثلاثة بنود الثانية وزنهم أقل، يبقى
+
+232
+00:21:58,660 --> 00:22:04,140
+أنا بقدر أكتفي بالبندين هذول، خد بالك، بمعنى آخر أن
+
+233
+00:22:04,140 --> 00:22:09,300
+إحنا بناخد البنود اللي وزنها أو الـ data
+
+234
+00:22:09,300 --> 00:22:13,740
+items، هتقول الـ data items بشكل الـ feature set اللي
+
+235
+00:22:13,740 --> 00:22:18,580
+وزنها، الـ weight تبعها أكثر من الـ... لأن وزنها
+
+236
+00:22:18,580 --> 00:22:27,650
+لحاله، وزنها لحاله يكفي في اتخاذ القرار، الشيء
+
+237
+00:22:27,650 --> 00:22:31,030
+الثاني أنه لو إنه الـ rule based system يشتغل كـ
+
+238
+00:22:31,030 --> 00:22:35,570
+dialogue، إيش يعني dialogue؟ يعني الـ rule، يعني أول
+
+239
+00:22:35,570 --> 00:22:42,090
+شيء بدنا نسأل: هل الـ object له wings؟ yes or no؟ هل
+
+240
+00:22:42,090 --> 00:22:45,950
+الـ object له tail؟ yes or no؟ في حالة الـ dialogue
+
+241
+00:22:45,950 --> 00:22:52,220
+بنبدأ الأسئلة بليش بال عناصر اللي لها وزن أكبر، يعني
+
+242
+00:22:52,220 --> 00:23:02,480
+ببدأ بالـ feathers، فأول سؤال بيكون أنه... فأول
+
+243
+00:23:02,480 --> 00:23:07,720
+سؤال، بدي أفضل بقول: هل له feathers ولا لا؟ الآن
+
+244
+00:23:07,720 --> 00:23:12,780
+الإجابة اللي هتجيلي، ممكن يجيلي yes، ممكن يجيلي
+
+245
+00:23:12,780 --> 00:23:17,340
+no، أو I don't know، لا أعلم. yes يعني plus one، و
+
+246
+00:23:17,340 --> 00:23:23,320
+no يعني minus one، الـ 0 يعني الـ zero. الآن في الـ
+
+247
+00:23:23,320 --> 00:23:26,680
+dialogue، أنا بدي أستمر في السؤال عن الـ features
+
+248
+00:23:26,680 --> 00:23:31,340
+واحدة واحدة، لحد ما أصبح قادر على اتخاذ القرار، أو
+
+249
+00:23:31,340 --> 00:23:35,540
+الـ system اللي بده يسأل لحد ما يصبح قادر. الـ feathers
+
+250
+00:23:35,540 --> 00:23:40,820
+لحاله ما يكفيش، الـ feathers و الـ beak لحاله ممكن يكفوا
+
+251
+00:23:40,820 --> 00:23:45,160
+هتلاقيها متوفرة للمعلومة بما بالسلب و بالإيجاب
+
+252
+00:23:45,500 --> 00:23:48,940
+احتمالا ما يكفيش، الكلام ده، فبيصير و بيصير لازم يسأل عن
+
+253
+00:23:48,940 --> 00:23:53,000
+الـ feature اللي بعدهم، بيضلوا يستمر لحد... دي نفس
+
+254
+00:23:53,000 --> 00:24:00,500
+المنطق، إن لحد دي كمية اللي معلوم لديه أصبحت أكثر
+
+255
+00:24:00,500 --> 00:24:06,060
+وزناً من اللي لسه مش معروف لديه، يعني الآن أنا هنا
+
+256
+00:24:06,060 --> 00:24:10,480
+مجرد ما إحنا سألنا عن الـ features feathers وجالي plus
+
+257
+00:24:10,480 --> 00:24:17,800
+one، one ضرب الوزن تبع الـ feathers بيطلع 2.8، هذا الآن
+
+258
+00:24:17,800 --> 00:24:22,580
+هو حتى الآن اللي معلوم، اللي مش معلوم هما باقي لسه
+
+259
+00:24:22,580 --> 00:24:27,440
+مش معلومين، لأن الـ dialogue إحنا ماشيين على اللي مش معلوم
+
+260
+00:24:27,440 --> 00:24:33,260
+الوزي تبقى 4.3، الآن بيسأل على الـ next most
+
+261
+00:24:33,260 --> 00:24:39,100
+important أو الـ next highest weight feature اللي
+
+262
+00:24:39,100 --> 00:24:48,490
+هي إيش؟ الـ beak، هل له beak؟  أي نعم، الـ beak، الـ one
+
+263
+00:24:48,490 --> 00:24:52,350
+مضروبة في وزنها، واللي جابها مضروبة في الـ
+
+264
+00:24:52,350 --> 00:24:57,830
+feathers مضروبة في وزنها، أعطاني إجمالي وزن خمسة في
+
+265
+00:24:57,830 --> 00:25:05,390
+المقابل، اللي unknown أصبح 2.1 زي ما توقعت، فالآن بما
+
+266
+00:25:05,390 --> 00:25:09,550
+أنه صار وزن أو إجمالي الوزن المعلوم أكبر من اللي ده
+
+267
+00:25:09,550 --> 00:25:14,670
+أصلاً ما في داعي أسأل، و أكتفي بأنه هذول الـ two
+
+268
+00:25:14,670 --> 00:25:19,590
+features، و قرر أنه يشبهه بهذا الاسم ده: rule one
+
+269
+00:25:19,590 --> 00:25:26,550
+إذا rule one أعطتني استنتاج، هتعطيني، ما أعطتنيش، ينتقل
+
+270
+00:25:26,550 --> 00:25:31,830
+ليش الـ reasoning أو الـ inference على rule two. rule
+
+271
+00:25:31,830 --> 00:25:35,290
+two هتسألني برضه على نفس الـ features، بعض من الـ
+
+272
+00:25:35,290 --> 00:25:37,770
+features، حكون أنا already عرفتهم من خلال الـ
+
+273
+00:25:37,770 --> 00:25:39,450
+dialogue، و بعضهم لسه ما عرفتش
+
+274
+00:25:42,320 --> 00:25:46,900
+الـ system بيجري حسابه على اللي انعرف، وإذا احتاج
+
+275
+00:25:46,900 --> 00:25:51,540
+يعرف أكثر بيسأل عن الباقي، وبيشتغل بهذه الطريقة، فسواء
+
+276
+00:25:51,540 --> 00:25:57,380
+كان إحنا بدنا نستخدم rules، rules مختصرة، أو بدنا
+
+277
+00:25:57,380 --> 00:26:02,300
+نخلي الـ system يشتغل dialogue، القاعدة واحدة في إنه
+
+278
+00:26:02,300 --> 00:26:05,940
+إحنا بنختار الـ feature، أول شيء بنبدأ بالـ features
+
+279
+00:26:05,940 --> 00:26:11,100
+اللي أكثر أهمية، صح؟ بمعنى اللي وزنها أعلى، و نمشي
+
+280
+00:26:11,100 --> 00:26:14,660
+بهذا النهج لحد ما وزن الـ features اللي أصبحت
+
+281
+00:26:14,660 --> 00:26:18,880
+معلومة أكبر من وزن الـ features اللي لسه مش معلومة
+
+282
+00:26:18,880 --> 00:26:26,260
+هذا يكفي لاتخاذ القرار تبع الـ rule الأخرى
+
+283
+00:26:26,260 --> 00:26:31,260
+النقطة اللي نحكي فيها هو أن ممكن أن الـ system تبعك
+
+284
+00:26:31,260 --> 00:26:38,410
+يكون مش بس rule based system، اللي بيدمج بين الـ neural
+
+285
+00:26:38,410 --> 00:26:44,330
+network وبين الـ rule based expert system، ممكن الـ
+
+286
+00:26:44,330 --> 00:26:47,870
+hidden يبقى
+
+287
+00:26:47,870 --> 00:26:54,770
+فيها أكثر من one layer، والـ rules تبقى موزعة على
+
+288
+00:26:54,770 --> 00:27:02,010
+عدة layers، عندك هنا مثال، هذا موزع الخمسة rules
+
+289
+00:27:02,010 --> 00:27:07,830
+هذول في layer، بعد ذلك أعمل layer ثانية، بعد ذلك
+
+290
+00:27:07,830 --> 00:27:11,250
+أعمل layer ثالثة، اللي يعني الـ layers هذه المربعة
+
+291
+00:27:11,250 --> 00:27:15,050
+أو الـ nodes المربعة عبارة عن disjunction، بسميها
+
+292
+00:27:15,050 --> 00:27:17,810
+disjunction layer، لأن اللي فيها disjunction nodes
+
+293
+00:27:17,810 --> 00:27:22,650
+إيش يعني disjunction؟ يعني or، و الـ conjunction
+
+294
+00:27:22,650 --> 00:27:26,490
+layers، يعني الـ nodes بتاعتها بتاخد الـ input بتاعهم
+
+295
+00:27:26,490 --> 00:27:33,030
+بـ end، تتمجمع بـ end واضح، يعني R1 بتقول لي أنه
+
+296
+00:27:40,360 --> 00:27:46,380
+R1 بتقول: إذا A1، الـ attribute هنا كإيه اختصار الـ
+
+297
+00:27:46,380 --> 00:27:49,760
+attribute؟ Attribute زيها زي الـ feature، Attribute
+
+298
+00:27:49,760 --> 00:27:54,140
+one and Attribute ثلاثة and Attribute ثلاثة
+
+299
+00:27:54,140 --> 00:28:03,380
+Attribute ثلاثة و واحد، then بي واحد، بي واحد، لأن بي
+
+300
+00:28:03,380 --> 00:28:11,070
+واحد تروح بس إلها وزن، فالأوزان هذه بنقدر ناخدها
+
+301
+00:28:11,070 --> 00:28:14,530
+نفهمها على أنها certainty factors، تذكروا الـ
+
+302
+00:28:14,530 --> 00:28:17,770
+certainty factors، هذه الأوزان الآن برضه من وراء
+
+303
+00:28:17,770 --> 00:28:22,830
+إحنا بندربها، بتيجي من خلال الـ training، صح؟ اه، يبقى
+
+304
+00:28:22,830 --> 00:28:26,090
+أنا الآن الـ neural network زي في المثال الأولاني
+
+305
+00:28:26,090 --> 00:28:29,850
+الـ neural network بتفيدني في شغلة مهمة، وهي إعطاء
+
+306
+00:28:29,850 --> 00:28:33,530
+الوزن بالنسبة لكل واحد من العوامل المؤثرة على الـ rule
+
+307
+00:28:33,530 --> 00:28:38,850
+وهذا الكلام بيجي من خلال التدريب، قبل هيك لما
+
+308
+00:28:38,850 --> 00:28:42,110
+ما كناش بندمج، لما كنا بنحكي عن الـ rule based لحاله
+
+309
+00:28:42,110 --> 00:28:46,490
+كنا من أين ناخد الـ certainty factors؟ من الـ expert
+
+310
+00:28:46,490 --> 00:28:49,550
+الـ expert أصلاً من أين جاب الـ certainty factors؟ من
+
+311
+00:28:49,550 --> 00:28:55,010
+خبرته، من خبرته السابقة، إحنا دلوقتي بنعطي خبرته على
+
+312
+00:28:55,010 --> 00:28:59,090
+شكل حالات سابقة، نغذيها للـ network، الـ network إيش
+
+313
+00:28:59,090 --> 00:29:05,120
+بتسوي؟ بتضبط الأوزان أو بتستكشف الأوزان و بتثبتها
+
+314
+00:29:05,120 --> 00:29:10,020
+هذه الأوزان أصبحت عبارة عن certainty factors للـ
+
+315
+00:29:10,020 --> 00:29:16,420
+system، فهذه disjunction
+
+316
+00:29:16,420 --> 00:29:20,280
+nodes بتغذي
+
+317
+00:29:20,280 --> 00:29:23,960
+اللي بعدها، وفي الآخر في عندي أنا هنا برضه
+
+318
+00:29:23,960 --> 00:29:26,560
+disjunction nodes اللي هي بتعطيني الـ output
+
+319
+00:29:26,560 --> 00:29:33,120
+النهائي. هذا البرنامج يتم
+
+320
+00:29:33,120 --> 00:29:37,740
+تدريبه، وبعد ذلك بيحصل إن يعطيني الـ output، أو إذا
+
+321
+00:29:37,740 --> 00:29:42,200
+قلت بأخذ الـ rules أنا و بصيغها في الـ rule based
+
+322
+00:29:42,200 --> 00:29:44,980
+expert system، قلنا إذا صيغتها في الـ rule based
+
+323
+00:29:44,980 --> 00:29:49,220
+expert system، بحصل على computation أقل، و بحصل على
+
+324
+00:29:49,220 --> 00:29:56,340
+explanation، صح؟ بيصير أقدر أعمل explanation، فهذا
+
+325
+00:29:56,340 --> 00:30:01,930
+المثال الثاني، زي ما قلنا، ممكن تبقى النورة، و هو
+
+326
+00:30:01,930 --> 00:30:07,030
+عملياً في الحياة العملية، تكون الشبكات بتطلب أكثر من
+
+327
+00:30:07,030 --> 00:30:12,050
+layer في الـ hidden ما بين الـ input و ما بين الـ
+
+328
+00:30:12,050 --> 00:30:21,950
+output، اسألي السؤال، طيب، توزيع الـ rules، توزيع الـ
+
+329
+00:30:21,950 --> 00:30:26,450
+rules هذه، مين اللي حدد إن الـ rules هذه تاخد input
+
+330
+00:30:26,450 --> 00:30:32,940
+واحد فقط؟ من حدد إن هذي تاخد input من A3 و A4؟ من
+
+331
+00:30:32,940 --> 00:30:36,560
+حدد اللي هو إيش الـ topology تبع الـ network
+
+332
+00:30:36,560 --> 00:30:44,880
+topology، يعني كيفية تربيط أو ربط الـ nodes ببعضها
+
+333
+00:30:44,880 --> 00:30:49,040
+يعني، مش معناه هذي بتاخد بس من هنا، بينما هذي بتاخد
+
+334
+00:30:49,040 --> 00:30:54,300
+هذا و هذا، هذا الكلام هنا في هذا المثال بيجي من الـ
+
+335
+00:30:54,300 --> 00:30:58,800
+human expert، تمام، الـ human expert هو اللي بيقولي
+
+336
+00:30:58,800 --> 00:31:05,060
+منطقياً أنا بقدر أضع الـ rule على أنها: إذا كان هذا
+
+337
+00:31:05,060 --> 00:31:10,140
+الـ attribute و هذا الـ attribute، بقدر أستنتج هذا
+
+338
+00:31:10,140 --> 00:31:13,760
+الكلام، وهذا الكلام مع الـ output اللي جاء من هنا
+
+339
+00:31:13,760 --> 00:31:18,620
+بقدر أستنتج هذا الكلام، واضح؟ فالـ topology أو تربية
+
+340
+00:31:18,620 --> 00:31:22,870
+الـ network مع بعضها في هذا المثال جايب من الـ human
+
+341
+00:31:22,870 --> 00:31:28,790
+expert، بس استغناء عن الـ human expert في إيش هنا؟ في
+
+342
+00:31:28,790 --> 00:31:33,510
+إيش؟ استغناء عن الـ human expert في الأوزان اللي هي
+
+343
+00:31:33,510 --> 00:31:36,230
+الـ certain، الـ certainties، من أين أجد الـ
+
+344
+00:31:36,230 --> 00:31:38,710
+certainties؟ من عملية التدريب، عملية تدريب للـ
+
+345
+00:31:38,710 --> 00:31:44,150
+network، مظبوط؟ في أمثلة أخرى إحنا ممكن عملياً كمان
+
+346
+00:31:44,150 --> 00:31:48,350
+نستغنى عن الـ human expert في، حتى كمان العلاقات ما
+
+347
+00:31:48,350 --> 00:31:50,870
+بين الـ rules، إن الـ rule
+
+348
+00:31:54,930 --> 00:32:05,470
+يتحدد لها الـ input تبعها من خلال عملية التدريب، طيب
+
+349
+00:32:05,470 --> 00:32:08,690
+ماشي، الحمد لله، إحنا هنا نكون خلصنا الحكي عن الـ
+
+350
+00:32:08,690 --> 00:32:12,530
+hybrid expert system اللي بيدمج بين، أو مثال على
+
+351
+00:32:12,530 --> 00:32:15,050
+hybrid expert system اللي بيدمج بين neural
+
+352
+00:32:15,050 --> 00:32:21,310
+network و ما بين الـ rule based inference، اسمه إيه؟
+
+353
+00:32:21,310 --> 00:32:26,320
+إيش؟ neuro expert system، أو neuro expert system
+
+354
+00:32:26,320 --> 00:32:29,960
+المحاضرة الجاية إن شاء الله بنشوف اللي هو الـ fuzzy
+
+355
+00:32:29,960 --> 00:32:35,180
+system مع الـ expert system، يعني الـ fuzzy logic مع
+
+356
+00:32:35,180 --> 00:32:40,700
+الـ expert system في hybrid system واحد، يعطيكم
+
+357
+00:32:40,700 --> 00:32:41,100
+العافية
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..bf9c5bfb7e36102d1ca9760b5c7109c102812da8
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_postprocess.srt
@@ -0,0 +1,1428 @@
+1
+00:00:20,740 --> 00:00:23,140
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنبدأ
+
+2
+00:00:23,140 --> 00:00:26,320
+موضوع جديد الموضوع هذا ما هوش جديد دي كتير لأنه
+
+3
+00:00:26,320 --> 00:00:30,580
+لما نحنا بنقول hybrid intelligence systems ال
+
+4
+00:00:30,580 --> 00:00:34,500
+hybrid مقصود بيه انه احنا بنخلط اكتر من تقنية من
+
+5
+00:00:34,500 --> 00:00:38,720
+تقنيات الذكاء الاصطناعي في system واحد والتقنيات
+
+6
+00:00:38,720 --> 00:00:41,400
+اللي احنا نخلطهم هم نفسهم التقنيات اللي شرحناهم
+
+7
+00:00:41,400 --> 00:00:45,780
+قبل هيك او اتعرفنا عليهم قبل هيك فال issue الجديد
+
+8
+00:00:45,780 --> 00:00:49,640
+اللي هو كيف عملية ال combination كيف how do we
+
+9
+00:00:49,640 --> 00:00:56,730
+combinetwo techniques into a system في المحاضرة
+
+10
+00:00:56,730 --> 00:01:00,250
+هذه ان شاء الله بنشوف دمج ما بين two techniques
+
+11
+00:01:00,250 --> 00:01:06,290
+اللي هو ال neural networks
+
+12
+00:01:06,290 --> 00:01:08,950
+و ال rule based express system و المحاضرة اللي
+
+13
+00:01:08,950 --> 00:01:13,850
+بعدها بنشوف الدمج ما بين ال fuzzy logic و ما بين
+
+14
+00:01:13,850 --> 00:01:19,270
+ال neural networksفي system و بعد هي كانت في
+
+15
+00:01:19,270 --> 00:01:26,210
+المحاضرات اللي ندمش بره كمان التقنيات الأخرى ال ..
+
+16
+00:01:26,210 --> 00:01:34,670
+ال .. الدافع من ورا الدمش هو ان احنا نستفيد من
+
+17
+00:01:34,670 --> 00:01:43,000
+مميزاتالأحدى التقنيات وانغطي نقاط الضعف عند نقاط
+
+18
+00:01:43,000 --> 00:01:46,840
+التقنية الأخرى يعني مثلا على سبيل المثال ال slide
+
+19
+00:01:46,840 --> 00:01:51,520
+هذه بتعرض التقنيات المختلفة بتعرض التقنيات
+
+20
+00:01:51,520 --> 00:01:55,580
+المختلفة ES يعني rule based express systems FS
+
+21
+00:01:55,580 --> 00:02:00,200
+يعني fuzzy systems أو fuzzy logic NN يعني نورال
+
+22
+00:02:00,200 --> 00:02:06,190
+نتوث و GA يعني genetic algorithmsالصح هنا معناته
+
+23
+00:02:06,190 --> 00:02:12,410
+انه هذه التقنية قوية في هذا الجانب يعني مثلا ال
+
+24
+00:02:12,410 --> 00:02:15,890
+rule based express systems قوية في knowledge
+
+25
+00:02:15,890 --> 00:02:19,430
+representation لأنه زي ما عرفنا احنا ان ال
+
+26
+00:02:19,430 --> 00:02:22,450
+knowledge بيعبر عنها بشكل rules ففيها ان احنا
+
+27
+00:02:22,450 --> 00:02:28,210
+ريحية في تعبير عن مختلف جوانب المسألة على شكل
+
+28
+00:02:28,210 --> 00:02:32,900
+rules وهذا الكلامليش مريح؟ لأنه أصلا ال human
+
+29
+00:02:32,900 --> 00:02:38,720
+expert هو أصلا بينظر إلى الأمور على شكل rules أنه
+
+30
+00:02:38,720 --> 00:02:43,500
+إذا توفر كده أو توفر كده فبنقدر نستنتج كده المهم
+
+31
+00:02:43,500 --> 00:02:48,400
+أنه بصفة عامة أنا مش هأمر على العناصر الكلة بس
+
+32
+00:02:48,400 --> 00:02:53,580
+بصفة عامة أنا في عندي تقنيات تبقى قوية في جوانب
+
+33
+00:03:05,170 --> 00:03:08,550
+الشيء الشائع جدا في ال knowledge base أن أحيانًا
+
+34
+00:03:08,550 --> 00:03:13,890
+تأتي المعلومة مش دقيقة أو مش clear cut بينما ضعيف
+
+35
+00:03:13,890 --> 00:03:16,830
+في ال adaptability و ال learning ability ال
+
+36
+00:03:16,830 --> 00:03:19,890
+learning ability أن ال system يتعلم من .. من .. في
+
+37
+00:03:19,890 --> 00:03:22,470
+هذا الجانب اللي هو ال learning و ال adaptability
+
+38
+00:03:22,470 --> 00:03:26,550
+النورة ال networks قوية و ال groupings قوية فأنا
+
+39
+00:03:26,550 --> 00:03:29,790
+لو جيت ببساطة شديدة و طلعت على الرسم احد وقلت شوف
+
+40
+00:03:29,790 --> 00:03:32,410
+وين ال express system ال rule based express system
+
+41
+00:03:32,410 --> 00:03:40,440
+ضعيفةضعيفة المربع الأويد هذا يشير إلى انه هذه
+
+42
+00:03:40,440 --> 00:03:48,860
+التقنية سيئة او ضعيفة في هذه الجمال حلاقي
+
+43
+00:03:48,860 --> 00:03:53,280
+انه في المقابل neural networks قوية في نفس هذه
+
+44
+00:03:53,280 --> 00:04:00,240
+الجمال الصح الغامق معناته is good الصح الخفيف
+
+45
+00:04:00,240 --> 00:04:04,330
+rather good rather good يعني شويه كويسيعني أقل
+
+46
+00:04:04,330 --> 00:04:10,270
+جودة بقليل فإذا أنا وجدت هذا الرسم بتقترح عليا
+
+47
+00:04:10,270 --> 00:04:14,830
+مواطن اللي ممكن انا ندمج ممكن انا ادمج بين ال rule
+
+48
+00:04:14,830 --> 00:04:18,030
+based express system ونورال نتويرك بحيث انه مزايا
+
+49
+00:04:18,030 --> 00:04:23,230
+هذه تغطي على عيوب هذه ولاحظ مزايا هذه برضه ممكن
+
+50
+00:04:23,230 --> 00:04:27,550
+تغطي على عيوب نورال نتويرك عيوب نورال نتويرك في ال
+
+51
+00:04:27,550 --> 00:04:28,530
+knowledge representation
+
+52
+00:04:31,840 --> 00:04:37,320
+في النورا ال networks ماعناش رياحية كبيرة في تمثيل
+
+53
+00:04:37,320 --> 00:04:43,180
+الـMirror فهذا ال .. قدامي برضه هنشوف برضه كمان ال
+
+54
+00:04:43,180 --> 00:04:46,180
+genetic algorithm مع ليش مع ال express system مع
+
+55
+00:04:46,180 --> 00:04:48,220
+ال rule based express system بقالك ال genetic
+
+56
+00:04:48,220 --> 00:04:52,940
+algorithm مع الفصم لكي تغطي جوانب الضعف في الفصم
+
+57
+00:04:52,940 --> 00:04:57,070
+واضح؟ فأول مثال اللي هنطلع عليه هو عبارة عنhybrid
+
+58
+00:04:57,070 --> 00:05:00,770
+express system بيدمج بين rule based و neural
+
+59
+00:05:00,770 --> 00:05:06,090
+networks المثال
+
+60
+00:05:06,090 --> 00:05:14,230
+بسيط جدا ندخل
+
+61
+00:05:14,230 --> 00:05:23,270
+على neural network بشكل مباشر لو
+
+62
+00:05:23,270 --> 00:05:30,080
+أنا عنديالبرنامج المطلوب منه أن يميز بناء على صور
+
+63
+00:05:30,080 --> 00:05:38,900
+صور تحتوي على طيور و مراكب
+
+64
+00:05:38,900 --> 00:05:43,240
+في البحر الصور
+
+65
+00:05:43,240 --> 00:05:49,600
+نفسها تم تحليلها ببرنامج هذا البرنامج يستخلص
+
+66
+00:05:49,600 --> 00:05:57,470
+مجموعة خصائصالـ object اللي في الصورة إله جوانيح؟
+
+67
+00:05:57,470 --> 00:06:01,230
+هل ال object اللي في الصورة إله ذيل؟ هل إله .. إيش
+
+68
+00:06:01,230 --> 00:06:08,210
+يعني beak؟ منقار؟ تمام؟ هل إله ريش؟ هل إله motor؟
+
+69
+00:06:08,210 --> 00:06:14,850
+أه؟ هذا motor تخيل إنه عندي الصورة بتدخل على image
+
+70
+00:06:14,850 --> 00:06:23,910
+analysis system أو module جزءالـ Image Analyst
+
+71
+00:06:23,910 --> 00:06:31,670
+موضوع هذا سيعطيني مجموعة .. الـ Features أكام
+
+72
+00:06:31,670 --> 00:06:39,690
+واحدة؟ تمام؟ هذه للـ Wings وهذه للـ Tail وهذه للـ
+
+73
+00:06:39,690 --> 00:06:44,430
+Beak وهذه للـ Feathers وهذه للـ Engine ماذا
+
+74
+00:06:44,430 --> 00:06:48,210
+سيعطيني؟ سيعطيني هل إله و لا مالوش يعني إذا قال لي
+
+75
+00:06:48,210 --> 00:06:53,830
+plus one plus oneminus one minus one plus one يعني
+
+76
+00:06:53,830 --> 00:06:58,150
+هو بيقول ليه إنه هذا ال object اللي في الصورة بعد
+
+77
+00:06:58,150 --> 00:07:04,690
+عملية التحليل وجدنا إنه إله wings إله tail مالوش
+
+78
+00:07:04,690 --> 00:07:11,150
+beak مالوش feather وإله engine طبعا لو ماقدرش
+
+79
+00:07:11,150 --> 00:07:14,550
+يتعرف على ما إذا كانت واحدة من الخصائص هذه موجودة
+
+80
+00:07:14,550 --> 00:07:20,410
+ولا لا بيعطيني zero بذلك بيعطيني zero فيهاهذا الان
+
+81
+00:07:20,410 --> 00:07:27,410
+ال input هذه الخلاصة ندخلها على ال system هذا ال
+
+82
+00:07:27,410 --> 00:07:32,030
+express system هذا عشان هو يميز ما إذا كان ال
+
+83
+00:07:32,030 --> 00:07:37,530
+object في الصورة هو عبارة عن bird
+
+84
+00:07:37,530 --> 00:07:46,030
+ولا طيارة ولا قارب شراي glider تمام؟ إيش الرابط
+
+85
+00:07:46,030 --> 00:07:52,640
+المشترك ما بين ال plane؟و ال bird و ال glider انه
+
+86
+00:07:52,640 --> 00:07:56,080
+ال plane تشترك مع ال bird فين و ليهم جوانح و ليهم
+
+87
+00:07:56,080 --> 00:08:00,340
+ديل تمام هذا ال glider اللي له متور و ال plane
+
+88
+00:08:00,340 --> 00:08:05,060
+اللي له متور ففي قواس مشتركة هنا و هنا المهم ان
+
+89
+00:08:05,060 --> 00:08:09,160
+احنا هاي كل المنظومة تبعتنا انه فينا صور الصور
+
+90
+00:08:09,160 --> 00:08:11,340
+اللي بتدخل على image analysis module ال image
+
+91
+00:08:11,340 --> 00:08:14,280
+analysis module وظيفته انه يطلعلي ال feature set
+
+92
+00:08:14,280 --> 00:08:18,620
+هذا ال feature set هذا بيدخل ك input لمينلأ
+
+93
+00:08:18,620 --> 00:08:21,320
+knowledge based system علشان ال knowledge based
+
+94
+00:08:21,320 --> 00:08:26,360
+system هذا ال neural knowledge based system rule
+
+95
+00:08:26,360 --> 00:08:32,540
+based system يميزلي يميز ال object اللي في الصورة
+
+96
+00:08:32,540 --> 00:08:38,040
+طيب وين ال hybridness في الموضوع وين الدمش الدمش
+
+97
+00:08:38,040 --> 00:08:42,500
+واضح من الصورة ان انا فيها انديل نورال نتوارك وفي
+
+98
+00:08:42,500 --> 00:08:46,400
+نفس الوجهة ال neural network ال hidden layer
+
+99
+00:08:46,400 --> 00:08:52,190
+تبعتهاتمثل مجموعة ال rules مجموعة ال rules اللي في
+
+100
+00:08:52,190 --> 00:08:57,590
+ال system انا الآن ال rules هذه عبرت عنها بتلت
+
+101
+00:08:57,590 --> 00:09:03,310
+rules كل rule معبر عنها على شكل بيش ب neuron ال
+
+102
+00:09:03,310 --> 00:09:09,390
+neuron الواحد بياخد inputs من مختلف ال input nodes
+
+103
+00:09:09,390 --> 00:09:13,650
+تبعات ال input layer ال input layer فيهاالخمسة
+
+104
+00:09:13,650 --> 00:09:19,050
+input nodes اللي هو كل واحد تقابل واحد من الخصائص
+
+105
+00:09:19,050 --> 00:09:27,010
+الخمسة الان ال node هذه وظيفتها هي متمثل rule ايش
+
+106
+00:09:27,010 --> 00:09:33,730
+يعني يعني بتعطي one او zero one او zero على حسب
+
+107
+00:09:33,730 --> 00:09:37,670
+ايش ال input اللي داخلها كأنه احنا بنقول او كأنه
+
+108
+00:09:37,670 --> 00:09:42,060
+كل واحد من ال rules هذه اللي بيقولوا انه اذاwings
+
+109
+00:09:42,060 --> 00:09:47,220
+and tail and beak and and and كده فاش فال output
+
+110
+00:09:47,220 --> 00:09:54,560
+هيكون نعم bird او لأ مش bird واضح طيب الآن احنا مش
+
+111
+00:09:54,560 --> 00:09:57,780
+مابول انه إذا إله wings وإذا إله tail وإذا إله
+
+112
+00:09:57,780 --> 00:10:01,100
+beak وإذا إله feather وإذا إله engine يبقى هو bird
+
+113
+00:10:01,100 --> 00:10:07,060
+طبعا لأ الآن احنا بنعطيلها ال inputs كله من الخمسة
+
+114
+00:10:07,060 --> 00:10:12,100
+ومن كلها العمليات لل trainingهنكتشف في الآخر أنه
+
+115
+00:10:12,100 --> 00:10:17,620
+واحد من ال .. أو بعض من ال inputs هيبقى لوازن
+
+116
+00:10:17,620 --> 00:10:22,060
+تبعهم هيصف على zero zero يعني أيش؟ يعني هذا ال
+
+117
+00:10:22,060 --> 00:10:27,660
+feature تلتغى أصلا من ال rule واللي مش zero هو
+
+118
+00:10:27,660 --> 00:10:30,980
+اللي يظل يعني لو طلعت هذه مش zero انت لاحظ احنا
+
+119
+00:10:30,980 --> 00:10:35,160
+ليش نقول لو اتطلع على الأوزان هذه الأوزان هي عبارة
+
+120
+00:10:35,160 --> 00:10:38,930
+عن الأوزان النهائية اللي مسجلة هنافتقول على غور
+
+121
+00:10:38,930 --> 00:10:48,050
+واحد إيش الوزن تبع ال wings؟ إيش الوزن تبع ال
+
+122
+00:10:48,050 --> 00:10:51,270
+tail؟
+
+123
+00:10:51,270 --> 00:11:01,130
+إيش الوزن تبع ال beak؟ مظبوط؟ إيش الوزن تبع ال
+
+124
+00:11:01,130 --> 00:11:05,350
+feathers؟ عالي ولا لأ؟ طبيعي جدا يبقى عالي
+
+125
+00:11:10,640 --> 00:11:13,820
+هتقولي طيب مش معنى طب ما ال wings التلانجار تيلها
+
+126
+00:11:13,820 --> 00:11:19,060
+wings و ليش هذه تمانية و من السالب كمان عندك
+
+127
+00:11:19,060 --> 00:11:24,460
+تفسيرة ذلك ؟ نصف و ثلاثة لأ كل ما كان عالي كل ما
+
+128
+00:11:24,460 --> 00:11:28,300
+كان يلي وزن أكتر و يلي دور أكتر في القرار بس لأنه
+
+129
+00:11:28,300 --> 00:11:34,260
+مشترك مع ال plane ال wings ذالك مشتركة مع ال plane
+
+130
+00:11:34,260 --> 00:11:40,840
+فماهياش determining factor ماهياش عامل حاسمإنما
+
+131
+00:11:40,840 --> 00:11:48,260
+اللي حاسبه أكتر feathers فالوزي
+
+132
+00:11:48,260 --> 00:11:56,140
+بيضعف كل ما كان فيه مشترك مع class أخر ال engine
+
+133
+00:11:56,140 --> 00:12:00,080
+هنا one
+
+134
+00:12:00,080 --> 00:12:03,100
+point
+
+135
+00:12:03,100 --> 00:12:07,120
+one فإذا كان مشترك أو ما كان ليه أهمية زي ال
+
+136
+00:12:07,120 --> 00:12:12,490
+engine فهو بيكون ضعيفلأن منك لحاجة تستشف ان
+
+137
+00:12:12,490 --> 00:12:21,770
+النورانتورك بتقوللي ان رول واحد يجب استخلاص
+
+138
+00:12:21,770 --> 00:12:28,490
+من هذه النورانتورك ان رول واحد هتكون صيغتها either
+
+139
+00:12:28,490 --> 00:12:32,010
+beak
+
+140
+00:12:32,010 --> 00:12:37,070
+and feathers
+
+141
+00:12:44,560 --> 00:12:52,780
+أنا عملية استخلاصة رول من ال neural network و
+
+142
+00:12:52,780 --> 00:12:57,110
+أوزانها بعد عملية تدريبهايعني في الأول بتبني
+
+143
+00:12:57,110 --> 00:13:00,530
+الأوزان هذه initialized at random variables من
+
+144
+00:13:00,530 --> 00:13:03,250
+خلال عملية التدريب ليش عملية التدريب احنا بنجيب
+
+145
+00:13:03,250 --> 00:13:08,870
+صور أو بنجيب بلس و بنجيب feature sets اه يعني a
+
+146
+00:13:08,870 --> 00:13:12,550
+list او a set of feature vectors كل واحد من دولة
+
+147
+00:13:12,550 --> 00:13:16,750
+vector و بنعطيها و بنقولها هذه ال features يعني
+
+148
+00:13:16,750 --> 00:13:21,070
+bird features أخرى يعني plane features تالتة يعني
+
+149
+00:13:21,070 --> 00:13:25,570
+glider و بندرب على الكلام لحد ما هي تطبط الاشي
+
+150
+00:13:26,670 --> 00:13:31,370
+الأوزان تبعتها لأن بعد ما تنضبط الأوزان أو ترسى
+
+151
+00:13:31,370 --> 00:13:38,410
+على الكلام هنا نستطيع انه نستخلص ال rules من ال
+
+152
+00:13:38,410 --> 00:13:42,790
+network طبعا انا مش محتاج استخلص ال rules ولو لأ
+
+153
+00:13:42,790 --> 00:13:48,090
+انا عمليا لو جبت اي feature vector لو جبت اي صورة
+
+154
+00:13:48,090 --> 00:13:54,970
+و طلعت منها ال vector تبعها feature set ودخلته على
+
+155
+00:13:54,970 --> 00:13:58,490
+النورة ال networkنورال نتوك لحالها هتطلع يعني one
+
+156
+00:13:58,490 --> 00:14:04,830
+عند واحد من التلاتة دول و zeros عند الأخرين بس أنا
+
+157
+00:14:04,830 --> 00:14:12,890
+بدي هستخلص rules ليش؟ لإن بدي المزايا تبع ال rule
+
+158
+00:14:12,890 --> 00:14:17,470
+based express system يعني أنا موظف ال neural
+
+159
+00:14:17,470 --> 00:14:23,790
+network تقنيك علشان أصل إلى rules ماشي؟ وال rules
+
+160
+00:14:23,790 --> 00:14:28,360
+بعد هي كدهبيصير هي المحتوى تبع ال knowledge base
+
+161
+00:14:28,360 --> 00:14:33,440
+اللي بدي يشتغل ال system بعد كهله طبعا استفادت انا
+
+162
+00:14:33,440 --> 00:14:37,540
+استفادت انه في ال rule based express system انا
+
+163
+00:14:37,540 --> 00:14:41,380
+بحصل على حاجات زي ال explanation مثلا لما يبجي
+
+164
+00:14:41,380 --> 00:14:46,260
+عندي ال knowledge معبر عنها على شكل rules و في اي
+
+165
+00:14:46,260 --> 00:14:50,200
+لحظة سألنا سؤال طيب كيف انت استنتجت؟ اعطينا لل
+
+166
+00:14:50,200 --> 00:14:50,600
+system
+
+167
+00:14:55,240 --> 00:15:01,280
+انت استنتجت انه هذا plane لو انا بس هالسؤال هذا
+
+168
+00:15:01,280 --> 00:15:07,120
+لنور ال network مش هتعطيني مش هقدر اخد منهاتفسير
+
+169
+00:15:07,120 --> 00:15:11,300
+انما لو بسأل ال rule based express system ال
+
+170
+00:15:11,300 --> 00:15:15,600
+inference engine تبعه بيقدر يتتبع تسلسل ال
+
+171
+00:15:15,600 --> 00:15:19,660
+execution تبع ال rules ويقول لي انه احنا او انا
+
+172
+00:15:19,660 --> 00:15:22,760
+استنتجت الاستنتاج هذا بناء على rule كذا او rule
+
+173
+00:15:22,760 --> 00:15:26,440
+كذا او rule كذا او بناء ان والله ال rule كذا لحجها
+
+174
+00:15:26,440 --> 00:15:34,750
+ان ال rule التاني fired واضح فاناالنقطة الضعف في
+
+175
+00:15:34,750 --> 00:15:39,110
+neural network هي عدم قدرة على أو ما بقدر أبني
+
+176
+00:15:39,110 --> 00:15:43,730
+explanation منها بينما في ال rule based بقدر أحصل
+
+177
+00:15:43,730 --> 00:15:48,150
+على explanation صح فاحنا لقنا صار الدمش ما بين ال
+
+178
+00:15:48,150 --> 00:15:51,810
+neural network و ما بين ال rule based inference
+
+179
+00:15:51,810 --> 00:15:56,550
+بحيث أنه نورال نتورك بندربها علشان تعطيه rules و
+
+180
+00:15:56,550 --> 00:16:01,800
+ال rules بناخدها على inference engine عشانفعل
+
+181
+00:16:01,800 --> 00:16:05,440
+العملية اللي هنا شغل أخر نستفيدها من اننا نستخدص
+
+182
+00:16:05,440 --> 00:16:09,460
+ال rules ال inference engine و هي اننا بنوفر
+
+183
+00:16:09,460 --> 00:16:13,180
+calculation تخيل ان انا لو بدأ شغل نورا ال network
+
+184
+00:16:13,180 --> 00:16:20,020
+ال input هذا بدي يدخل على على كل ال .. فكلهم بدهم
+
+185
+00:16:20,020 --> 00:16:23,440
+يحسبوا فلها كمان هدول بيقولي one و هدول بيقولي
+
+186
+00:16:23,440 --> 00:16:27,700
+zeros فانعمل هنا و هنا calculation ما كان له لازم
+
+187
+00:16:27,700 --> 00:16:32,670
+ان كان ممكن اش احصل على الإجابة تبعتيبس بـ one
+
+188
+00:16:32,670 --> 00:16:36,990
+node اللى تشتغل صح فانا عمليا وفرت calculation
+
+189
+00:16:36,990 --> 00:16:42,830
+تانيا بإن حولت ال .. حولت النورا ال network حولتها
+
+190
+00:16:42,830 --> 00:16:46,010
+الى rule based أولاشي وفرت calculation تانية إيش
+
+191
+00:16:46,010 --> 00:16:50,730
+هي حصلت على explanation صح أو إمكانية ال
+
+192
+00:16:50,730 --> 00:16:55,650
+explanation في
+
+193
+00:16:55,650 --> 00:16:58,990
+شغل
+
+194
+00:16:58,990 --> 00:17:00,830
+أخرة بدنا نقولها وهى أنه
+
+195
+00:17:09,980 --> 00:17:21,740
+ال rule تبعتي كيف
+
+196
+00:17:21,740 --> 00:17:26,620
+ال system انا و انت ميزنا ان هدولة ال most
+
+197
+00:17:26,620 --> 00:17:33,060
+important factors لل rule هذه ال system عمليا
+
+198
+00:17:33,060 --> 00:17:42,080
+بيقدر يفرز المهم عن المش مهمقالية بسيطة وهي انه
+
+199
+00:17:42,080 --> 00:17:51,100
+احنا بعد ما رسيت ال network على هذه الأوزان بدنا
+
+200
+00:17:51,100 --> 00:17:59,060
+ناخد ال features ونرتبهم تنازلي على أساس الوزن
+
+201
+00:17:59,060 --> 00:18:05,580
+تبعهم ماشي يعني اكبر واحد هذه ال feathers
+
+202
+00:18:08,980 --> 00:18:14,640
+الوزن تبعها كم؟
+
+203
+00:18:14,640 --> 00:18:19,740
+82 بنا ناخده على أساس ال absolute value تبع الوزن
+
+204
+00:18:19,740 --> 00:18:24,720
+يعني ايش ال absolute value انا مابنطلعش على السالب
+
+205
+00:18:24,720 --> 00:18:29,340
+بعد كبيج مين؟
+
+206
+00:18:29,340 --> 00:18:39,140
+ال peak خلّي بالك من الفرق بين كلمة peak و peakهذه
+
+207
+00:18:39,140 --> 00:18:48,040
+معناتها قاقة وهذه قمة او اعلى ذربة بالظبط السلام
+
+208
+00:18:48,040 --> 00:18:54,480
+على اللغة العربية من تيجي على الجراح تمام ال B كله
+
+209
+00:18:54,480 --> 00:19:00,580
+مجدش هنا كانت الوزر تبعها 2.1 و هنا اللي بعدها
+
+210
+00:19:00,580 --> 00:19:04,620
+بيجي اللي هو 1.1 اللي هو ال engine
+
+211
+00:19:08,630 --> 00:19:12,670
+و بعدين ال
+
+212
+00:19:12,670 --> 00:19:18,350
+wings و
+
+213
+00:19:18,350 --> 00:19:23,250
+آخر إشي ال tail إشي
+
+214
+00:19:23,250 --> 00:19:31,570
+اللي بتحاول نصله الآن هو إنه ال system بيقدر يختزل
+
+215
+00:19:31,570 --> 00:19:37,630
+ال role بدل ما أنها تتكون من خمس أو شرط بها خمس
+
+216
+00:19:38,450 --> 00:19:45,470
+terms يقتصر .. يقتصر بس على الأهم ال terms الأهم
+
+217
+00:19:45,470 --> 00:19:53,030
+ال
+
+218
+00:19:53,030 --> 00:20:00,170
+fillers هذه two
+
+219
+00:20:00,170 --> 00:20:00,810
+point eight
+
+220
+00:20:23,400 --> 00:20:28,880
+لما انا باخد ده لحاله 2.8 و في المقابل بحط الباقي
+
+221
+00:20:28,880 --> 00:20:43,380
+كله على جانب اخر مجموع الاخر كله كده؟ اربعة
+
+222
+00:20:43,380 --> 00:20:43,880
+و تلاتة
+
+223
+00:20:54,420 --> 00:20:59,240
+عشان اربعة و تلاتة هاي تلاتة هدول اتنين مع بعض
+
+224
+00:20:59,240 --> 00:21:02,740
+تلاتة و هدا الواحد تلات من عشرة اربعة تلاتة الان
+
+225
+00:21:02,740 --> 00:21:09,680
+حط هذا في كفه و هدول في كفه الان لو انا اخدت لو
+
+226
+00:21:09,680 --> 00:21:14,600
+انا اخدت العنصر هذا اللي هو التاني واحد و حطيته
+
+227
+00:21:14,600 --> 00:21:22,240
+هنا و شيلته من هنا كدهش بيصير الان مجموع
+
+228
+00:21:33,240 --> 00:21:41,100
+أربعة انا شيلت الاتنين من هنا و حطيتها هنا 2
+
+229
+00:21:41,100 --> 00:21:48,820
+.1 في الأول كانت كفة البند هذا لحاله أقل من البند
+
+230
+00:21:48,820 --> 00:21:53,320
+البنود الأخرى لأن صارت هذول اتنين أكبر من البند
+
+231
+00:21:53,320 --> 00:21:58,660
+هذولمظهور يبقى التلات بنود التانية وزنهم اقل يبقى
+
+232
+00:21:58,660 --> 00:22:04,140
+انا بقدر اكتفي بالبندين هدول خد بالك بمعنى اخر ان
+
+233
+00:22:04,140 --> 00:22:09,300
+احنا بناخد البنود اللي الوزن تبعها او ال data
+
+234
+00:22:09,300 --> 00:22:13,740
+items هتقول ال data items بشكل ال feature set اللي
+
+235
+00:22:13,740 --> 00:22:18,580
+وزنها ال weight تبعها اكتر من ال .. لأن وزنها
+
+236
+00:22:18,580 --> 00:22:27,650
+لحالهوازنها لحاله ليش بيكفي في اتخاذ القرار الشيء
+
+237
+00:22:27,650 --> 00:22:31,030
+التاني انه لو انه ال rule based system يشتغل ك
+
+238
+00:22:31,030 --> 00:22:35,570
+dialogue ايش يعني dialogue يعني ال rule يعني اول
+
+239
+00:22:35,570 --> 00:22:42,090
+اشي بدنا نسأل هل ال object له wings yes or no هل
+
+240
+00:22:42,090 --> 00:22:45,950
+ال object له tail yes or no في حالة ال dialogue
+
+241
+00:22:45,950 --> 00:22:52,220
+بنبدأ الأسئلة بليشبالعناصر اللي لها وزن أكبر يعني
+
+242
+00:22:52,220 --> 00:23:02,480
+ببدأ بال feathers فأول سؤال بيكون انه فأول
+
+243
+00:23:02,480 --> 00:23:07,720
+سؤال بدي أفضل بقول هل له feathers ولا لا الان
+
+244
+00:23:07,720 --> 00:23:12,780
+الإجابة اللي هتجيلي ممكن يجيلي ياش ممكن يجيلي yes
+
+245
+00:23:12,780 --> 00:23:17,340
+او no او I don't know لا أعلم yes يعني plus one و
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+246
+00:23:17,340 --> 00:23:23,320
+no يعني minus oneالـ0 يعني الـ zero الان في ال
+
+247
+00:23:23,320 --> 00:23:26,680
+dialogue انا بده استمر في السؤال عن ال features
+
+248
+00:23:26,680 --> 00:23:31,340
+واحدة واحدة لحد ما اصبح قادر على اتخاذ القرار او
+
+249
+00:23:31,340 --> 00:23:35,540
+ال system اللي بده يسأل لحد ما يصبح قادر الفيذرز
+
+250
+00:23:35,540 --> 00:23:40,820
+لحاله متكفيش الفيذرز و ال beak لحاله ممكن يكفوا
+
+251
+00:23:40,820 --> 00:23:45,160
+هرئيزة متوفرة للمعلومة بما بالسلبة و بالإيجابة
+
+252
+00:23:45,500 --> 00:23:48,940
+احتمالا مايكفيش هالكلام فاسير واسير لازم يسأل عن
+
+253
+00:23:48,940 --> 00:23:53,000
+ال feature اللي بعدهم بضلوا يستمر لحد دي نفس
+
+254
+00:23:53,000 --> 00:24:00,500
+المنطق ان لحد دي كمية اللي معلوم لديه أصبحت أكتر
+
+255
+00:24:00,500 --> 00:24:06,060
+وزنا من اللي لسه مش معروف لديها يعني الآن انا هنا
+
+256
+00:24:06,060 --> 00:24:10,480
+مجرد ما احنا سألنا features feathers و جالي plus
+
+257
+00:24:10,480 --> 00:24:17,800
+one one ضرب الوزن تبع ال feathersبطلع 2.8 هذا الان
+
+258
+00:24:17,800 --> 00:24:22,580
+هو حتى الان اللي معلوم اللي مش معلوم هم باجي لسه
+
+259
+00:24:22,580 --> 00:24:27,440
+مش معلومين لأنه dialogue احنا ماشيين اللي مش معلوم
+
+260
+00:24:27,440 --> 00:24:33,260
+الوزي تبقى 4.3 الآن بيسأل على ال next most
+
+261
+00:24:33,260 --> 00:24:39,100
+important او ال next highest weight feature اللي
+
+262
+00:24:39,100 --> 00:24:48,490
+هي ايش ال beak هل يلو beak اي نعمالـ Peak ال one
+
+263
+00:24:48,490 --> 00:24:52,350
+مضروبة في وزنها و اللي جابلها مضروبة في ال
+
+264
+00:24:52,350 --> 00:24:57,830
+feathers مضروبة في وزنها أعطاني اجمالي وزن خمسة في
+
+265
+00:24:57,830 --> 00:25:05,390
+المقابل اللي unknown أصبح 2.1 زي ما توقت فالآن بما
+
+266
+00:25:05,390 --> 00:25:09,550
+أنه صار وزن او اجمالي وزني المعلوم أكبر من اللي ده
+
+267
+00:25:09,550 --> 00:25:14,670
+أصلا مافي داعي أسأل و أكتفي بأنههدول ال two
+
+268
+00:25:14,670 --> 00:25:19,590
+features و قرر انه يشبهر هذا بالاسم ده rule one
+
+269
+00:25:19,590 --> 00:25:26,550
+اذا rule one اعطتني استنتاج هتعطني ماعطتنيش ينتقل
+
+270
+00:25:26,550 --> 00:25:31,830
+ليش ال reasoning او ال inference على rule two rule
+
+271
+00:25:31,830 --> 00:25:35,290
+two هتسألني برضه على نفس ال features بعض من ال
+
+272
+00:25:35,290 --> 00:25:37,770
+features حكون انا already عرفتهم من خلال ال
+
+273
+00:25:37,770 --> 00:25:39,450
+dialogue و بعضهم لسه ماعرفتش
+
+274
+00:25:42,320 --> 00:25:46,900
+الـ system بيجري حسبته على اللي انعرف وإذا بحتاج
+
+275
+00:25:46,900 --> 00:25:51,540
+يعرف أكتر بيسأل عن الباقي وبيشتغل بطريقة هذه فسواء
+
+276
+00:25:51,540 --> 00:25:57,380
+كان احنا بدنا نستخدم rules rules مختصرة او بدنا
+
+277
+00:25:57,380 --> 00:26:02,300
+نخل ال system يشتغل dialogue القالية واحدة في انه
+
+278
+00:26:02,300 --> 00:26:05,940
+احنا بنختار ال feature اول شي بنبدأ بال features
+
+279
+00:26:05,940 --> 00:26:11,100
+اللي اكتر اهمية صح بمعنى اللي وزنها اعلىو نمشي
+
+280
+00:26:11,100 --> 00:26:14,660
+بهذا الانتجار لحد دي وزن ال features اللي أصبحت
+
+281
+00:26:14,660 --> 00:26:18,880
+معلومة أكبر من وزن ال features اللي لسه مش معلومة
+
+282
+00:26:18,880 --> 00:26:26,260
+هذا يكفي لاتخيار القرار تبع ال role الأخر
+
+283
+00:26:26,260 --> 00:26:31,260
+نقطة اللي نحكي فيها هو أن نمكن أن ال system تبعك
+
+284
+00:26:31,260 --> 00:26:38,410
+يفجأ مش بسالهيبرد سيستم اللي يدمج بين الـ neural
+
+285
+00:26:38,410 --> 00:26:44,330
+network وبين ال rule based express system ممكن ال
+
+286
+00:26:44,330 --> 00:26:47,870
+hidden يبقى
+
+287
+00:26:47,870 --> 00:26:54,770
+فيها أكتر من one layer و ال rules تبقى موزعة على
+
+288
+00:26:54,770 --> 00:27:02,010
+عدة layers فعندك هنا مثال هذا موزع الخمسة rules
+
+289
+00:27:02,010 --> 00:27:07,830
+هذولة في layerبعد ذلك اعمل layer تانية بعد ذلك
+
+290
+00:27:07,830 --> 00:27:11,250
+اعمل layer تالتة اللي يعني ال layers هذه المربعة
+
+291
+00:27:11,250 --> 00:27:15,050
+او ال nodes المربعة عبارة عن disjunction مسميها
+
+292
+00:27:15,050 --> 00:27:17,810
+disjunction layer لأن اللي فيها disjunction nodes
+
+293
+00:27:17,810 --> 00:27:22,650
+ايش يعني disjunction يعني or و ال conjunction
+
+294
+00:27:22,650 --> 00:27:26,490
+layers يعني ال nodes بتاعتها بتاخد ال input بتاعهم
+
+295
+00:27:26,490 --> 00:27:33,030
+ب end تتمجوا ب end واضح يعني R1 بتقول لي انه
+
+296
+00:27:40,360 --> 00:27:46,380
+R1 بتقول إذا A1 ال attribute هنا كإيه اختصار ال
+
+297
+00:27:46,380 --> 00:27:49,760
+attribute Attribute زيها زي ال feature Attribute
+
+298
+00:27:49,760 --> 00:27:54,140
+one and Attribute تلاتة and Attribute تلاتة
+
+299
+00:27:54,140 --> 00:28:03,380
+Attribute تلاتة و واحد then بي واحد بي واحد لأن بي
+
+300
+00:28:03,380 --> 00:28:11,070
+واحد تروح بس إلها وزن فالأوزان هذهبنقدر نخدها
+
+301
+00:28:11,070 --> 00:28:14,530
+نفهمها على انها certainty factors تذكروا ال
+
+302
+00:28:14,530 --> 00:28:17,770
+certainty factors هذه الأوزان الآن برضه من ورا
+
+303
+00:28:17,770 --> 00:28:22,830
+احنا ندقيها بتيجي من خلال ال training صح؟ اه، يبقى
+
+304
+00:28:22,830 --> 00:28:26,090
+انا الآن ال neural network زي في المثال الأولاني
+
+305
+00:28:26,090 --> 00:28:29,850
+ال neural network بتفيدني في شغلة مهمة وهي إعطاء
+
+306
+00:28:29,850 --> 00:28:33,530
+الوزن نسبة لكل واحد من العوامل المؤثر على ال rule
+
+307
+00:28:33,530 --> 00:28:38,850
+وهذا الكلام بيجي من خلال التدريب قبل هيكةلما
+
+308
+00:28:38,850 --> 00:28:42,110
+ماكناش بندمج لما كنا بنحكي عن ال rule based لحاله
+
+309
+00:28:42,110 --> 00:28:46,490
+كنا من اين ناخد ال certainty factors من ال expert
+
+310
+00:28:46,490 --> 00:28:49,550
+ال expert اصلا من اين جاب ال certainty factors؟ من
+
+311
+00:28:49,550 --> 00:28:55,010
+خبرته من خبرته السابقة احنا دلوقتي نعطي خبرته على
+
+312
+00:28:55,010 --> 00:28:59,090
+شكل حالات سابقة نغذيها لل network ال network ايش
+
+313
+00:28:59,090 --> 00:29:05,120
+بتسوي؟بتضبط الأوزان أو بتستكشف الأوزان و بتثبتها
+
+314
+00:29:05,120 --> 00:29:10,020
+هذه الأوزان أصبحت عبارة عن certainty factors لل
+
+315
+00:29:10,020 --> 00:29:16,420
+system فهذه disjunction
+
+316
+00:29:16,420 --> 00:29:20,280
+nodes بتغذي
+
+317
+00:29:20,280 --> 00:29:23,960
+اللي بعدها و في الآخر في عندي انا هنا برضه
+
+318
+00:29:23,960 --> 00:29:26,560
+disjunction nodes اللي هي بتعطيني ال output
+
+319
+00:29:26,560 --> 00:29:33,120
+النهائيهذا البرنامج يتم
+
+320
+00:29:33,120 --> 00:29:37,740
+تدريبه وبعد ذلك يحصل ان يعطيني ال output او اذا
+
+321
+00:29:37,740 --> 00:29:42,200
+قلت باخد ال rules انا و بصيغها في ال rule based
+
+322
+00:29:42,200 --> 00:29:44,980
+express system قلنا اذا صيغتها في ال rule based
+
+323
+00:29:44,980 --> 00:29:49,220
+express system بحصل على computation اقل و بحصل على
+
+324
+00:29:49,220 --> 00:29:56,340
+explanation صح بصير اقدر اعمل explanation فهذا
+
+325
+00:29:56,340 --> 00:30:01,930
+المثال التانيزي ما قلنا ممكن تبقى النورة و هو
+
+326
+00:30:01,930 --> 00:30:07,030
+عمليا في الحياة العملية تكون النسائل بتطلب اكثر من
+
+327
+00:30:07,030 --> 00:30:12,050
+layer في ال hidden ما بين ال input و ما بين ال
+
+328
+00:30:12,050 --> 00:30:21,950
+output اسألي السؤال طيب توزيع ال rules توزيع ال
+
+329
+00:30:21,950 --> 00:30:26,450
+rules هذه مين اللي حدد ان ال rules هذه تاخد input
+
+330
+00:30:26,450 --> 00:30:32,940
+واحد فقطمن حدد اللي هذي تاخد input من A3 و A4 من
+
+331
+00:30:32,940 --> 00:30:36,560
+حدد اللي هو إيش ال topology تبع ال networking
+
+332
+00:30:36,560 --> 00:30:44,880
+topology يعني كيفية تربيط ال أو ربط ال nodes بعض
+
+333
+00:30:44,880 --> 00:30:49,040
+يعني مش معناه هذي بتاخد بس من هنا بينما هذي بتاخد
+
+334
+00:30:49,040 --> 00:30:54,300
+هذا و هذا هذا الكلام هنا في هذا المثالبيجي من ال
+
+335
+00:30:54,300 --> 00:30:58,800
+human expert تمام ال human expert هو اللي بيقولي
+
+336
+00:30:58,800 --> 00:31:05,060
+منطقيا انا بقدر اصيب ال rule على انها اذا كان هذا
+
+337
+00:31:05,060 --> 00:31:10,140
+ال attribute و هذا ال attribute بقدر استنتج هذا
+
+338
+00:31:10,140 --> 00:31:13,760
+الكلام وهذا الكلام مع ال output اللي جاء من هنا
+
+339
+00:31:13,760 --> 00:31:18,620
+بقدر استنتج هذا الكلام واضح فال topology او تربية
+
+340
+00:31:18,620 --> 00:31:22,870
+النتر مع بعضها في هذا المثالجايب من ال human
+
+341
+00:31:22,870 --> 00:31:28,790
+expert بس استغناء عن ال human expert في ايش هنا في
+
+342
+00:31:28,790 --> 00:31:33,510
+ايش استغناء عن ال human expert في الأوزان اللي هي
+
+343
+00:31:33,510 --> 00:31:36,230
+ال certain ال certainties من أين أجد ال
+
+344
+00:31:36,230 --> 00:31:38,710
+certainties من عملية التدريب عملية تدريب لل
+
+345
+00:31:38,710 --> 00:31:44,150
+network مظبوط في أمثل أخرى احنا ممكن عمليا كمان
+
+346
+00:31:44,150 --> 00:31:48,350
+نستغنى عن ال human expert في حتى كمان العلاقات ما
+
+347
+00:31:48,350 --> 00:31:50,870
+بين ال rules ان ال rule
+
+348
+00:31:54,930 --> 00:32:05,470
+يتحددلها ال input تبعها من خلال عملية التدريب طيب
+
+349
+00:32:05,470 --> 00:32:08,690
+ماشي الحل احنا هي كما نكون خلصنا الحكي عن ال
+
+350
+00:32:08,690 --> 00:32:12,530
+hybrid express system اللي بيدمش بين او مثال على
+
+351
+00:32:12,530 --> 00:32:15,050
+hybrid express system اللي بيدمش بين neural
+
+352
+00:32:15,050 --> 00:32:21,310
+network و ما بين ال rule based inference اسمه ايه
+
+353
+00:32:21,310 --> 00:32:26,320
+ايشنورا express system أو نورا ال express system
+
+354
+00:32:26,320 --> 00:32:29,960
+المحاضرة الجاية ان شاء الله بتشوف اللي هو ال fuzzy
+
+355
+00:32:29,960 --> 00:32:35,180
+system مع ال express system يعني ال fuzzy logic مع
+
+356
+00:32:35,180 --> 00:32:40,700
+ال express system في hybrid system واحد يعطيكم
+
+357
+00:32:40,700 --> 00:32:41,100
+العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..89ec36d62e770d045063ad6db742234f2eff527c
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.json
@@ -0,0 +1 @@
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0.95166015625}, {"start": 380.55, "end": 381.59, "word": " جزء", "probability": 0.9127604166666666}], "temperature": 1.0}, {"id": 14, "seek": 41023, "start": 382.93, "end": 410.23, "text": "الـ Image Analyst موضوع هذا سيعطيني مجموعة .. الـ Features أكام واحدة؟ تمام؟ هذه للـ Wings وهذه للـ Tail وهذه للـ Beak وهذه للـ Feathers وهذه للـ Engine ماذا سيعطيني؟ سيعطيني هل إله و لا مالوش يعني إذا قال لي plus one plus one", "tokens": [6027, 39184, 29903, 1107, 19530, 3714, 2407, 11242, 45367, 23758, 8608, 40228, 9566, 1829, 22653, 3714, 7435, 2304, 45367, 3660, 4386, 2423, 39184, 3697, 3377, 5551, 4117, 10943, 36764, 24401, 3660, 22807, 46811, 10943, 22807, 29538, 24976, 39184, 343, 1109, 37037, 24192, 24976, 39184, 46074, 37037, 24192, 24976, 39184, 879, 514, 37037, 24192, 24976, 39184, 3697, 11850, 37037, 24192, 24976, 39184, 7659, 3714, 45636, 995, 8608, 40228, 9566, 1829, 22653, 22807, 8608, 40228, 9566, 1829, 22653, 8032, 1211, 11933, 43761, 4032, 20193, 3714, 6027, 2407, 8592, 37495, 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"word": " لا", "probability": 0.78369140625}, {"start": 406.75, "end": 407.23, "word": " مالوش", "probability": 0.7784423828125}, {"start": 407.23, "end": 407.49, "word": " يعني", "probability": 0.6361083984375}, {"start": 407.49, "end": 407.73, "word": " إذا", "probability": 0.869140625}, {"start": 407.73, "end": 407.97, "word": " قال", "probability": 0.86083984375}, {"start": 407.97, "end": 408.21, "word": " لي", "probability": 0.72900390625}, {"start": 408.21, "end": 408.55, "word": " plus", "probability": 0.2354736328125}, {"start": 408.55, "end": 408.93, "word": " one", "probability": 0.87353515625}, {"start": 408.93, "end": 409.61, "word": " plus", "probability": 0.69287109375}, {"start": 409.61, "end": 410.23, "word": " one", "probability": 0.95068359375}], "temperature": 1.0}, {"id": 15, "seek": 43755, "start": 410.65, "end": 437.55, "text": "minus one minus one plus one يعني هو بيقول ليه إنه هذا ال object اللي في الصورة بعد عملية التحليل وجدنا إنه إله wings إله tail مالوش beak مالوش feather وإله engine طبعا لو ماقدرش يتعرف على ما إذا كانت واحدة من الخصائص هذه موجودة ولا لا بيعطيني zero بذلك بيعطيني zero فيها", "tokens": [2367, 301, 472, 3175, 472, 1804, 472, 37495, 22653, 31439, 4724, 1829, 39648, 32239, 3224, 36145, 3224, 23758, 2423, 2657, 13672, 1829, 8978, 31767, 13063, 3660, 39182, 6225, 42213, 10632, 16712, 5016, 20292, 1211, 49610, 3215, 8315, 36145, 3224, 11933, 43761, 11405, 11933, 43761, 6838, 3714, 6027, 2407, 8592, 48663, 3714, 6027, 2407, 8592, 25852, 4032, 28814, 43761, 2848, 23032, 3555, 3615, 995, 45164, 19446, 28543, 2288, 8592, 7251, 2655, 3615, 28480, 15844, 19446, 11933, 15730, 25961, 2655, 36764, 24401, 3660, 9154, 33962, 9381, 16373, 9381, 29538, 3714, 29245, 23328, 3660, 49429, 20193, 4724, 40228, 9566, 1829, 22653, 4018, 4724, 8848, 23275, 4724, 40228, 9566, 1829, 22653, 4018, 8978, 11296], "avg_logprob": -0.20087274076702358, "compression_ratio": 1.6745098039215687, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 410.65, 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"probability": 0.97314453125}, {"start": 416.43, "end": 416.67, "word": " object", "probability": 0.96142578125}, {"start": 416.67, "end": 416.95, "word": " اللي", "probability": 0.962646484375}, {"start": 416.95, "end": 417.07, "word": " في", "probability": 0.9365234375}, {"start": 417.07, "end": 417.71, "word": " الصورة", "probability": 0.9895833333333334}, {"start": 417.71, "end": 418.15, "word": " بعد", "probability": 0.9384765625}, {"start": 418.15, "end": 418.59, "word": " عملية", "probability": 0.9947916666666666}, {"start": 418.59, "end": 419.39, "word": " التحليل", "probability": 0.9454345703125}, {"start": 419.39, "end": 421.13, "word": " وجدنا", "probability": 0.9558919270833334}, {"start": 421.13, "end": 421.41, "word": " إنه", "probability": 0.89111328125}, {"start": 421.41, "end": 421.67, "word": " إله", "probability": 0.5609130859375}, {"start": 421.67, "end": 422.47, "word": " wings", "probability": 0.78271484375}, {"start": 422.47, "end": 423.05, "word": " إله", "probability": 0.8251953125}, {"start": 423.05, "end": 423.49, "word": " tail", "probability": 0.8671875}, {"start": 423.49, "end": 424.69, "word": " مالوش", "probability": 0.79583740234375}, {"start": 424.69, "end": 425.43, "word": " beak", "probability": 0.97509765625}, {"start": 425.43, "end": 427.25, "word": " مالوش", "probability": 0.9561767578125}, {"start": 427.25, "end": 427.67, "word": " feather", "probability": 0.89501953125}, {"start": 427.67, "end": 428.13, "word": " وإله", "probability": 0.8229166666666666}, {"start": 428.13, "end": 428.63, "word": " engine", "probability": 0.9716796875}, {"start": 428.63, "end": 429.65, "word": " طبعا", "probability": 0.8114013671875}, {"start": 429.65, "end": 430.49, "word": " لو", "probability": 0.61083984375}, {"start": 430.49, "end": 431.15, "word": " ماقدرش", "probability": 0.8909912109375}, {"start": 431.15, "end": 431.67, "word": " يتعرف", "probability": 0.8905029296875}, {"start": 431.67, "end": 432.13, "word": " على", "probability": 0.88818359375}, {"start": 432.13, "end": 432.61, "word": " ما", "probability": 0.783203125}, {"start": 432.61, "end": 432.77, "word": " إذا", "probability": 0.956787109375}, {"start": 432.77, "end": 433.09, "word": " كانت", "probability": 0.95361328125}, {"start": 433.09, "end": 433.33, "word": " واحدة", "probability": 0.9910481770833334}, {"start": 433.33, "end": 433.43, "word": " من", "probability": 0.98974609375}, {"start": 433.43, "end": 433.83, "word": " الخصائص", "probability": 0.9827880859375}, {"start": 433.83, "end": 434.05, "word": " هذه", "probability": 0.92919921875}, {"start": 434.05, "end": 434.55, "word": " موجودة", "probability": 0.9844970703125}, {"start": 434.55, "end": 434.69, "word": " ولا", "probability": 0.78564453125}, {"start": 434.69, "end": 434.87, "word": " لا", "probability": 0.55224609375}, {"start": 434.87, "end": 435.37, "word": " بيعطيني", "probability": 0.823828125}, {"start": 435.37, "end": 435.69, "word": " zero", "probability": 0.387451171875}, {"start": 435.69, "end": 436.01, "word": " بذلك", "probability": 0.5965169270833334}, {"start": 436.01, "end": 436.89, "word": " بيعطيني", "probability": 0.867578125}, {"start": 436.89, "end": 437.19, "word": " zero", "probability": 0.720703125}, {"start": 437.19, "end": 437.55, "word": " فيها", "probability": 0.98291015625}], "temperature": 1.0}, {"id": 16, "seek": 46769, "start": 439.71, "end": 467.69, "text": "هذا الان ال input هذه الخلاصة ندخلها على ال system هذا ال express system هذا عشان هو يميز ما إذا كان ال object في الصورة هو عبارة عن bird ولا طيارة ولا قارب شراي glider تمام؟ إيش الرابط المشترك ما بين ال plane؟", "tokens": [3224, 15730, 2423, 7649, 2423, 4846, 29538, 33962, 1211, 33546, 3660, 8717, 3215, 9778, 1211, 11296, 15844, 2423, 1185, 23758, 2423, 5109, 1185, 23758, 6225, 8592, 7649, 31439, 7251, 2304, 1829, 11622, 19446, 11933, 15730, 25961, 2423, 2657, 8978, 31767, 13063, 3660, 31439, 6225, 3555, 9640, 3660, 18871, 5255, 49429, 23032, 1829, 9640, 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460.97, "end": 461.59, "word": " شراي", "probability": 0.536865234375}, {"start": 461.59, "end": 462.11, "word": " glider", "probability": 0.816650390625}, {"start": 462.11, "end": 464.93, "word": " تمام؟", "probability": 0.7802734375}, {"start": 464.93, "end": 465.13, "word": " إيش", "probability": 0.7295735677083334}, {"start": 465.13, "end": 466.03, "word": " الرابط", "probability": 0.8238932291666666}, {"start": 466.03, "end": 466.51, "word": " المشترك", "probability": 0.9888916015625}, {"start": 466.51, "end": 466.65, "word": " ما", "probability": 0.6025390625}, {"start": 466.65, "end": 466.79, "word": " بين", "probability": 0.990234375}, {"start": 466.79, "end": 466.91, "word": " ال", "probability": 0.88720703125}, {"start": 466.91, "end": 467.69, "word": " plane؟", "probability": 0.893798828125}], "temperature": 1.0}, {"id": 17, "seek": 49762, "start": 469.06, "end": 497.62, "text": "و ال bird و ال glider انه ال plane تشترك مع ال bird فين و ليهم جوانح و ليهم ديل تمام هذا ال glider اللي له متور و ال plane اللي له متور ففي قواس مشتركة هنا و هنا المهم ان احنا هاي كل المنظومة تبعتنا انه فينا صور الصور اللي بتدخل على image analysis module ال image analysis module وظيفته انه يطلعلي ال feature set هذا ال feature set هذا بيدخل ك input لمين", "tokens": [2407, 2423, 5255, 4032, 2423, 1563, 1438, 16472, 3224, 2423, 5720, 6055, 8592, 2655, 31747, 20449, 2423, 5255, 8978, 1863, 4032, 32239, 16095, 10874, 2407, 7649, 5016, 4032, 32239, 16095, 11778, 26895, 46811, 10943, 23758, 2423, 1563, 1438, 13672, 1829, 46740, 44650, 13063, 4032, 2423, 5720, 13672, 1829, 46740, 44650, 13063, 6156, 41185, 12174, 14407, 3794, 37893, 2655, 31747, 3660, 34105, 4032, 34105, 9673, 16095, 16472, 1975, 5016, 8315, 8032, 47302, 28242, 9673, 1863, 19913, 20498, 3660, 6055, 3555, 34268, 8315, 16472, 3224, 8978, 8315, 20328, 13063, 31767, 13063, 13672, 1829, 39894, 3215, 9778, 1211, 15844, 3256, 5215, 10088, 2423, 3256, 5215, 10088, 4032, 19913, 33911, 47395, 16472, 3224, 7251, 9566, 1211, 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"text": "wings and tail and beak and and and كده فاش فال output هيكون نعم bird او لأ مش bird واضح طيب الآن احنا مش مابول انه إذا إله wings وإذا إله tail وإذا إله beak وإذا إله feather وإذا إله engine يبقى هو bird طبعا لأ الآن احنا بنعطيلها ال inputs كله من الخمسة ومن كلها العمليات لل training", "tokens": [86, 1109, 293, 6838, 293, 48663, 293, 293, 293, 9122, 3215, 3224, 6156, 33599, 6156, 6027, 5598, 39896, 30544, 8717, 25957, 5255, 1975, 2407, 5296, 10721, 37893, 5255, 4032, 46958, 5016, 23032, 1829, 3555, 6024, 48506, 1975, 5016, 8315, 37893, 3714, 16758, 12610, 16472, 3224, 11933, 15730, 11933, 43761, 11405, 4032, 28814, 15730, 11933, 43761, 6838, 4032, 28814, 15730, 11933, 43761, 48663, 4032, 28814, 15730, 11933, 43761, 25852, 4032, 28814, 15730, 11933, 43761, 2848, 7251, 3555, 4587, 7578, 31439, 5255, 23032, 3555, 3615, 995, 5296, 10721, 6024, 48506, 1975, 5016, 8315, 44945, 3615, 9566, 26895, 11296, 2423, 15743, 28242, 3224, 9154, 33962, 2304, 3794, 3660, 4032, 27842, 28242, 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636.96, "text": "هنكتشف في الآخر أنه واحد من ال .. أو بعض من ال inputs هيبقى لوازن تبعهم هيصف على zero zero يعني أيش؟ يعني هذا ال feature تلتغى أصلا من ال rule واللي مش zero هو اللي يظل يعني لو طلعت هذه مش zero انت لاحظ احنا ليش نقول لو اتطلع على الأوزان هذه الأوزان هي عبارة عن الأوزان النهائية اللي مسجلة هنا", "tokens": [3224, 1863, 4117, 2655, 8592, 5172, 8978, 6024, 95, 34740, 14739, 3224, 36764, 24401, 9154, 2423, 4386, 34051, 45030, 11242, 9154, 2423, 15743, 8032, 1829, 3555, 4587, 7578, 45164, 31377, 1863, 6055, 3555, 3615, 16095, 8032, 1829, 9381, 5172, 15844, 4018, 4018, 37495, 22653, 36632, 8592, 22807, 37495, 22653, 23758, 2423, 4111, 6055, 1211, 2655, 17082, 7578, 5551, 9381, 15040, 9154, 2423, 4978, 4032, 6027, 20292, 37893, 4018, 31439, 13672, 1829, 7251, 19913, 1211, 37495, 22653, 45164, 23032, 1211, 34268, 29538, 37893, 4018, 16472, 2655, 20193, 5016, 19913, 1975, 5016, 8315, 32239, 8592, 8717, 39648, 45164, 1975, 2655, 9566, 1211, 3615, 15844, 16247, 2407, 11622, 7649, 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بقدر استنتج هذا الكلام وهذا الكلام مع ال output اللي جاء من هنا بقدر استنتج هذا الكلام واضح فال topology او تربية النتر مع بعضها في هذا المثال", "tokens": [21292, 7435, 1829, 9154, 2423, 1952, 5844, 46811, 10943, 2423, 1952, 5844, 31439, 13672, 1829, 4724, 1829, 39648, 1829, 9154, 9566, 4587, 25528, 1975, 8315, 4724, 28543, 2288, 1975, 9381, 1829, 3555, 2423, 4978, 15844, 16472, 11296, 1975, 15730, 25961, 23758, 2423, 19667, 4032, 23758, 2423, 19667, 4724, 28543, 2288, 44713, 29399, 7435, 23758, 2423, 28820, 10943, 37037, 15730, 2423, 28820, 10943, 20449, 2423, 5598, 13672, 1829, 10874, 16606, 9154, 34105, 4724, 28543, 2288, 44713, 29399, 7435, 23758, 2423, 28820, 10943, 4032, 46958, 5016, 6156, 6027, 1192, 1793, 1975, 2407, 6055, 25513, 10632, 2423, 29399, 2288, 20449, 45030, 11242, 11296, 8978, 23758, 9673, 12984, 6027], "avg_logprob": -0.19840802364754226, "compression_ratio": 2.017777777777778, "no_speech_prob": 0.0, "words": [{"start": 1853.5, "end": 1853.98, "word": "بيجي", 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التدريب عملية تدريب لل network مظبوط في أمثل أخرى احنا ممكن عمليا كمان نستغنى عن ال human expert في حتى كمان العلاقات ما بين ال rules ان ال rule", "tokens": [7435, 47302, 3555, 9154, 2423, 1952, 5844, 4724, 3794, 44713, 17082, 1863, 16606, 18871, 2423, 1952, 5844, 8978, 1975, 1829, 8592, 34105, 8978, 1975, 1829, 8592, 44713, 17082, 1863, 16606, 18871, 2423, 1952, 5844, 8978, 16247, 2407, 11622, 7649, 13672, 1829, 39896, 2423, 1629, 2423, 1629, 6097, 9154, 5551, 9957, 5551, 7435, 3215, 2423, 1629, 6097, 9154, 6225, 42213, 10632, 16712, 3215, 16572, 3555, 6225, 42213, 10632, 6055, 3215, 16572, 3555, 24976, 3209, 3714, 19913, 3555, 2407, 9566, 8978, 5551, 2304, 12984, 1211, 5551, 34740, 7578, 1975, 5016, 8315, 3714, 43020, 6225, 2304, 20292, 995, 9122, 2304, 7649, 8717, 14851, 17082, 1863, 7578, 18871, 2423, 1952, 5844, 8978, 11331, 49975, 9122, 2304, 7649, 18863, 15040, 4587, 9307, 19446, 49374, 2423, 4474, 16472, 2423, 4978], "avg_logprob": -0.213125, "compression_ratio": 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"end": 1903.73, "word": " عمليا", "probability": 0.8798828125}, {"start": 1903.73, "end": 1904.15, "word": " كمان", "probability": 0.9290364583333334}, {"start": 1904.15, "end": 1904.87, "word": " نستغنى", "probability": 0.85}, {"start": 1904.87, "end": 1905.01, "word": " عن", "probability": 0.98681640625}, {"start": 1905.01, "end": 1905.13, "word": " ال", "probability": 0.99072265625}, {"start": 1905.13, "end": 1905.45, "word": " human", "probability": 0.9365234375}, {"start": 1905.45, "end": 1906.13, "word": " expert", "probability": 0.9521484375}, {"start": 1906.13, "end": 1906.89, "word": " في", "probability": 0.9638671875}, {"start": 1906.89, "end": 1907.29, "word": " حتى", "probability": 0.775146484375}, {"start": 1907.29, "end": 1907.61, "word": " كمان", "probability": 0.8902994791666666}, {"start": 1907.61, "end": 1908.19, "word": " العلاقات", "probability": 0.958984375}, {"start": 1908.19, "end": 1908.35, "word": " ما", "probability": 0.7216796875}, {"start": 1908.35, "end": 1908.65, "word": " بين", "probability": 0.98876953125}, {"start": 1908.65, "end": 1909.21, "word": " ال", "probability": 0.904296875}, {"start": 1909.21, "end": 1909.57, "word": " rules", "probability": 0.796875}, {"start": 1909.57, "end": 1910.41, "word": " ان", "probability": 0.5732421875}, {"start": 1910.41, "end": 1910.59, "word": " ال", "probability": 0.96533203125}, {"start": 1910.59, "end": 1910.87, "word": " rule", "probability": 0.87158203125}], "temperature": 1.0}, {"id": 67, "seek": 194159, "start": 1914.93, "end": 1941.59, "text": "يتحددلها ال input تبعها من خلال عملية التدريب طيب ماشي الحل احنا هي كما نكون خلصنا الحكي عن ال hybrid express system اللي بيدمش بين او مثال على hybrid express system اللي بيدمش بين neural network و ما بين ال rule based inference اسمه ايه ايش", "tokens": [36081, 24401, 3215, 1211, 11296, 2423, 4846, 6055, 3555, 3615, 11296, 9154, 16490, 1211, 6027, 6225, 42213, 10632, 16712, 3215, 16572, 3555, 23032, 1829, 3555, 3714, 33599, 1829, 21542, 1211, 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0.9873046875}, {"start": 1917.43, "end": 1919.17, "word": " عملية", "probability": 0.9287109375}, {"start": 1919.17, "end": 1920.05, "word": " التدريب", "probability": 0.98974609375}, {"start": 1920.05, "end": 1925.47, "word": " طيب", "probability": 0.79296875}, {"start": 1925.47, "end": 1925.79, "word": " ماشي", "probability": 0.7427571614583334}, {"start": 1925.79, "end": 1926.01, "word": " الحل", "probability": 0.717041015625}, {"start": 1926.01, "end": 1926.27, "word": " احنا", "probability": 0.8759765625}, {"start": 1926.27, "end": 1926.43, "word": " هي", "probability": 0.38525390625}, {"start": 1926.43, "end": 1926.59, "word": " كما", "probability": 0.635498046875}, {"start": 1926.59, "end": 1926.95, "word": " نكون", "probability": 0.903564453125}, {"start": 1926.95, "end": 1927.63, "word": " خلصنا", "probability": 0.9613037109375}, {"start": 1927.63, "end": 1927.97, "word": " الحكي", "probability": 0.8050130208333334}, {"start": 1927.97, "end": 1928.29, "word": " عن", "probability": 0.98046875}, {"start": 1928.29, "end": 1928.69, "word": " ال", "probability": 0.83203125}, {"start": 1928.69, "end": 1929.11, "word": " hybrid", "probability": 0.861328125}, {"start": 1929.11, "end": 1929.59, "word": " express", "probability": 0.681640625}, {"start": 1929.59, "end": 1930.17, "word": " system", "probability": 0.95947265625}, {"start": 1930.17, "end": 1930.39, "word": " اللي", "probability": 0.716552734375}, {"start": 1930.39, "end": 1930.87, "word": " بيدمش", "probability": 0.6627197265625}, {"start": 1930.87, "end": 1931.31, "word": " بين", "probability": 0.658203125}, {"start": 1931.31, "end": 1931.91, "word": " او", "probability": 0.6405029296875}, {"start": 1931.91, "end": 1932.33, "word": " مثال", "probability": 0.981689453125}, {"start": 1932.33, "end": 1932.53, "word": " على", "probability": 0.82421875}, {"start": 1932.53, "end": 1932.83, "word": " hybrid", "probability": 0.71142578125}, {"start": 1932.83, "end": 1933.23, "word": " express", "probability": 0.9375}, {"start": 1933.23, "end": 1933.67, "word": " system", "probability": 0.9736328125}, {"start": 1933.67, "end": 1934.23, "word": " اللي", "probability": 0.7030029296875}, {"start": 1934.23, "end": 1934.51, "word": " بيدمش", "probability": 0.9649658203125}, {"start": 1934.51, "end": 1934.71, "word": " بين", "probability": 0.89599609375}, {"start": 1934.71, "end": 1935.05, "word": " neural", "probability": 0.845703125}, {"start": 1935.05, "end": 1935.51, "word": " network", "probability": 0.95263671875}, {"start": 1935.51, "end": 1935.67, "word": " و", "probability": 0.8837890625}, {"start": 1935.67, "end": 1935.77, "word": " ما", "probability": 0.1177978515625}, {"start": 1935.77, "end": 1936.07, "word": " بين", "probability": 0.9765625}, {"start": 1936.07, "end": 1937.05, "word": " ال", "probability": 0.88623046875}, {"start": 1937.05, "end": 1937.45, "word": " rule", "probability": 0.460205078125}, {"start": 1937.45, "end": 1937.97, "word": " based", "probability": 0.73779296875}, {"start": 1937.97, "end": 1939.49, "word": " inference", "probability": 0.91748046875}, {"start": 1939.49, "end": 1941.19, "word": " اسمه", "probability": 0.88134765625}, {"start": 1941.19, "end": 1941.31, "word": " ايه", "probability": 0.7498372395833334}, {"start": 1941.31, "end": 1941.59, "word": " ايش", "probability": 0.5965169270833334}], "temperature": 1.0}, {"id": 68, "seek": 196110, "start": 1942.8, "end": 1961.1, "text": "نورا express system أو نورا ال express system المحاضرة الجاية ان شاء الله بتشوف اللي هو ال fuzzy system مع ال express system يعني ال fuzzy logic مع ال express system في hybrid system واحد يعطيكم العافية", "tokens": [1863, 13063, 995, 5109, 1185, 34051, 8717, 13063, 995, 2423, 5109, 1185, 9673, 5016, 46958, 25720, 25724, 995, 10632, 16472, 13412, 16606, 21984, 39894, 8592, 38688, 13672, 1829, 31439, 2423, 34710, 1185, 20449, 2423, 5109, 1185, 37495, 22653, 2423, 34710, 9952, 20449, 2423, 5109, 1185, 8978, 13051, 1185, 36764, 24401, 37495, 9566, 1829, 24793, 18863, 31845, 10632], "avg_logprob": -0.24488146860024024, "compression_ratio": 1.7577639751552796, "no_speech_prob": 2.6226043701171875e-05, "words": [{"start": 1942.8000000000002, "end": 1943.64, "word": "نورا", "probability": 0.427490234375}, {"start": 1943.64, "end": 1944.48, "word": " express", "probability": 0.552734375}, {"start": 1944.48, "end": 1945.06, "word": " system", "probability": 0.9560546875}, {"start": 1945.06, "end": 1945.24, "word": " أو", "probability": 0.5556640625}, {"start": 1945.24, "end": 1945.52, "word": " نورا", "probability": 0.9381510416666666}, {"start": 1945.52, "end": 1945.62, "word": " ال", "probability": 0.68359375}, {"start": 1945.62, "end": 1945.82, "word": " express", "probability": 0.861328125}, {"start": 1945.82, "end": 1946.32, "word": " system", "probability": 0.966796875}, {"start": 1946.32, "end": 1947.0, "word": " المحاضرة", "probability": 0.96826171875}, {"start": 1947.0, "end": 1947.28, "word": " الجاية", "probability": 0.4889322916666667}, {"start": 1947.28, "end": 1947.4, "word": " ان", "probability": 0.759765625}, {"start": 1947.4, "end": 1947.6, "word": " شاء", "probability": 0.986572265625}, {"start": 1947.6, "end": 1947.7, "word": " الله", "probability": 0.9453125}, {"start": 1947.7, "end": 1948.76, "word": " بتشوف", "probability": 0.8203125}, {"start": 1948.76, "end": 1949.34, "word": " اللي", "probability": 0.830078125}, {"start": 1949.34, "end": 1949.48, "word": " هو", "probability": 0.97021484375}, {"start": 1949.48, "end": 1949.64, "word": " ال", "probability": 0.79931640625}, {"start": 1949.64, "end": 1949.96, "word": " fuzzy", "probability": 0.958984375}, {"start": 1949.96, "end": 1951.1, "word": " system", "probability": 0.91064453125}, {"start": 1951.1, "end": 1951.74, "word": " مع", "probability": 0.986328125}, {"start": 1951.74, "end": 1952.6, "word": " ال", "probability": 0.9384765625}, {"start": 1952.6, "end": 1952.84, "word": " express", "probability": 0.97021484375}, {"start": 1952.84, "end": 1953.34, "word": " system", "probability": 0.97021484375}, {"start": 1953.34, "end": 1953.66, "word": " يعني", "probability": 0.775390625}, {"start": 1953.66, "end": 1953.82, "word": " ال", "probability": 0.412841796875}, {"start": 1953.82, "end": 1954.02, "word": " fuzzy", "probability": 0.99169921875}, {"start": 1954.02, "end": 1954.44, "word": " logic", "probability": 0.97412109375}, {"start": 1954.44, "end": 1955.18, "word": " مع", "probability": 0.98486328125}, {"start": 1955.18, "end": 1955.36, "word": " ال", "probability": 0.79443359375}, {"start": 1955.36, "end": 1955.6, "word": " express", "probability": 0.97509765625}, {"start": 1955.6, "end": 1956.1, "word": " system", "probability": 0.97705078125}, {"start": 1956.1, "end": 1958.04, "word": " في", "probability": 0.92578125}, {"start": 1958.04, "end": 1958.66, "word": " hybrid", "probability": 0.79345703125}, {"start": 1958.66, "end": 1959.18, "word": " system", "probability": 0.9775390625}, {"start": 1959.18, "end": 1959.8, "word": " واحد", "probability": 0.9873046875}, {"start": 1959.8, "end": 1960.7, "word": " يعطيكم", "probability": 0.75689697265625}, {"start": 1960.7, "end": 1961.1, "word": " العافية", "probability": 0.8849283854166666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 1962.086125, "duration_after_vad": 1844.3699999999956}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..bf9c5bfb7e36102d1ca9760b5c7109c102812da8
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/7NG4fykLCc8_raw.srt
@@ -0,0 +1,1428 @@
+1
+00:00:20,740 --> 00:00:23,140
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنبدأ
+
+2
+00:00:23,140 --> 00:00:26,320
+موضوع جديد الموضوع هذا ما هوش جديد دي كتير لأنه
+
+3
+00:00:26,320 --> 00:00:30,580
+لما نحنا بنقول hybrid intelligence systems ال
+
+4
+00:00:30,580 --> 00:00:34,500
+hybrid مقصود بيه انه احنا بنخلط اكتر من تقنية من
+
+5
+00:00:34,500 --> 00:00:38,720
+تقنيات الذكاء الاصطناعي في system واحد والتقنيات
+
+6
+00:00:38,720 --> 00:00:41,400
+اللي احنا نخلطهم هم نفسهم التقنيات اللي شرحناهم
+
+7
+00:00:41,400 --> 00:00:45,780
+قبل هيك او اتعرفنا عليهم قبل هيك فال issue الجديد
+
+8
+00:00:45,780 --> 00:00:49,640
+اللي هو كيف عملية ال combination كيف how do we
+
+9
+00:00:49,640 --> 00:00:56,730
+combinetwo techniques into a system في المحاضرة
+
+10
+00:00:56,730 --> 00:01:00,250
+هذه ان شاء الله بنشوف دمج ما بين two techniques
+
+11
+00:01:00,250 --> 00:01:06,290
+اللي هو ال neural networks
+
+12
+00:01:06,290 --> 00:01:08,950
+و ال rule based express system و المحاضرة اللي
+
+13
+00:01:08,950 --> 00:01:13,850
+بعدها بنشوف الدمج ما بين ال fuzzy logic و ما بين
+
+14
+00:01:13,850 --> 00:01:19,270
+ال neural networksفي system و بعد هي كانت في
+
+15
+00:01:19,270 --> 00:01:26,210
+المحاضرات اللي ندمش بره كمان التقنيات الأخرى ال ..
+
+16
+00:01:26,210 --> 00:01:34,670
+ال .. الدافع من ورا الدمش هو ان احنا نستفيد من
+
+17
+00:01:34,670 --> 00:01:43,000
+مميزاتالأحدى التقنيات وانغطي نقاط الضعف عند نقاط
+
+18
+00:01:43,000 --> 00:01:46,840
+التقنية الأخرى يعني مثلا على سبيل المثال ال slide
+
+19
+00:01:46,840 --> 00:01:51,520
+هذه بتعرض التقنيات المختلفة بتعرض التقنيات
+
+20
+00:01:51,520 --> 00:01:55,580
+المختلفة ES يعني rule based express systems FS
+
+21
+00:01:55,580 --> 00:02:00,200
+يعني fuzzy systems أو fuzzy logic NN يعني نورال
+
+22
+00:02:00,200 --> 00:02:06,190
+نتوث و GA يعني genetic algorithmsالصح هنا معناته
+
+23
+00:02:06,190 --> 00:02:12,410
+انه هذه التقنية قوية في هذا الجانب يعني مثلا ال
+
+24
+00:02:12,410 --> 00:02:15,890
+rule based express systems قوية في knowledge
+
+25
+00:02:15,890 --> 00:02:19,430
+representation لأنه زي ما عرفنا احنا ان ال
+
+26
+00:02:19,430 --> 00:02:22,450
+knowledge بيعبر عنها بشكل rules ففيها ان احنا
+
+27
+00:02:22,450 --> 00:02:28,210
+ريحية في تعبير عن مختلف جوانب المسألة على شكل
+
+28
+00:02:28,210 --> 00:02:32,900
+rules وهذا الكلامليش مريح؟ لأنه أصلا ال human
+
+29
+00:02:32,900 --> 00:02:38,720
+expert هو أصلا بينظر إلى الأمور على شكل rules أنه
+
+30
+00:02:38,720 --> 00:02:43,500
+إذا توفر كده أو توفر كده فبنقدر نستنتج كده المهم
+
+31
+00:02:43,500 --> 00:02:48,400
+أنه بصفة عامة أنا مش هأمر على العناصر الكلة بس
+
+32
+00:02:48,400 --> 00:02:53,580
+بصفة عامة أنا في عندي تقنيات تبقى قوية في جوانب
+
+33
+00:03:05,170 --> 00:03:08,550
+الشيء الشائع جدا في ال knowledge base أن أحيانًا
+
+34
+00:03:08,550 --> 00:03:13,890
+تأتي المعلومة مش دقيقة أو مش clear cut بينما ضعيف
+
+35
+00:03:13,890 --> 00:03:16,830
+في ال adaptability و ال learning ability ال
+
+36
+00:03:16,830 --> 00:03:19,890
+learning ability أن ال system يتعلم من .. من .. في
+
+37
+00:03:19,890 --> 00:03:22,470
+هذا الجانب اللي هو ال learning و ال adaptability
+
+38
+00:03:22,470 --> 00:03:26,550
+النورة ال networks قوية و ال groupings قوية فأنا
+
+39
+00:03:26,550 --> 00:03:29,790
+لو جيت ببساطة شديدة و طلعت على الرسم احد وقلت شوف
+
+40
+00:03:29,790 --> 00:03:32,410
+وين ال express system ال rule based express system
+
+41
+00:03:32,410 --> 00:03:40,440
+ضعيفةضعيفة المربع الأويد هذا يشير إلى انه هذه
+
+42
+00:03:40,440 --> 00:03:48,860
+التقنية سيئة او ضعيفة في هذه الجمال حلاقي
+
+43
+00:03:48,860 --> 00:03:53,280
+انه في المقابل neural networks قوية في نفس هذه
+
+44
+00:03:53,280 --> 00:04:00,240
+الجمال الصح الغامق معناته is good الصح الخفيف
+
+45
+00:04:00,240 --> 00:04:04,330
+rather good rather good يعني شويه كويسيعني أقل
+
+46
+00:04:04,330 --> 00:04:10,270
+جودة بقليل فإذا أنا وجدت هذا الرسم بتقترح عليا
+
+47
+00:04:10,270 --> 00:04:14,830
+مواطن اللي ممكن انا ندمج ممكن انا ادمج بين ال rule
+
+48
+00:04:14,830 --> 00:04:18,030
+based express system ونورال نتويرك بحيث انه مزايا
+
+49
+00:04:18,030 --> 00:04:23,230
+هذه تغطي على عيوب هذه ولاحظ مزايا هذه برضه ممكن
+
+50
+00:04:23,230 --> 00:04:27,550
+تغطي على عيوب نورال نتويرك عيوب نورال نتويرك في ال
+
+51
+00:04:27,550 --> 00:04:28,530
+knowledge representation
+
+52
+00:04:31,840 --> 00:04:37,320
+في النورا ال networks ماعناش رياحية كبيرة في تمثيل
+
+53
+00:04:37,320 --> 00:04:43,180
+الـMirror فهذا ال .. قدامي برضه هنشوف برضه كمان ال
+
+54
+00:04:43,180 --> 00:04:46,180
+genetic algorithm مع ليش مع ال express system مع
+
+55
+00:04:46,180 --> 00:04:48,220
+ال rule based express system بقالك ال genetic
+
+56
+00:04:48,220 --> 00:04:52,940
+algorithm مع الفصم لكي تغطي جوانب الضعف في الفصم
+
+57
+00:04:52,940 --> 00:04:57,070
+واضح؟ فأول مثال اللي هنطلع عليه هو عبارة عنhybrid
+
+58
+00:04:57,070 --> 00:05:00,770
+express system بيدمج بين rule based و neural
+
+59
+00:05:00,770 --> 00:05:06,090
+networks المثال
+
+60
+00:05:06,090 --> 00:05:14,230
+بسيط جدا ندخل
+
+61
+00:05:14,230 --> 00:05:23,270
+على neural network بشكل مباشر لو
+
+62
+00:05:23,270 --> 00:05:30,080
+أنا عنديالبرنامج المطلوب منه أن يميز بناء على صور
+
+63
+00:05:30,080 --> 00:05:38,900
+صور تحتوي على طيور و مراكب
+
+64
+00:05:38,900 --> 00:05:43,240
+في البحر الصور
+
+65
+00:05:43,240 --> 00:05:49,600
+نفسها تم تحليلها ببرنامج هذا البرنامج يستخلص
+
+66
+00:05:49,600 --> 00:05:57,470
+مجموعة خصائصالـ object اللي في الصورة إله جوانيح؟
+
+67
+00:05:57,470 --> 00:06:01,230
+هل ال object اللي في الصورة إله ذيل؟ هل إله .. إيش
+
+68
+00:06:01,230 --> 00:06:08,210
+يعني beak؟ منقار؟ تمام؟ هل إله ريش؟ هل إله motor؟
+
+69
+00:06:08,210 --> 00:06:14,850
+أه؟ هذا motor تخيل إنه عندي الصورة بتدخل على image
+
+70
+00:06:14,850 --> 00:06:23,910
+analysis system أو module جزءالـ Image Analyst
+
+71
+00:06:23,910 --> 00:06:31,670
+موضوع هذا سيعطيني مجموعة .. الـ Features أكام
+
+72
+00:06:31,670 --> 00:06:39,690
+واحدة؟ تمام؟ هذه للـ Wings وهذه للـ Tail وهذه للـ
+
+73
+00:06:39,690 --> 00:06:44,430
+Beak وهذه للـ Feathers وهذه للـ Engine ماذا
+
+74
+00:06:44,430 --> 00:06:48,210
+سيعطيني؟ سيعطيني هل إله و لا مالوش يعني إذا قال لي
+
+75
+00:06:48,210 --> 00:06:53,830
+plus one plus oneminus one minus one plus one يعني
+
+76
+00:06:53,830 --> 00:06:58,150
+هو بيقول ليه إنه هذا ال object اللي في الصورة بعد
+
+77
+00:06:58,150 --> 00:07:04,690
+عملية التحليل وجدنا إنه إله wings إله tail مالوش
+
+78
+00:07:04,690 --> 00:07:11,150
+beak مالوش feather وإله engine طبعا لو ماقدرش
+
+79
+00:07:11,150 --> 00:07:14,550
+يتعرف على ما إذا كانت واحدة من الخصائص هذه موجودة
+
+80
+00:07:14,550 --> 00:07:20,410
+ولا لا بيعطيني zero بذلك بيعطيني zero فيهاهذا الان
+
+81
+00:07:20,410 --> 00:07:27,410
+ال input هذه الخلاصة ندخلها على ال system هذا ال
+
+82
+00:07:27,410 --> 00:07:32,030
+express system هذا عشان هو يميز ما إذا كان ال
+
+83
+00:07:32,030 --> 00:07:37,530
+object في الصورة هو عبارة عن bird
+
+84
+00:07:37,530 --> 00:07:46,030
+ولا طيارة ولا قارب شراي glider تمام؟ إيش الرابط
+
+85
+00:07:46,030 --> 00:07:52,640
+المشترك ما بين ال plane؟و ال bird و ال glider انه
+
+86
+00:07:52,640 --> 00:07:56,080
+ال plane تشترك مع ال bird فين و ليهم جوانح و ليهم
+
+87
+00:07:56,080 --> 00:08:00,340
+ديل تمام هذا ال glider اللي له متور و ال plane
+
+88
+00:08:00,340 --> 00:08:05,060
+اللي له متور ففي قواس مشتركة هنا و هنا المهم ان
+
+89
+00:08:05,060 --> 00:08:09,160
+احنا هاي كل المنظومة تبعتنا انه فينا صور الصور
+
+90
+00:08:09,160 --> 00:08:11,340
+اللي بتدخل على image analysis module ال image
+
+91
+00:08:11,340 --> 00:08:14,280
+analysis module وظيفته انه يطلعلي ال feature set
+
+92
+00:08:14,280 --> 00:08:18,620
+هذا ال feature set هذا بيدخل ك input لمينلأ
+
+93
+00:08:18,620 --> 00:08:21,320
+knowledge based system علشان ال knowledge based
+
+94
+00:08:21,320 --> 00:08:26,360
+system هذا ال neural knowledge based system rule
+
+95
+00:08:26,360 --> 00:08:32,540
+based system يميزلي يميز ال object اللي في الصورة
+
+96
+00:08:32,540 --> 00:08:38,040
+طيب وين ال hybridness في الموضوع وين الدمش الدمش
+
+97
+00:08:38,040 --> 00:08:42,500
+واضح من الصورة ان انا فيها انديل نورال نتوارك وفي
+
+98
+00:08:42,500 --> 00:08:46,400
+نفس الوجهة ال neural network ال hidden layer
+
+99
+00:08:46,400 --> 00:08:52,190
+تبعتهاتمثل مجموعة ال rules مجموعة ال rules اللي في
+
+100
+00:08:52,190 --> 00:08:57,590
+ال system انا الآن ال rules هذه عبرت عنها بتلت
+
+101
+00:08:57,590 --> 00:09:03,310
+rules كل rule معبر عنها على شكل بيش ب neuron ال
+
+102
+00:09:03,310 --> 00:09:09,390
+neuron الواحد بياخد inputs من مختلف ال input nodes
+
+103
+00:09:09,390 --> 00:09:13,650
+تبعات ال input layer ال input layer فيهاالخمسة
+
+104
+00:09:13,650 --> 00:09:19,050
+input nodes اللي هو كل واحد تقابل واحد من الخصائص
+
+105
+00:09:19,050 --> 00:09:27,010
+الخمسة الان ال node هذه وظيفتها هي متمثل rule ايش
+
+106
+00:09:27,010 --> 00:09:33,730
+يعني يعني بتعطي one او zero one او zero على حسب
+
+107
+00:09:33,730 --> 00:09:37,670
+ايش ال input اللي داخلها كأنه احنا بنقول او كأنه
+
+108
+00:09:37,670 --> 00:09:42,060
+كل واحد من ال rules هذه اللي بيقولوا انه اذاwings
+
+109
+00:09:42,060 --> 00:09:47,220
+and tail and beak and and and كده فاش فال output
+
+110
+00:09:47,220 --> 00:09:54,560
+هيكون نعم bird او لأ مش bird واضح طيب الآن احنا مش
+
+111
+00:09:54,560 --> 00:09:57,780
+مابول انه إذا إله wings وإذا إله tail وإذا إله
+
+112
+00:09:57,780 --> 00:10:01,100
+beak وإذا إله feather وإذا إله engine يبقى هو bird
+
+113
+00:10:01,100 --> 00:10:07,060
+طبعا لأ الآن احنا بنعطيلها ال inputs كله من الخمسة
+
+114
+00:10:07,060 --> 00:10:12,100
+ومن كلها العمليات لل trainingهنكتشف في الآخر أنه
+
+115
+00:10:12,100 --> 00:10:17,620
+واحد من ال .. أو بعض من ال inputs هيبقى لوازن
+
+116
+00:10:17,620 --> 00:10:22,060
+تبعهم هيصف على zero zero يعني أيش؟ يعني هذا ال
+
+117
+00:10:22,060 --> 00:10:27,660
+feature تلتغى أصلا من ال rule واللي مش zero هو
+
+118
+00:10:27,660 --> 00:10:30,980
+اللي يظل يعني لو طلعت هذه مش zero انت لاحظ احنا
+
+119
+00:10:30,980 --> 00:10:35,160
+ليش نقول لو اتطلع على الأوزان هذه الأوزان هي عبارة
+
+120
+00:10:35,160 --> 00:10:38,930
+عن الأوزان النهائية اللي مسجلة هنافتقول على غور
+
+121
+00:10:38,930 --> 00:10:48,050
+واحد إيش الوزن تبع ال wings؟ إيش الوزن تبع ال
+
+122
+00:10:48,050 --> 00:10:51,270
+tail؟
+
+123
+00:10:51,270 --> 00:11:01,130
+إيش الوزن تبع ال beak؟ مظبوط؟ إيش الوزن تبع ال
+
+124
+00:11:01,130 --> 00:11:05,350
+feathers؟ عالي ولا لأ؟ طبيعي جدا يبقى عالي
+
+125
+00:11:10,640 --> 00:11:13,820
+هتقولي طيب مش معنى طب ما ال wings التلانجار تيلها
+
+126
+00:11:13,820 --> 00:11:19,060
+wings و ليش هذه تمانية و من السالب كمان عندك
+
+127
+00:11:19,060 --> 00:11:24,460
+تفسيرة ذلك ؟ نصف و ثلاثة لأ كل ما كان عالي كل ما
+
+128
+00:11:24,460 --> 00:11:28,300
+كان يلي وزن أكتر و يلي دور أكتر في القرار بس لأنه
+
+129
+00:11:28,300 --> 00:11:34,260
+مشترك مع ال plane ال wings ذالك مشتركة مع ال plane
+
+130
+00:11:34,260 --> 00:11:40,840
+فماهياش determining factor ماهياش عامل حاسمإنما
+
+131
+00:11:40,840 --> 00:11:48,260
+اللي حاسبه أكتر feathers فالوزي
+
+132
+00:11:48,260 --> 00:11:56,140
+بيضعف كل ما كان فيه مشترك مع class أخر ال engine
+
+133
+00:11:56,140 --> 00:12:00,080
+هنا one
+
+134
+00:12:00,080 --> 00:12:03,100
+point
+
+135
+00:12:03,100 --> 00:12:07,120
+one فإذا كان مشترك أو ما كان ليه أهمية زي ال
+
+136
+00:12:07,120 --> 00:12:12,490
+engine فهو بيكون ضعيفلأن منك لحاجة تستشف ان
+
+137
+00:12:12,490 --> 00:12:21,770
+النورانتورك بتقوللي ان رول واحد يجب استخلاص
+
+138
+00:12:21,770 --> 00:12:28,490
+من هذه النورانتورك ان رول واحد هتكون صيغتها either
+
+139
+00:12:28,490 --> 00:12:32,010
+beak
+
+140
+00:12:32,010 --> 00:12:37,070
+and feathers
+
+141
+00:12:44,560 --> 00:12:52,780
+أنا عملية استخلاصة رول من ال neural network و
+
+142
+00:12:52,780 --> 00:12:57,110
+أوزانها بعد عملية تدريبهايعني في الأول بتبني
+
+143
+00:12:57,110 --> 00:13:00,530
+الأوزان هذه initialized at random variables من
+
+144
+00:13:00,530 --> 00:13:03,250
+خلال عملية التدريب ليش عملية التدريب احنا بنجيب
+
+145
+00:13:03,250 --> 00:13:08,870
+صور أو بنجيب بلس و بنجيب feature sets اه يعني a
+
+146
+00:13:08,870 --> 00:13:12,550
+list او a set of feature vectors كل واحد من دولة
+
+147
+00:13:12,550 --> 00:13:16,750
+vector و بنعطيها و بنقولها هذه ال features يعني
+
+148
+00:13:16,750 --> 00:13:21,070
+bird features أخرى يعني plane features تالتة يعني
+
+149
+00:13:21,070 --> 00:13:25,570
+glider و بندرب على الكلام لحد ما هي تطبط الاشي
+
+150
+00:13:26,670 --> 00:13:31,370
+الأوزان تبعتها لأن بعد ما تنضبط الأوزان أو ترسى
+
+151
+00:13:31,370 --> 00:13:38,410
+على الكلام هنا نستطيع انه نستخلص ال rules من ال
+
+152
+00:13:38,410 --> 00:13:42,790
+network طبعا انا مش محتاج استخلص ال rules ولو لأ
+
+153
+00:13:42,790 --> 00:13:48,090
+انا عمليا لو جبت اي feature vector لو جبت اي صورة
+
+154
+00:13:48,090 --> 00:13:54,970
+و طلعت منها ال vector تبعها feature set ودخلته على
+
+155
+00:13:54,970 --> 00:13:58,490
+النورة ال networkنورال نتوك لحالها هتطلع يعني one
+
+156
+00:13:58,490 --> 00:14:04,830
+عند واحد من التلاتة دول و zeros عند الأخرين بس أنا
+
+157
+00:14:04,830 --> 00:14:12,890
+بدي هستخلص rules ليش؟ لإن بدي المزايا تبع ال rule
+
+158
+00:14:12,890 --> 00:14:17,470
+based express system يعني أنا موظف ال neural
+
+159
+00:14:17,470 --> 00:14:23,790
+network تقنيك علشان أصل إلى rules ماشي؟ وال rules
+
+160
+00:14:23,790 --> 00:14:28,360
+بعد هي كدهبيصير هي المحتوى تبع ال knowledge base
+
+161
+00:14:28,360 --> 00:14:33,440
+اللي بدي يشتغل ال system بعد كهله طبعا استفادت انا
+
+162
+00:14:33,440 --> 00:14:37,540
+استفادت انه في ال rule based express system انا
+
+163
+00:14:37,540 --> 00:14:41,380
+بحصل على حاجات زي ال explanation مثلا لما يبجي
+
+164
+00:14:41,380 --> 00:14:46,260
+عندي ال knowledge معبر عنها على شكل rules و في اي
+
+165
+00:14:46,260 --> 00:14:50,200
+لحظة سألنا سؤال طيب كيف انت استنتجت؟ اعطينا لل
+
+166
+00:14:50,200 --> 00:14:50,600
+system
+
+167
+00:14:55,240 --> 00:15:01,280
+انت استنتجت انه هذا plane لو انا بس هالسؤال هذا
+
+168
+00:15:01,280 --> 00:15:07,120
+لنور ال network مش هتعطيني مش هقدر اخد منهاتفسير
+
+169
+00:15:07,120 --> 00:15:11,300
+انما لو بسأل ال rule based express system ال
+
+170
+00:15:11,300 --> 00:15:15,600
+inference engine تبعه بيقدر يتتبع تسلسل ال
+
+171
+00:15:15,600 --> 00:15:19,660
+execution تبع ال rules ويقول لي انه احنا او انا
+
+172
+00:15:19,660 --> 00:15:22,760
+استنتجت الاستنتاج هذا بناء على rule كذا او rule
+
+173
+00:15:22,760 --> 00:15:26,440
+كذا او rule كذا او بناء ان والله ال rule كذا لحجها
+
+174
+00:15:26,440 --> 00:15:34,750
+ان ال rule التاني fired واضح فاناالنقطة الضعف في
+
+175
+00:15:34,750 --> 00:15:39,110
+neural network هي عدم قدرة على أو ما بقدر أبني
+
+176
+00:15:39,110 --> 00:15:43,730
+explanation منها بينما في ال rule based بقدر أحصل
+
+177
+00:15:43,730 --> 00:15:48,150
+على explanation صح فاحنا لقنا صار الدمش ما بين ال
+
+178
+00:15:48,150 --> 00:15:51,810
+neural network و ما بين ال rule based inference
+
+179
+00:15:51,810 --> 00:15:56,550
+بحيث أنه نورال نتورك بندربها علشان تعطيه rules و
+
+180
+00:15:56,550 --> 00:16:01,800
+ال rules بناخدها على inference engine عشانفعل
+
+181
+00:16:01,800 --> 00:16:05,440
+العملية اللي هنا شغل أخر نستفيدها من اننا نستخدص
+
+182
+00:16:05,440 --> 00:16:09,460
+ال rules ال inference engine و هي اننا بنوفر
+
+183
+00:16:09,460 --> 00:16:13,180
+calculation تخيل ان انا لو بدأ شغل نورا ال network
+
+184
+00:16:13,180 --> 00:16:20,020
+ال input هذا بدي يدخل على على كل ال .. فكلهم بدهم
+
+185
+00:16:20,020 --> 00:16:23,440
+يحسبوا فلها كمان هدول بيقولي one و هدول بيقولي
+
+186
+00:16:23,440 --> 00:16:27,700
+zeros فانعمل هنا و هنا calculation ما كان له لازم
+
+187
+00:16:27,700 --> 00:16:32,670
+ان كان ممكن اش احصل على الإجابة تبعتيبس بـ one
+
+188
+00:16:32,670 --> 00:16:36,990
+node اللى تشتغل صح فانا عمليا وفرت calculation
+
+189
+00:16:36,990 --> 00:16:42,830
+تانيا بإن حولت ال .. حولت النورا ال network حولتها
+
+190
+00:16:42,830 --> 00:16:46,010
+الى rule based أولاشي وفرت calculation تانية إيش
+
+191
+00:16:46,010 --> 00:16:50,730
+هي حصلت على explanation صح أو إمكانية ال
+
+192
+00:16:50,730 --> 00:16:55,650
+explanation في
+
+193
+00:16:55,650 --> 00:16:58,990
+شغل
+
+194
+00:16:58,990 --> 00:17:00,830
+أخرة بدنا نقولها وهى أنه
+
+195
+00:17:09,980 --> 00:17:21,740
+ال rule تبعتي كيف
+
+196
+00:17:21,740 --> 00:17:26,620
+ال system انا و انت ميزنا ان هدولة ال most
+
+197
+00:17:26,620 --> 00:17:33,060
+important factors لل rule هذه ال system عمليا
+
+198
+00:17:33,060 --> 00:17:42,080
+بيقدر يفرز المهم عن المش مهمقالية بسيطة وهي انه
+
+199
+00:17:42,080 --> 00:17:51,100
+احنا بعد ما رسيت ال network على هذه الأوزان بدنا
+
+200
+00:17:51,100 --> 00:17:59,060
+ناخد ال features ونرتبهم تنازلي على أساس الوزن
+
+201
+00:17:59,060 --> 00:18:05,580
+تبعهم ماشي يعني اكبر واحد هذه ال feathers
+
+202
+00:18:08,980 --> 00:18:14,640
+الوزن تبعها كم؟
+
+203
+00:18:14,640 --> 00:18:19,740
+82 بنا ناخده على أساس ال absolute value تبع الوزن
+
+204
+00:18:19,740 --> 00:18:24,720
+يعني ايش ال absolute value انا مابنطلعش على السالب
+
+205
+00:18:24,720 --> 00:18:29,340
+بعد كبيج مين؟
+
+206
+00:18:29,340 --> 00:18:39,140
+ال peak خلّي بالك من الفرق بين كلمة peak و peakهذه
+
+207
+00:18:39,140 --> 00:18:48,040
+معناتها قاقة وهذه قمة او اعلى ذربة بالظبط السلام
+
+208
+00:18:48,040 --> 00:18:54,480
+على اللغة العربية من تيجي على الجراح تمام ال B كله
+
+209
+00:18:54,480 --> 00:19:00,580
+مجدش هنا كانت الوزر تبعها 2.1 و هنا اللي بعدها
+
+210
+00:19:00,580 --> 00:19:04,620
+بيجي اللي هو 1.1 اللي هو ال engine
+
+211
+00:19:08,630 --> 00:19:12,670
+و بعدين ال
+
+212
+00:19:12,670 --> 00:19:18,350
+wings و
+
+213
+00:19:18,350 --> 00:19:23,250
+آخر إشي ال tail إشي
+
+214
+00:19:23,250 --> 00:19:31,570
+اللي بتحاول نصله الآن هو إنه ال system بيقدر يختزل
+
+215
+00:19:31,570 --> 00:19:37,630
+ال role بدل ما أنها تتكون من خمس أو شرط بها خمس
+
+216
+00:19:38,450 --> 00:19:45,470
+terms يقتصر .. يقتصر بس على الأهم ال terms الأهم
+
+217
+00:19:45,470 --> 00:19:53,030
+ال
+
+218
+00:19:53,030 --> 00:20:00,170
+fillers هذه two
+
+219
+00:20:00,170 --> 00:20:00,810
+point eight
+
+220
+00:20:23,400 --> 00:20:28,880
+لما انا باخد ده لحاله 2.8 و في المقابل بحط الباقي
+
+221
+00:20:28,880 --> 00:20:43,380
+كله على جانب اخر مجموع الاخر كله كده؟ اربعة
+
+222
+00:20:43,380 --> 00:20:43,880
+و تلاتة
+
+223
+00:20:54,420 --> 00:20:59,240
+عشان اربعة و تلاتة هاي تلاتة هدول اتنين مع بعض
+
+224
+00:20:59,240 --> 00:21:02,740
+تلاتة و هدا الواحد تلات من عشرة اربعة تلاتة الان
+
+225
+00:21:02,740 --> 00:21:09,680
+حط هذا في كفه و هدول في كفه الان لو انا اخدت لو
+
+226
+00:21:09,680 --> 00:21:14,600
+انا اخدت العنصر هذا اللي هو التاني واحد و حطيته
+
+227
+00:21:14,600 --> 00:21:22,240
+هنا و شيلته من هنا كدهش بيصير الان مجموع
+
+228
+00:21:33,240 --> 00:21:41,100
+أربعة انا شيلت الاتنين من هنا و حطيتها هنا 2
+
+229
+00:21:41,100 --> 00:21:48,820
+.1 في الأول كانت كفة البند هذا لحاله أقل من البند
+
+230
+00:21:48,820 --> 00:21:53,320
+البنود الأخرى لأن صارت هذول اتنين أكبر من البند
+
+231
+00:21:53,320 --> 00:21:58,660
+هذولمظهور يبقى التلات بنود التانية وزنهم اقل يبقى
+
+232
+00:21:58,660 --> 00:22:04,140
+انا بقدر اكتفي بالبندين هدول خد بالك بمعنى اخر ان
+
+233
+00:22:04,140 --> 00:22:09,300
+احنا بناخد البنود اللي الوزن تبعها او ال data
+
+234
+00:22:09,300 --> 00:22:13,740
+items هتقول ال data items بشكل ال feature set اللي
+
+235
+00:22:13,740 --> 00:22:18,580
+وزنها ال weight تبعها اكتر من ال .. لأن وزنها
+
+236
+00:22:18,580 --> 00:22:27,650
+لحالهوازنها لحاله ليش بيكفي في اتخاذ القرار الشيء
+
+237
+00:22:27,650 --> 00:22:31,030
+التاني انه لو انه ال rule based system يشتغل ك
+
+238
+00:22:31,030 --> 00:22:35,570
+dialogue ايش يعني dialogue يعني ال rule يعني اول
+
+239
+00:22:35,570 --> 00:22:42,090
+اشي بدنا نسأل هل ال object له wings yes or no هل
+
+240
+00:22:42,090 --> 00:22:45,950
+ال object له tail yes or no في حالة ال dialogue
+
+241
+00:22:45,950 --> 00:22:52,220
+بنبدأ الأسئلة بليشبالعناصر اللي لها وزن أكبر يعني
+
+242
+00:22:52,220 --> 00:23:02,480
+ببدأ بال feathers فأول سؤال بيكون انه فأول
+
+243
+00:23:02,480 --> 00:23:07,720
+سؤال بدي أفضل بقول هل له feathers ولا لا الان
+
+244
+00:23:07,720 --> 00:23:12,780
+الإجابة اللي هتجيلي ممكن يجيلي ياش ممكن يجيلي yes
+
+245
+00:23:12,780 --> 00:23:17,340
+او no او I don't know لا أعلم yes يعني plus one و
+
+246
+00:23:17,340 --> 00:23:23,320
+no يعني minus oneالـ0 يعني الـ zero الان في ال
+
+247
+00:23:23,320 --> 00:23:26,680
+dialogue انا بده استمر في السؤال عن ال features
+
+248
+00:23:26,680 --> 00:23:31,340
+واحدة واحدة لحد ما اصبح قادر على اتخاذ القرار او
+
+249
+00:23:31,340 --> 00:23:35,540
+ال system اللي بده يسأل لحد ما يصبح قادر الفيذرز
+
+250
+00:23:35,540 --> 00:23:40,820
+لحاله متكفيش الفيذرز و ال beak لحاله ممكن يكفوا
+
+251
+00:23:40,820 --> 00:23:45,160
+هرئيزة متوفرة للمعلومة بما بالسلبة و بالإيجابة
+
+252
+00:23:45,500 --> 00:23:48,940
+احتمالا مايكفيش هالكلام فاسير واسير لازم يسأل عن
+
+253
+00:23:48,940 --> 00:23:53,000
+ال feature اللي بعدهم بضلوا يستمر لحد دي نفس
+
+254
+00:23:53,000 --> 00:24:00,500
+المنطق ان لحد دي كمية اللي معلوم لديه أصبحت أكتر
+
+255
+00:24:00,500 --> 00:24:06,060
+وزنا من اللي لسه مش معروف لديها يعني الآن انا هنا
+
+256
+00:24:06,060 --> 00:24:10,480
+مجرد ما احنا سألنا features feathers و جالي plus
+
+257
+00:24:10,480 --> 00:24:17,800
+one one ضرب الوزن تبع ال feathersبطلع 2.8 هذا الان
+
+258
+00:24:17,800 --> 00:24:22,580
+هو حتى الان اللي معلوم اللي مش معلوم هم باجي لسه
+
+259
+00:24:22,580 --> 00:24:27,440
+مش معلومين لأنه dialogue احنا ماشيين اللي مش معلوم
+
+260
+00:24:27,440 --> 00:24:33,260
+الوزي تبقى 4.3 الآن بيسأل على ال next most
+
+261
+00:24:33,260 --> 00:24:39,100
+important او ال next highest weight feature اللي
+
+262
+00:24:39,100 --> 00:24:48,490
+هي ايش ال beak هل يلو beak اي نعمالـ Peak ال one
+
+263
+00:24:48,490 --> 00:24:52,350
+مضروبة في وزنها و اللي جابلها مضروبة في ال
+
+264
+00:24:52,350 --> 00:24:57,830
+feathers مضروبة في وزنها أعطاني اجمالي وزن خمسة في
+
+265
+00:24:57,830 --> 00:25:05,390
+المقابل اللي unknown أصبح 2.1 زي ما توقت فالآن بما
+
+266
+00:25:05,390 --> 00:25:09,550
+أنه صار وزن او اجمالي وزني المعلوم أكبر من اللي ده
+
+267
+00:25:09,550 --> 00:25:14,670
+أصلا مافي داعي أسأل و أكتفي بأنههدول ال two
+
+268
+00:25:14,670 --> 00:25:19,590
+features و قرر انه يشبهر هذا بالاسم ده rule one
+
+269
+00:25:19,590 --> 00:25:26,550
+اذا rule one اعطتني استنتاج هتعطني ماعطتنيش ينتقل
+
+270
+00:25:26,550 --> 00:25:31,830
+ليش ال reasoning او ال inference على rule two rule
+
+271
+00:25:31,830 --> 00:25:35,290
+two هتسألني برضه على نفس ال features بعض من ال
+
+272
+00:25:35,290 --> 00:25:37,770
+features حكون انا already عرفتهم من خلال ال
+
+273
+00:25:37,770 --> 00:25:39,450
+dialogue و بعضهم لسه ماعرفتش
+
+274
+00:25:42,320 --> 00:25:46,900
+الـ system بيجري حسبته على اللي انعرف وإذا بحتاج
+
+275
+00:25:46,900 --> 00:25:51,540
+يعرف أكتر بيسأل عن الباقي وبيشتغل بطريقة هذه فسواء
+
+276
+00:25:51,540 --> 00:25:57,380
+كان احنا بدنا نستخدم rules rules مختصرة او بدنا
+
+277
+00:25:57,380 --> 00:26:02,300
+نخل ال system يشتغل dialogue القالية واحدة في انه
+
+278
+00:26:02,300 --> 00:26:05,940
+احنا بنختار ال feature اول شي بنبدأ بال features
+
+279
+00:26:05,940 --> 00:26:11,100
+اللي اكتر اهمية صح بمعنى اللي وزنها اعلىو نمشي
+
+280
+00:26:11,100 --> 00:26:14,660
+بهذا الانتجار لحد دي وزن ال features اللي أصبحت
+
+281
+00:26:14,660 --> 00:26:18,880
+معلومة أكبر من وزن ال features اللي لسه مش معلومة
+
+282
+00:26:18,880 --> 00:26:26,260
+هذا يكفي لاتخيار القرار تبع ال role الأخر
+
+283
+00:26:26,260 --> 00:26:31,260
+نقطة اللي نحكي فيها هو أن نمكن أن ال system تبعك
+
+284
+00:26:31,260 --> 00:26:38,410
+يفجأ مش بسالهيبرد سيستم اللي يدمج بين الـ neural
+
+285
+00:26:38,410 --> 00:26:44,330
+network وبين ال rule based express system ممكن ال
+
+286
+00:26:44,330 --> 00:26:47,870
+hidden يبقى
+
+287
+00:26:47,870 --> 00:26:54,770
+فيها أكتر من one layer و ال rules تبقى موزعة على
+
+288
+00:26:54,770 --> 00:27:02,010
+عدة layers فعندك هنا مثال هذا موزع الخمسة rules
+
+289
+00:27:02,010 --> 00:27:07,830
+هذولة في layerبعد ذلك اعمل layer تانية بعد ذلك
+
+290
+00:27:07,830 --> 00:27:11,250
+اعمل layer تالتة اللي يعني ال layers هذه المربعة
+
+291
+00:27:11,250 --> 00:27:15,050
+او ال nodes المربعة عبارة عن disjunction مسميها
+
+292
+00:27:15,050 --> 00:27:17,810
+disjunction layer لأن اللي فيها disjunction nodes
+
+293
+00:27:17,810 --> 00:27:22,650
+ايش يعني disjunction يعني or و ال conjunction
+
+294
+00:27:22,650 --> 00:27:26,490
+layers يعني ال nodes بتاعتها بتاخد ال input بتاعهم
+
+295
+00:27:26,490 --> 00:27:33,030
+ب end تتمجوا ب end واضح يعني R1 بتقول لي انه
+
+296
+00:27:40,360 --> 00:27:46,380
+R1 بتقول إذا A1 ال attribute هنا كإيه اختصار ال
+
+297
+00:27:46,380 --> 00:27:49,760
+attribute Attribute زيها زي ال feature Attribute
+
+298
+00:27:49,760 --> 00:27:54,140
+one and Attribute تلاتة and Attribute تلاتة
+
+299
+00:27:54,140 --> 00:28:03,380
+Attribute تلاتة و واحد then بي واحد بي واحد لأن بي
+
+300
+00:28:03,380 --> 00:28:11,070
+واحد تروح بس إلها وزن فالأوزان هذهبنقدر نخدها
+
+301
+00:28:11,070 --> 00:28:14,530
+نفهمها على انها certainty factors تذكروا ال
+
+302
+00:28:14,530 --> 00:28:17,770
+certainty factors هذه الأوزان الآن برضه من ورا
+
+303
+00:28:17,770 --> 00:28:22,830
+احنا ندقيها بتيجي من خلال ال training صح؟ اه، يبقى
+
+304
+00:28:22,830 --> 00:28:26,090
+انا الآن ال neural network زي في المثال الأولاني
+
+305
+00:28:26,090 --> 00:28:29,850
+ال neural network بتفيدني في شغلة مهمة وهي إعطاء
+
+306
+00:28:29,850 --> 00:28:33,530
+الوزن نسبة لكل واحد من العوامل المؤثر على ال rule
+
+307
+00:28:33,530 --> 00:28:38,850
+وهذا الكلام بيجي من خلال التدريب قبل هيكةلما
+
+308
+00:28:38,850 --> 00:28:42,110
+ماكناش بندمج لما كنا بنحكي عن ال rule based لحاله
+
+309
+00:28:42,110 --> 00:28:46,490
+كنا من اين ناخد ال certainty factors من ال expert
+
+310
+00:28:46,490 --> 00:28:49,550
+ال expert اصلا من اين جاب ال certainty factors؟ من
+
+311
+00:28:49,550 --> 00:28:55,010
+خبرته من خبرته السابقة احنا دلوقتي نعطي خبرته على
+
+312
+00:28:55,010 --> 00:28:59,090
+شكل حالات سابقة نغذيها لل network ال network ايش
+
+313
+00:28:59,090 --> 00:29:05,120
+بتسوي؟بتضبط الأوزان أو بتستكشف الأوزان و بتثبتها
+
+314
+00:29:05,120 --> 00:29:10,020
+هذه الأوزان أصبحت عبارة عن certainty factors لل
+
+315
+00:29:10,020 --> 00:29:16,420
+system فهذه disjunction
+
+316
+00:29:16,420 --> 00:29:20,280
+nodes بتغذي
+
+317
+00:29:20,280 --> 00:29:23,960
+اللي بعدها و في الآخر في عندي انا هنا برضه
+
+318
+00:29:23,960 --> 00:29:26,560
+disjunction nodes اللي هي بتعطيني ال output
+
+319
+00:29:26,560 --> 00:29:33,120
+النهائيهذا البرنامج يتم
+
+320
+00:29:33,120 --> 00:29:37,740
+تدريبه وبعد ذلك يحصل ان يعطيني ال output او اذا
+
+321
+00:29:37,740 --> 00:29:42,200
+قلت باخد ال rules انا و بصيغها في ال rule based
+
+322
+00:29:42,200 --> 00:29:44,980
+express system قلنا اذا صيغتها في ال rule based
+
+323
+00:29:44,980 --> 00:29:49,220
+express system بحصل على computation اقل و بحصل على
+
+324
+00:29:49,220 --> 00:29:56,340
+explanation صح بصير اقدر اعمل explanation فهذا
+
+325
+00:29:56,340 --> 00:30:01,930
+المثال التانيزي ما قلنا ممكن تبقى النورة و هو
+
+326
+00:30:01,930 --> 00:30:07,030
+عمليا في الحياة العملية تكون النسائل بتطلب اكثر من
+
+327
+00:30:07,030 --> 00:30:12,050
+layer في ال hidden ما بين ال input و ما بين ال
+
+328
+00:30:12,050 --> 00:30:21,950
+output اسألي السؤال طيب توزيع ال rules توزيع ال
+
+329
+00:30:21,950 --> 00:30:26,450
+rules هذه مين اللي حدد ان ال rules هذه تاخد input
+
+330
+00:30:26,450 --> 00:30:32,940
+واحد فقطمن حدد اللي هذي تاخد input من A3 و A4 من
+
+331
+00:30:32,940 --> 00:30:36,560
+حدد اللي هو إيش ال topology تبع ال networking
+
+332
+00:30:36,560 --> 00:30:44,880
+topology يعني كيفية تربيط ال أو ربط ال nodes بعض
+
+333
+00:30:44,880 --> 00:30:49,040
+يعني مش معناه هذي بتاخد بس من هنا بينما هذي بتاخد
+
+334
+00:30:49,040 --> 00:30:54,300
+هذا و هذا هذا الكلام هنا في هذا المثالبيجي من ال
+
+335
+00:30:54,300 --> 00:30:58,800
+human expert تمام ال human expert هو اللي بيقولي
+
+336
+00:30:58,800 --> 00:31:05,060
+منطقيا انا بقدر اصيب ال rule على انها اذا كان هذا
+
+337
+00:31:05,060 --> 00:31:10,140
+ال attribute و هذا ال attribute بقدر استنتج هذا
+
+338
+00:31:10,140 --> 00:31:13,760
+الكلام وهذا الكلام مع ال output اللي جاء من هنا
+
+339
+00:31:13,760 --> 00:31:18,620
+بقدر استنتج هذا الكلام واضح فال topology او تربية
+
+340
+00:31:18,620 --> 00:31:22,870
+النتر مع بعضها في هذا المثالجايب من ال human
+
+341
+00:31:22,870 --> 00:31:28,790
+expert بس استغناء عن ال human expert في ايش هنا في
+
+342
+00:31:28,790 --> 00:31:33,510
+ايش استغناء عن ال human expert في الأوزان اللي هي
+
+343
+00:31:33,510 --> 00:31:36,230
+ال certain ال certainties من أين أجد ال
+
+344
+00:31:36,230 --> 00:31:38,710
+certainties من عملية التدريب عملية تدريب لل
+
+345
+00:31:38,710 --> 00:31:44,150
+network مظبوط في أمثل أخرى احنا ممكن عمليا كمان
+
+346
+00:31:44,150 --> 00:31:48,350
+نستغنى عن ال human expert في حتى كمان العلاقات ما
+
+347
+00:31:48,350 --> 00:31:50,870
+بين ال rules ان ال rule
+
+348
+00:31:54,930 --> 00:32:05,470
+يتحددلها ال input تبعها من خلال عملية التدريب طيب
+
+349
+00:32:05,470 --> 00:32:08,690
+ماشي الحل احنا هي كما نكون خلصنا الحكي عن ال
+
+350
+00:32:08,690 --> 00:32:12,530
+hybrid express system اللي بيدمش بين او مثال على
+
+351
+00:32:12,530 --> 00:32:15,050
+hybrid express system اللي بيدمش بين neural
+
+352
+00:32:15,050 --> 00:32:21,310
+network و ما بين ال rule based inference اسمه ايه
+
+353
+00:32:21,310 --> 00:32:26,320
+ايشنورا express system أو نورا ال express system
+
+354
+00:32:26,320 --> 00:32:29,960
+المحاضرة الجاية ان شاء الله بتشوف اللي هو ال fuzzy
+
+355
+00:32:29,960 --> 00:32:35,180
+system مع ال express system يعني ال fuzzy logic مع
+
+356
+00:32:35,180 --> 00:32:40,700
+ال express system في hybrid system واحد يعطيكم
+
+357
+00:32:40,700 --> 00:32:41,100
+العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y.srt
new file mode 100644
index 0000000000000000000000000000000000000000..ce503c0c486cfd81f6c088d9761e6e88f6825b92
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y.srt
@@ -0,0 +1,1445 @@
+1
+00:00:20,790 --> 00:00:23,750
+بسم الله الرحمن الرحيم احنا اليوم إن شاء الله بدنا
+
+2
+00:00:23,750 --> 00:00:30,510
+نكمل الـ a priori algorithm اللي هي بتستخدم في
+
+3
+00:00:30,510 --> 00:00:38,110
+استخلاص association rules من a set of transactions
+
+4
+00:00:38,110 --> 00:00:42,730
+الـ set of transactions كان اللي هو بنرجع لورا شوية
+
+5
+00:00:42,730 --> 00:00:46,410
+عشان أذكركم، هذا عبارة عن set of transactions
+
+6
+00:00:46,410 --> 00:00:49,530
+الـ transaction الواحدة بتكون مجموعة من الـ items
+
+7
+00:00:50,220 --> 00:00:54,200
+الآن الـ a priori algorithm هي عبارة
+
+8
+00:00:54,200 --> 00:00:59,200
+عن طريقة لاستخلاص association rules اللي
+
+9
+00:00:59,200 --> 00:01:04,440
+نقدر نستخدمها في أن نحنا نعرف الـ item الفلاني إيش
+
+10
+00:01:04,440 --> 00:01:09,860
+عادة لو تم شراؤه، إيش عادة ممكن يكون أيضا ينشتري
+
+11
+00:01:09,860 --> 00:01:10,280
+معه
+
+12
+00:01:14,620 --> 00:01:19,660
+نرجع ثانية للـ Algorithm، بس برضه نركز على أن نذكر
+
+13
+00:01:19,660 --> 00:01:23,040
+بمفهوم الـ item set، الـ item set اللي هو أي تشكيلة
+
+14
+00:01:23,040 --> 00:01:27,900
+من الـ items، مجمع الـ items المتاحة، أي تشكيلة منها
+
+15
+00:01:27,900 --> 00:01:33,660
+بشكل item set، الـ item sets هذه ممكن تبقى مفردة أو
+
+16
+00:01:33,660 --> 00:01:41,290
+ممكن تبقى زوجية أو ثلاثية أو أكثر حسب كم عدد الـ
+
+17
+00:01:41,290 --> 00:01:44,850
+items اللي عندنا هنا، item  مثل الـ items اللي هنا a
+
+18
+00:01:44,850 --> 00:01:49,570
+,b,c,d أربعة items بس، فبنقدر نشكل إما ثنائي أو
+
+19
+00:01:49,570 --> 00:01:54,730
+ثلاثي أو أكثر، الشيء اللي هو الـ item، الـ items كلها
+
+20
+00:01:54,730 --> 00:01:59,490
+مع بعض، بعدين المفهوم الثاني اللي هو بدنا نذكره
+
+21
+00:01:59,490 --> 00:02:03,110
+هو اللي هو الـ frequency، الـ item set frequency
+
+22
+00:02:03,110 --> 00:02:06,690
+الـ frequency بتاعت الـ item set هو عدد مرات الـ items
+
+23
+00:02:06,690 --> 00:02:12,970
+دي بتتكرر في الـ transactions مع بعض، وين في الـ
+
+24
+00:02:12,970 --> 00:02:16,870
+transactions، اه الـ support بالضبط اللي هو، عدد مرات
+
+25
+00:02:16,870 --> 00:02:21,610
+هذول الـ items بظهروا، عدد مرات ظهورهم في كم
+
+26
+00:02:21,610 --> 00:02:24,290
+transaction من مجموع الـ transactions، يعني سبعة
+
+27
+00:02:24,290 --> 00:02:29,570
+transactions كم مرة وظهر هذول الـ two items أو
+
+28
+00:02:29,570 --> 00:02:32,170
+هذا الـ item set أو هذا أو أي واحد، لأن الـ frequency
+
+29
+00:02:32,170 --> 00:02:38,010
+هذه، إذا كان عندي minimum support، معناه ذلك أن أنا
+
+30
+00:02:38,010 --> 00:02:44,250
+مهتم بالـ item sets اللي الـ frequency بتاعتها تساوي
+
+31
+00:02:44,250 --> 00:02:48,150
+أو أكثر من هذا الـ minimum، مش مهتم بالـ item sets
+
+32
+00:02:48,150 --> 00:02:52,170
+اللي الـ frequency بتاعتها أقل من الـ minimum
+
+33
+00:02:52,170 --> 00:02:57,770
+support، صح؟ لأن أنا، زي ما أنتم شايفين الـ item
+
+34
+00:02:57,770 --> 00:03:02,730
+lettuce هي item set، lettuce و كانت أكبر بكثير، فأنا
+
+35
+00:03:02,730 --> 00:03:05,570
+مش مهتم بالـ ... بالـ ... بالـ item sets اللي الـ
+
+36
+00:03:05,570 --> 00:03:08,950
+frequency بتاعتها ضعيفة، بدي أبني rules من item sets
+
+37
+00:03:08,950 --> 00:03:18,230
+اللي الـ frequency بتاعتها عالية، مهو
+
+38
+00:03:18,230 --> 00:03:22,210
+الـ frequency ... الـ frequency بتاعت الـ ... الـ item
+
+39
+00:03:22,210 --> 00:03:26,070
+set على أساس أنا بطلع على الـ frequency بتاعت الـ
+
+40
+00:03:26,070 --> 00:03:33,470
+item set، بس بدي ... أقل من الـ support المطلوب، أقل من
+
+41
+00:03:33,470 --> 00:03:37,610
+الـ support المطلوب، أقل من الـ minimum support
+
+42
+00:03:37,610 --> 00:03:41,410
+المفروض يكون أقل من الـ frequency المطلوب، ماهو إيش
+
+43
+00:03:41,410 --> 00:03:43,390
+الـ frequency، إحنا هنا عندنا minimum support و
+
+44
+00:03:43,390 --> 00:03:47,430
+minimum confidence، إيش الـ minimum frequency هي الـ
+
+45
+00:03:47,430 --> 00:03:49,990
+minimum frequency هي الـ minimum support، الـ
+
+46
+00:03:49,990 --> 00:03:52,710
+frequent support، هذه بتختلف، الـ confidence، الـ
+
+47
+00:03:52,710 --> 00:03:59,400
+confidence، اه لما بيجي نأخذ الـ item sets بنحسب الـ
+
+48
+00:03:59,400 --> 00:04:03,160
+confidence بتاعت الـ rule و بنستثني الـ rules اللي
+
+49
+00:04:03,160 --> 00:04:05,800
+الـ confidence بتاعتها أقل، بس ده لسه قدام، الـ support
+
+50
+00:04:05,800 --> 00:04:08,900
+اللي بنحكيه هو نفس معنى الـ frequency للـ
+
+51
+00:04:08,900 --> 00:04:11,700
+frequency، بالضبط هو معنى الـ frequency يعني كده
+
+52
+00:04:11,700 --> 00:04:15,900
+تكرارها، فهو أصلا مفهوم الـ support لما إحنا حكينا
+
+53
+00:04:15,900 --> 00:04:20,140
+قلنا إنه
+
+54
+00:04:20,140 --> 00:04:27,020
+الـ rule لما
+
+55
+00:04:27,020 --> 00:04:30,180
+قلنا هي rule، هذا الهدف واضح، أن الـ support تبقى
+
+56
+00:04:30,180 --> 00:04:36,460
+٥٠٪، إيش يعني؟ يعني هدول الـ two items أجوا مع بعض
+
+57
+00:04:36,460 --> 00:04:43,120
+بتكرار، بـ frequency في أربعة من سبعة transactions
+
+58
+00:04:43,120 --> 00:04:47,560
+فمن هنا اتبعت الـ frequency بالـ support لما أنا
+
+59
+00:04:47,560 --> 00:04:53,240
+بقول minimum support، يعني minimum frequency، اتفقنا
+
+60
+00:04:53,240 --> 00:05:00,040
+على أن هنا نستثني الـ item sets الـ frequency بتاعتها
+
+61
+00:05:00,040 --> 00:05:06,540
+أقل من الـ minimum support، صح؟ و بنستثني أي subset،
+
+62
+00:05:06,540 --> 00:05:12,200
+أي item set بيبنى عليها، في سؤال ثاني؟
+
+63
+00:05:19,070 --> 00:05:21,810
+الـ D لحالها؟ اه، الـ D اللي إحنا استخلصناها أساسا من
+
+64
+00:05:21,810 --> 00:05:24,670
+الأول، عارفين إحنا استخلصناها ليش؟ استخلصناها لإنه من أقل
+
+65
+00:05:24,670 --> 00:05:27,530
+من أو من سبقه، اه بس بقدر أطلع في rule برضه أن الـ D
+
+66
+00:05:27,530 --> 00:05:31,470
+مش هتيجي إلا لو كان معاها A، يعني كـ frequency عالي
+
+67
+00:05:31,470 --> 00:05:35,290
+أكثر، frequency إيجي معاها، أن مثلا على الـ A الـ D؟
+
+68
+00:05:35,290 --> 00:05:38,130
+اه بس ما يكون معاكس، مثلا الـ D مستحيل ييجي معاكس
+
+69
+00:05:38,130 --> 00:05:42,450
+يعني أو ييجي زي هيك، قصدي أنه إحنا لما نستخلصها، اه
+
+70
+00:05:42,450 --> 00:05:45,580
+تمام؟ بالضبط، بالأول والآخر الـ D هي عبارة عن الـ
+
+71
+00:05:45,580 --> 00:05:50,600
+product، أنا مهتم في هذا، بس إيش أنا مهتم في إيش
+
+72
+00:05:50,600 --> 00:05:54,580
+الآن، أنا كده مهتم أن الـ D هذه لو بدي أنا أجيبها
+
+73
+00:05:54,580 --> 00:05:57,940
+مع product تانية، إيش أكثر product أنا بدي أضيف
+
+74
+00:05:57,940 --> 00:06:01,800
+معاها، تمام، ده ممكن إذا أنت مهتم بيه، إيش أكثر
+
+75
+00:06:01,800 --> 00:06:07,880
+product ممكن ييجي معاها، تمام، بتشوف هذا وهذا، إيش
+
+76
+00:06:07,880 --> 00:06:13,010
+الـ frequencies بتاعتهم، أصلا هذا هو السؤال، إنه أي
+
+77
+00:06:13,010 --> 00:06:17,770
+item، إيش أكثر product ممكن ييجي معاه، لأ إحنا
+
+78
+00:06:17,770 --> 00:06:21,450
+عايزين نعرف إنه لو أنا، لو الـ customer هيشتري دي
+
+79
+00:06:21,450 --> 00:06:26,690
+تمام، إيش غالبا هيشتري؟ هيشتري كده وكده، طيب بس
+
+80
+00:06:26,690 --> 00:06:33,550
+المهم إنه أنا الـ D هذا، الـ D هذا إذا هو نسبة شراءه
+
+81
+00:06:33,550 --> 00:06:39,140
+منخفضة جدا، نسبة شراءه منخفضة للغاية جدا، الـ business
+
+82
+00:06:39,140 --> 00:06:43,180
+logic إنه أنا مش مهتم بعد هيك، إذا هو نفسه منخفض
+
+83
+00:06:43,180 --> 00:06:48,640
+أكثر شراءه، يعني مثلا الصنف هذا مش عارف كيف بهمني
+
+84
+00:06:48,640 --> 00:06:54,640
+أمره كتير، لأنه نسبة شراءه عالية، صحيح لما يتكرر هو كـ
+
+85
+00:06:54,640 --> 00:07:01,340
+item في أربعة من سبعة، سبعة وخمسين، هذا مش بسيط، أنا
+
+86
+00:07:01,340 --> 00:07:03,980
+مهتم بالخمسة والعشرين فما فوق، مش كان هيك الـ minimum
+
+87
+00:07:03,980 --> 00:07:08,580
+support كان هنا في الأول، ما بدأنا أول ما بدأنا
+
+88
+00:07:08,580 --> 00:07:12,580
+minimum support، تخيلوا items أقل من خمسة وعشرين
+
+89
+00:07:12,580 --> 00:07:18,640
+في المئة، مش هتفيدني كتير، ليش؟ لأنه لسه الـ ٢٥ هذه،
+
+90
+00:07:18,640 --> 00:07:24,260
+إذا هو أقل من الـ ٢٥، لسه هتضعف الـ support مع الـ
+
+91
+00:07:24,260 --> 00:07:28,020
+rules اللي بدها تتفرع منها، وأصل إحنا ليش قارين
+
+92
+00:07:28,020 --> 00:07:35,360
+نستثني؟ ليش نستثني اللي بتفرع من الـ D؟ لأن الـ
+
+93
+00:07:35,360 --> 00:07:41,940
+probability، احتمالية الـ combination هذه هي أقل من
+
+94
+00:07:41,940 --> 00:07:44,260
+الـ case بتاعتها، هي الـ probability بتاعتها هي الـ case
+
+95
+00:07:44,260 --> 00:07:49,300
+بتاعتها، هي الـ probability بتاعتها هي الـ case بتاعتها
+
+96
+00:07:49,300 --> 00:07:50,160
+هي الـ case بتاعتها، هي الـ case بتاعتها، هي الـ case
+
+97
+00:07:50,160 --> 00:07:54,860
+بتاعتها، هي الـ case بتاعتها، هي الـ case بتاعتها، هي الـ
+
+98
+00:07:54,860 --> 00:07:55,720
+case بتاعتها، هي الـ case بتاعتها، هي الـ case بتاعتها، هي
+
+99
+00:07:55,720 --> 00:07:57,840
+الـ case بتاعتها، هي الـ case بتاعتها، هي الـ case بتاعتها
+
+100
+00:07:57,840 --> 00:08:00,360
+case بتاعتها، هي الـ case بتاعتها، هي الـ case بتاعتها، هي
+
+101
+00:08:00,360 --> 00:08:07,080
+الـ case بتاعتها، هي الـ case بتاعتها، هي الـ case بتاعتها
+
+102
+00:08:07,080 --> 00:08:08,820
+هي الـ case بتاعتها، هي الـ case بتاعتها، هي الـ case
+
+103
+00:08:08,820 --> 00:08:11,580
+بتاعتها، هي الـ case بتاعتها، هي، على هذا المبدأ
+
+104
+00:08:11,580 --> 00:08:15,040
+نستثني
+
+105
+00:08:15,040 --> 00:08:20,220
+بما أن هذا الـ item set، الـ frequency بتاعته أقل من
+
+106
+00:08:20,220 --> 00:08:24,020
+المطلوب، يبقى كل ما يبقى أقل، يبقى نستثنيه من الكل،
+
+107
+00:08:24,020 --> 00:08:30,720
+بعد ذلك
+
+108
+00:08:30,720 --> 00:08:35,160
+رأينا كيف نعمل
+
+109
+00:08:35,160 --> 00:08:39,660
+أولا، نبدأ بالـ single items
+
+110
+00:08:43,700 --> 00:08:48,580
+خلّينا نبدأ بالاطلاع على الـ steps، الـ first step أن
+
+111
+00:08:48,580 --> 00:08:54,660
+إحنا بنبدأ بالـ single item، بالـ single item item
+
+112
+00:08:54,660 --> 00:08:57,020
+sets، يعني الـ item sets اللي بتحتوي على single item
+
+113
+00:08:57,020 --> 00:09:01,680
+تمام، نحسب مين الـ support بتاعه ونستثني اللي أقل من
+
+114
+00:09:01,680 --> 00:09:06,600
+الـ minimum، الآن هدول الـ single item item sets، الـ
+
+115
+00:09:06,600 --> 00:09:10,980
+item sets الفردية بنعتبرهم seeds عشان نعمل منهم الـ
+
+116
+00:09:10,980 --> 00:09:11,540
+two item
+
+117
+00:09:14,750 --> 00:09:18,470
+الزوجية، فبنعمل في الـ second pass، الـ algorithm
+
+118
+00:09:18,470 --> 00:09:22,690
+uses a seed set، هم عبارة عن single item item set
+
+119
+00:09:22,690 --> 00:09:26,610
+to generate two item، two item، إيش item sets
+
+120
+00:09:26,610 --> 00:09:30,850
+candidate هنا، لأن لسه هم، لما نطلعهم الـ item sets
+
+121
+00:09:30,850 --> 00:09:34,790
+لسه بدنا نقيم، بدنا نحسب الـ frequency بتاعتهم عشان
+
+122
+00:09:34,790 --> 00:09:40,770
+نشوف مين منهم أكثر ومين منهم أقل من الـ support الـ
+
+123
+00:09:40,770 --> 00:09:46,410
+minimum، فهم، أول ما بنعملهم  candidates، شركة
+
+124
+00:09:46,410 --> 00:09:51,050
+ما بسميهم candidates، بعد ما بنقيمهم، بنشيل اللي أقل و
+
+125
+00:09:51,050 --> 00:09:57,010
+بنستثنيه وبيظهر لنا اللي بنأخذه، لأن each candidate
+
+126
+00:09:57,010 --> 00:10:03,190
+item set is produced by joining two item sets من
+
+127
+00:10:03,190 --> 00:10:06,730
+فردة، two single item item sets، أو ده seed set
+
+128
+00:10:09,590 --> 00:10:13,250
+الآن من الـ item sets المفردة عملنا combination
+
+129
+00:10:13,250 --> 00:10:17,330
+لها، لأن هدول كلهم عبارة عن واحد وعشرين candidates
+
+130
+00:10:17,330 --> 00:10:21,030
+لما تحسبوا الـ frequency بتاعتهم، كيف تحسبوا الـ
+
+131
+00:10:21,030 --> 00:10:28,230
+frequency بتاعتهم؟ نضرب نسبة وجود الاتنين مع بعض في
+
+132
+00:10:28,230 --> 00:10:32,950
+الـ transactions، كم الـ transaction أجى فيها beef و
+
+133
+00:10:32,950 --> 00:10:38,430
+bread مع بعض، صح؟ من عدد الـ transactions الإجمالي، هذه
+
+134
+00:10:38,430 --> 00:10:43,970
+هي ليش الـ frequency بتاعت الـ item set ولا لأ؟ اللي
+
+135
+00:10:43,970 --> 00:10:48,030
+منخفضة، الـ frequency بتاعتها أقل من الـ minimum support
+
+136
+00:10:48,030 --> 00:10:52,130
+بنستخدمه، فبعد ما نسوي هذه العملية، طويلة معاه بس
+
+137
+00:10:52,130 --> 00:10:58,770
+اللي هو الأربعة، الأربعة هدول okay لأن الأربعة دول
+
+138
+00:10:58,770 --> 00:11:03,870
+لو بيحصلوا seeds لمين؟ للخطوة اللاحقة اللي هي three
+
+139
+00:11:03,870 --> 00:11:09,010
+item item sets، صح؟ كيف ممكن أنا أعمل three item
+
+140
+00:11:09,010 --> 00:11:13,110
+item sets من بدي
+
+141
+00:11:13,110 --> 00:11:19,090
+آجي على two item sets  مشتركين في عنصر واحد، وأعمل آخذ الـ
+
+142
+00:11:19,090 --> 00:11:25,690
+union بتاعتهم، يعني بدي آجي لـ beef milk، milk sauce، و
+
+143
+00:11:25,690 --> 00:11:32,810
+بيصير عندي beef milk sauce، و
+
+144
+00:11:32,810 --> 00:11:36,790
+بعدين beef milk spaghetti، طبعا؟ okay، لأن أنت خدت
+
+145
+00:11:36,790 --> 00:11:40,570
+هذا وخدت هذا، إيش الـ union بتبقى إحنا؟ الـ union ليه
+
+146
+00:11:40,570 --> 00:11:46,010
+يحتوي على عنصر متكرر، صح؟ فبدك ت... وخدت هذا مع هذا
+
+147
+00:11:46,010 --> 00:11:50,470
+برضه، خدت برضه هذا مع هذا على ... join على spaghetti
+
+148
+00:11:50,470 --> 00:11:56,350
+مظبوط؟ okay، وهذا مع هذا join على الـ sauce، مظبوط؟
+
+149
+00:11:56,710 --> 00:12:01,090
+فبيطلع عندك الآن اللي
+
+150
+00:12:01,090 --> 00:12:08,470
+هم واحد، اثنين، ثلاثة، هدول الثلاثة برضه candidates
+
+151
+00:12:08,470 --> 00:12:15,050
+لما تحسب الـ frequency بتاعتهم وتشوف مين منهم أقل أو
+
+152
+12:15,050 --> 00:12:20,810
+أعلى من الـ minimum support، بيطلع معاك يعني هذا
+
+153
+00:12:20,810 --> 00:12:29,090
+تحسبه، أو تحسبه هنا، فبيظل معاك بس اللي هو هذا الـ
+
+154
+00:12:29,090 --> 00:12:35,230
+milk sauce spaghetti، والـ item set الوحيد الأعلى في
+
+155
+00:12:35,230 --> 00:12:37,690
+الـ support بتاعه، الـ frequency بتاعته من الـ minimum
+
+156
+00:12:37,690 --> 00:12:45,930
+support، ماشي، okay، okay، الآن بعد هيك من هذا إيش أنا
+
+157
+00:12:45,930 --> 00:12:50,830
+بقدر أطلع، خلاص يعني لو في أربعة طلع اثنين ثلاثيات،
+
+158
+00:12:50,830 --> 00:12:58,020
+أنا ببدأ أدمجهم عشان أطلع منهم كمان، مظبوط؟ لكن
+
+159
+00:12:58,020 --> 00:13:00,460
+مافيش، إيه اللي هي ده، يبقى نتيجة، فالآن الـ algorithm
+
+160
+00:13:00,460 --> 00:13:04,020
+في الـ phase الأول تبعها اللي هو generating الـ item
+
+161
+00:13:04,020 --> 00:13:07,800
+set، لأن لو تتذكروا الـ phase الأول، أولا generate
+
+162
+00:13:07,800 --> 00:13:16,360
+إيش item sets، generate
+
+163
+00:13:16,360 --> 00:13:23,480
+بتحط هنا frequent item sets، مظبوط، الـ algorithm
+
+164
+00:13:23,970 --> 00:13:28,670
+بتطلع لي في الأول بس الـ frequency، يعني اللي الـ
+
+165
+00:13:28,670 --> 00:13:31,650
+frequency بتاعتها أكبر من الـ ... بعدين الخطوة
+
+166
+00:13:31,650 --> 00:13:38,110
+الثانية إيش كانت؟ الـ rules، الـ rules، الـ association
+
+167
+00:13:38,110 --> 00:13:45,390
+rules، فعمليا الآن هذا الـ item set اللي طلع معانا
+
+168
+00:13:45,390 --> 00:13:52,150
+بدي أبني منه rules، بقدر أطلع منه أكثر من rule، لأن in
+
+169
+00:13:52,150 --> 00:13:57,770
+general، أنا لو عندي أي item set، why؟ لأني ممكن آخذ subset
+
+170
+00:13:57,770 --> 00:14:04,730
+alone، هنا ثلاثة، لو أخدت beef لحالها، لو شيلت beef
+
+171
+00:14:04,730 --> 00:14:13,570
+هيطلع معايا milk، هاي beef لحالها subset، و milk مع
+
+172
+00:14:13,570 --> 00:14:21,390
+sauce، another subset، هاي two subsets، لو شيلت milk
+
+173
+00:14:22,280 --> 00:14:30,980
+milk لحالها subset، و beef مع sauce
+
+174
+00:14:30,980 --> 00:14:34,140
+هاي كمان two subsets، هاي سبعة، اللي هي
+
+223
+00:18:46,900 --> 00:18:47,860
+X
+
+224
+00:18:58,420 --> 00:19:01,440
+هنا لما أقول معايا الـ 80% مش هالـ 80% كانت الـ
+
+225
+00:19:01,440 --> 00:19:04,720
+confidence تبع إيش؟ تبع الـ sauce إلى الـ spaghetti
+
+226
+00:19:04,720 --> 00:19:17,380
+وين الـ Y؟ هنا الـ Y هي الـ sauce مع الـ spaghetti، و
+
+227
+00:19:17,380 --> 00:19:23,940
+الـ X عندي هي الـ sauce، تمام
+
+228
+00:19:23,940 --> 00:19:29,560
+و أنا أعمل rule بتقول: من X إلى Y، نقص X اللي هي يعني
+
+229
+00:19:29,560 --> 00:19:36,480
+من Y نقص X؟ spaghetti صح؟ شيل الصوص من Y، بطالة
+
+230
+00:19:36,480 --> 00:19:40,600
+spaghetti كمان؟ فالـ confidence تبع هذه الكلام
+
+231
+00:19:40,600 --> 00:19:48,160
+إيش كان؟ هو عبارة عن قد إيش نسبة، قد إيش الـ
+
+232
+00:19:48,160 --> 00:19:54,800
+support تبع هذا الكلام كله، صح؟ Y
+
+233
+00:19:57,130 --> 00:20:05,010
+على الـ support تبع الـ X، يعني كم مرة كان ظهر X،
+
+234
+00:20:05,010 --> 00:20:13,270
+الصوص؟ خمس مرات. Y اللي هم الصوص مع الـ spaghetti
+
+235
+00:20:13,270 --> 00:20:17,150
+كم مرة كان ظهرها؟ أربعة. كان عند الصوص ظهرها في
+
+236
+00:20:17,150 --> 00:20:21,530
+خمس transactions، أربعة منهم كان معاها الصوص مع الـ
+
+237
+00:20:21,530 --> 00:20:29,760
+spaghetti، صح؟ فمن هنا أجد 80% اللي هم 4 على 5، وهي
+
+238
+00:20:29,760 --> 00:20:34,420
+نفس حسبتنا
+
+239
+00:20:34,420 --> 00:20:41,480
+هنا، صح
+
+240
+00:20:41,480 --> 00:20:45,580
+نرجع ثاني، وبالتالي أنا ما أحسب الـ confidence دي، أنا
+
+241
+00:20:45,580 --> 00:20:50,200
+صار عندي candidate rules، candidate rules اللي هم
+
+242
+00:20:50,200 --> 00:20:53,480
+هاي واحدة R1
+
+243
+00:20:56,900 --> 00:21:02,240
+R2، يجب أن تحسب الـ confidence R1، يجب أن تحسب الـ
+
+244
+00:21:02,240 --> 00:21:14,020
+support الكبير Y على الـ support الـ condition، صح؟
+
+245
+00:21:14,020 --> 00:21:20,520
+إذا كان أكبر من أو يساوي الـ minimum، يمكن أن أتركها
+
+246
+00:21:24,610 --> 00:21:28,830
+تمام، فعندك هنا الـ ... إيش اللي احنا كنا بنطلع عليه؟
+
+247
+00:21:28,830 --> 00:21:34,310
+الـ beef مع الـ ... في الأول ... ثم شوية ... اوكي
+
+248
+00:21:34,310 --> 00:21:38,390
+لنفترض أن في عندي أنا قاعدة تحتوي بس على الـ beef و
+
+249
+00:21:38,390 --> 00:21:41,950
+الـ milk، فلان ... مش عارف ثاني
+
+250
+00:21:58,800 --> 00:22:08,820
+الآن X واحد هو beef لحاله، تمام، و
+
+251
+00:22:08,820 --> 00:22:14,600
+X اتنين هو milk لحاله، الآن
+
+252
+00:22:14,600 --> 00:22:23,560
+في عندي two rules، rule one اللي هي أن X واحد ده
+
+253
+00:22:23,560 --> 00:22:26,320
+هي ترجمتها milk، beef
+
+254
+00:22:30,370 --> 00:22:37,790
+Rule 2، DX2، ترجمتها
+
+255
+00:22:37,790 --> 00:22:42,030
+milk، الآن
+
+256
+00:22:42,030 --> 00:22:52,310
+الـ confidence بيساوي الـ support، الـ confidence تبع
+
+257
+00:22:52,310 --> 00:23:00,660
+rule واحد بيساوي الـ support Y على Support X1، هو
+
+258
+00:23:00,660 --> 00:23:06,260
+يساوي، لو طلعنا نرجع للـ transactions حيث لقينا beef و
+
+259
+00:23:06,260 --> 00:23:16,440
+milk جايين، جايين مرتين من السبعة، وفي الـ ... هو الـ
+
+260
+00:23:16,440 --> 00:23:19,700
+beef جاي مرتين من السبعة، وفي المرتين جاي معانا milk
+
+261
+00:23:19,700 --> 00:23:23,820
+تسعة
+
+262
+00:23:23,820 --> 00:23:26,720
+وعشرين، هي عبارة عن اتنين على السبعة، وبيطلع الـ
+
+263
+00:23:26,720 --> 00:23:29,740
+support واحد، اسم الـ confidence واحد، confidence
+
+264
+00:23:29,740 --> 00:23:32,060
+معانا الـ confidence لحاله، بس تلاحظ أن احنا مش
+
+265
+00:23:32,060 --> 00:23:36,200
+معانا الـ confidence لحاله، احنا هذه طلعت معانا
+
+266
+00:23:36,200 --> 00:23:38,920
+أصلًا لأن الـ support تبعها كان ... طبعًا الـ support
+
+267
+00:23:38,920 --> 00:23:43,420
+تبع الـ confidence، الـ sets هدول كويس، لأن بس هذا
+
+268
+00:23:43,420 --> 00:23:46,020
+لا يكفي واحد الـ support لحاله، أو الـ confidence
+
+269
+00:23:46,020 --> 00:23:50,760
+لحاله، يعني، لأن التانية هتطلع الـ confidence تبعها
+
+270
+00:23:53,870 --> 00:23:56,690
+بعد عمره الـ 29، هي الـ support تبقى طويلة في
+
+271
+00:23:56,690 --> 00:24:03,790
+الحالتين، هنا 57%، لأن الـ milk الـ support تبقى عالية، و
+
+272
+00:24:03,790 --> 00:24:10,270
+بس في مرتين منهم جايين عادي، فانخفض الـ confidence
+
+273
+00:24:10,270 --> 00:24:15,190
+تبقى أبوه ككل، صارت 50%، الآن هذه على الرغم من أن الـ
+
+274
+00:24:15,190 --> 00:24:19,510
+support كويس، إلا أن الـ confidence منخفض، فخرقت أحد
+
+275
+00:24:19,510 --> 00:24:23,620
+الشرطين، الشرطين اللي لازم يبقى الـ support أكثر من
+
+276
+00:24:23,620 --> 00:24:27,340
+25، والـ confidence أكثر من 75، فهذا ليس حق يطلع حتى
+
+277
+00:24:27,340 --> 00:24:31,700
+استثناء، will be discarded، عن جهة الهم، يعني هو
+
+278
+00:24:31,700 --> 00:24:34,860
+بيأخذ الـ minimum من الـ confidence للـ two rules
+
+279
+00:24:34,860 --> 00:24:38,200
+أيوة، بس الـ minimum تبع الـ support، تبع الـ support
+
+280
+00:24:38,200 --> 00:24:42,460
+بيجي ليه؟ بيأخذ فيها الأتباع في المرحلة، في الـ stage
+
+281
+00:24:42,460 --> 00:24:46,960
+one، and generating the item sets، لما أعمل
+
+282
+00:24:46,960 --> 00:24:52,240
+generating rules، بيبين معايا الـ confidence، بيعطيك
+
+283
+00:24:52,240 --> 00:24:55,640
+اتفاق الـ contents الخاص بهم، اتفاق الـ contents
+
+284
+00:24:55,640 --> 00:24:58,160
+الخاص بهم، اتفاق الـ contents الخاص بهم، اتفاق الـ
+
+285
+00:24:58,160 --> 00:24:59,680
+contents الخاص بهم، اتفاق الـ contents الخاص بهم
+
+286
+00:24:59,680 --> 00:25:00,800
+اتفاق الـ contents الخاص بهم، اتفاق الـ contents
+
+287
+00:25:00,800 --> 00:25:02,340
+الخاص بهم، اتفاق الـ contents الخاص بهم، اتفاق الـ
+
+288
+00:25:02,340 --> 00:25:03,780
+contents الخاص بهم، اتفاق الـ contents الخاص بهم
+
+289
+00:25:03,780 --> 00:25:07,680
+اتفاق الـ contents الخاص بهم، اتفاق الـ contents
+
+290
+00:25:07,680 --> 00:25:09,160
+الخاص بهم، اتفاق الـ contents الخاص بهم، اتفاق الـ
+
+291
+00:25:09,160 --> 00:25:10,000
+اتفاق الـ contents الخاص بهم، اتفاق الـ contents
+
+292
+00:25:10,000 --> 00:25:17,400
+الخاص بهم،
+
+293
+00:25:17,400 --> 00:25:24,860
+contents الخاص بهم، احنا قلنا بصفة عامة لو عندنا
+
+294
+00:25:24,860 --> 00:25:30,100
+item set، الـ rules اللي بقدر أعملها هي 2 أس m ناقص
+
+295
+00:25:30,100 --> 00:25:37,700
+واحد، صح؟ يعني 2 أس ثلاثة، ثمانية ناقص واحد، سبعة، ستة
+
+296
+00:25:37,700 --> 00:25:45,740
+ستة، لحظة شوية، ممكن يكون واحد منهم confidence تبعه
+
+297
+00:25:45,740 --> 00:25:52,580
+كان منخفض، فاستثنيه، صح؟ أو لأ؟ لأ، لأ، لأ، لحظة شوية، نرجع
+
+298
+00:25:52,580 --> 00:25:59,280
+ثاني لورا، إيش احنا قلنا؟ لو أنا عندي، لو أنا عندي m
+
+299
+00:25:59,280 --> 00:26:08,360
+items، m items can generate، اه، لكن الـ item sets مش
+
+300
+00:26:08,360 --> 00:26:13,260
+للـ ... إيش الـ sub؟ مش للـ sub items، خلاص، مش أشكال، الآن
+
+301
+00:26:13,260 --> 00:26:17,740
+عندي هذه التلاتة items، إيش يعني زي صح الـ rule
+
+302
+00:26:17,740 --> 00:26:22,390
+اتنين أس ثلاثة ناقص واحد، صح؟ لأ، هي اتنين أس m، لما كنت
+
+303
+00:26:22,390 --> 00:26:26,670
+دولار عدد، يعني الـ transactions كلها اللي موجودة
+
+304
+00:26:26,670 --> 00:26:32,070
+عندي، متشكلة من كده، m من الـ ... عدد m من الـ items
+
+305
+00:26:32,070 --> 00:26:36,630
+بقدر، بقدر أعمل item sets، بقدر أعمل item sets هذا
+
+306
+00:26:36,630 --> 00:26:41,290
+الآن item set، تمام، احنا الآن سؤالنا هو: أنا هندي
+
+307
+00:26:41,290 --> 00:26:44,850
+item set يحتوي على كده item، أكام rule بقدر أعمل
+
+308
+00:26:44,850 --> 00:26:48,810
+منها؟ okay، فهي عمومًا زي ما أنا سويت، تتولي لما كنا
+
+309
+00:26:48,810 --> 00:26:53,270
+بدأنا بالأصل، بدأنا بتلقى items، وعملنا منهم ستة، اه
+
+310
+00:26:53,270 --> 00:26:57,570
+بتحدث واحدة، بتعمل، فعملنا
+
+311
+00:26:57,570 --> 00:27:04,790
+أن هو ستة من من تلقى items، عملنا ستة subsets، ستة
+
+312
+00:27:04,790 --> 00:27:08,410
+subsets، يعني الستة subsets هدول بدأت آخذهم مع
+
+313
+00:27:08,410 --> 00:27:14,270
+بعض، بعمل منهم rules، لأن هدول الـ rules الـ
+
+314
+00:27:14,270 --> 00:27:16,250
+confidence تبعها مية في المية، وهدول
+
+315
+00:27:19,960 --> 00:27:26,700
+discarded، نعم، فأصبح إيش الخلاصة؟ أنه أنت in general
+
+316
+00:27:26,700 --> 00:27:32,540
+إذا عندك k item، okay، هيت اللي كنت بدي أحكيها، k
+
+317
+00:27:32,540 --> 00:27:38,860
+item is a set، يعني زي هذا، هذا الـ set بيحتوي على k
+
+318
+00:27:38,860 --> 00:27:43,100
+number of items، تلاتة، فمقدر أعمل اتنين أس k ناقص
+
+319
+00:27:43,100 --> 00:27:47,890
+اتنين، okay، اللي هم الـ association rules، لأن مش كل
+
+320
+00:27:47,890 --> 00:27:50,010
+هذه الـ association rules بتضلها، هدول كلهم
+
+321
+00:27:50,010 --> 00:27:53,870
+candidates، حسب الـ confidence، تبقى كل rule بتبقى
+
+322
+00:27:53,870 --> 00:27:57,690
+كده، تضلها ولا لأ؟ okay، هندي أربعة items can be
+
+323
+00:27:57,690 --> 00:28:00,770
+presented بعض، أعمل منهم أربعة  association rules
+
+324
+00:28:00,770 --> 00:28:05,430
+okay، الآن الـ letters هذي، هذي الـ letters زي هذيك الـ
+
+325
+00:28:05,430 --> 00:28:09,630
+letters، بس هذي الـ rules، okay، هذي الـ node الواحدة
+
+326
+00:28:09,630 --> 00:28:12,930
+هنا، معناها rule، هناك الـ node الواحد كانت عبارة عن
+
+327
+00:28:12,930 --> 00:28:19,130
+subset، subset، صح؟ نرجع ثاني، بس بدأنا احنا بالـ
+
+328
+00:28:19,130 --> 00:28:26,090
+subset الكبير، أو من الـ m عندي الـ items، هذا عبارة
+
+329
+00:28:26,090 --> 00:28:29,490
+عن ... كل واحد منهم عبارة عن subset بس single item
+
+330
+00:28:29,490 --> 00:28:34,990
+هنا subsets two item، كلهم subset من الـ set الكبير
+
+331
+00:28:36,550 --> 00:28:40,430
+بس عندي هنا الآن في الـ lattice التالية، العنصر
+
+332
+00:28:40,430 --> 00:28:45,150
+الواحد معناه أن الـ rule ده، الـ rule الآن لو أنت
+
+333
+00:28:45,150 --> 00:28:51,350
+طلعت بالأساس الـ rule هذه بتقول: إذا كان موجود A وB
+
+334
+00:28:51,350 --> 00:28:55,130
+و C و D، فما بقاش إشي أصلًا ينشره، إذا هم كل الـ items
+
+335
+00:28:55,130 --> 00:28:59,730
+اللي عندي أربعة، وهو اشترى الأربعة، فما في إشي
+
+336
+00:28:59,730 --> 00:29:06,380
+أستنتجه، صح؟ لأ، لو أنت أخدت واحد من هدول، طبعًا هنا
+
+337
+00:29:06,380 --> 00:29:10,920
+أنت آخذ الـ D، شايل الـ D، وناجله على الـ conclusion
+
+338
+00:29:10,920 --> 00:29:14,020
+لو أنت أخدت الـ D، وناجلته على الـ conclusion، هاي
+
+339
+00:29:14,020 --> 00:29:19,440
+rule، إيه دي؟ C، لو أخدت الـ C، وناجلته على الـ
+
+340
+00:29:19,440 --> 00:29:23,500
+conclusion، بيصير عندك rule ثاني، أخدت الـ B على الـ
+
+341
+00:29:23,500 --> 00:29:28,200
+conclusion، صح؟ أن أنت في كل واحدة من هدول ناجلها
+
+342
+00:29:28,200 --> 00:29:34,790
+لأن من هذه بعد ذلك إيش في احتمالات أمامك؟ إنك  بس
+
+343
+00:29:34,790 --> 00:29:38,450
+الفكرة الموجودة، ممكن تنجل الـ A، معناها، أو تنجل الـ B
+
+344
+00:29:38,450 --> 00:29:47,810
+أو تنجل الـ C، هي تلت options، إذا نجلت الـ C، فصلًا
+
+345
+00:29:47,810 --> 00:29:55,990
+عندك الـ rule هذه، بل إحنا الآن بس بنعمل تمثيل
+
+346
+00:29:55,990 --> 00:30:02,750
+للعملية، لمجموعة الـ rules اللي يمكن توليدها من الـ
+
+347
+00:30:02,750 --> 00:30:08,110
+subsets تبع هذا الـ item set، هذا الـ item set، والـ
+
+348
+00:30:08,110 --> 00:30:16,070
+subsets تبعونه، يمكن بناء rules منها، وهذا للـ rule
+
+349
+00:30:16,070 --> 00:30:21,170
+space، يعني كل الاحتمالات هذه، أبدا عن rule، صح؟ تحتاج
+
+350
+00:30:21,170 --> 00:30:27,010
+على الـ item set هذا، أو الـ subset هذا، الـ subset هذا
+
+351
+00:30:27,010 --> 00:30:29,890
+في الـ condition، والـ subset هذا في الـ conclusion
+
+352
+00:30:30,550 --> 00:30:36,210
+هذا عبارة عن subset مفرد، وأنا subset ثلاثي هنا، بعد
+
+353
+00:30:36,210 --> 00:30:40,450
+level 2، بيبدأ يطلع الـ frequency ثاني، شوية في الـ
+
+354
+00:30:40,450 --> 00:30:48,370
+level الأول، يعني عبارة عن تلاتة items في الـ
+
+355
+00:30:48,370 --> 00:30:55,590
+condition، single item في الـ conclusion، هنا الـ two
+
+356
+00:30:55,590 --> 00:30:59,290
+items في الـ condition، و two items في الـ conclusion
+
+357
+00:30:59,290 --> 00:31:04,750
+هنا one item في الـ condition، وتلاتة في الـ
+
+358
+00:31:04,750 --> 00:31:08,330
+consequence، اللي هي الـ conclusion، okay، الآن إيش الـ
+
+359
+00:31:08,330 --> 00:31:13,770
+... الآن هنا في كلهم بيحسب الـ frequency، الأبيض
+
+360
+00:31:13,770 --> 00:31:17,490
+هدول، الـ frequency تبع الـ rule، الـ frequency ...
+
+361
+00:31:17,490 --> 00:31:22,290
+أسف، مش frequency، confidence تبع الـ rule، okay، لأن
+
+362
+00:31:22,290 --> 00:31:26,610
+هذا الـ rule، الـ confidence تبعها، الـ confidence
+
+363
+00:31:26,610 --> 00:31:27,610
+تبعها low
+
+364
+00:31:31,550 --> 00:31:36,130
+أي rule أخرى
+
+365
+00:31:36,130 --> 00:31:44,990
+... أي rule أخرى، الـ condition تبعها ... أي
+
+366
+00:31:44,990 --> 00:31:48,950
+rule أخرى، الـ condition تبعها يحتوي على الـ condition
+
+367
+00:31:48,950 --> 00:31:51,690
+تبعها، هذه قررتها low
+
+368
+00:31:57,120 --> 00:32:00,920
+الـ conclusion تبعها، أو الـ consequent تبعها بيحتوي
+
+369
+00:32:00,920 --> 00:32:07,520
+على، بيشتمل على الـ consequent تبع rule low
+
+370
+00:32:07,520 --> 00:32:11,260
+confidence، فهي low confidence، يعني في الـ lattice
+
+371
+00:32:11,260 --> 00:32:14,920
+تبع الـ rules، احنا كنا في الـ lattice تبع الـ item
+
+372
+00:32:14,920 --> 00:32:18,240
+sets، كنا ندور احنا على الـ support، هنا  بدأنا نعمل
+
+373
+00:32:18,240 --> 00:32:20,200
+pruning على أساس الـ confidence، على أساس الـ
+
+374
+00:32:20,200 --> 00:32:26,790
+confidence، على أساس الـ confidence، بس كيف حسبت أن
+
+375
+00:32:26,790 --> 00:32:31,130
+هذه؟ من خلال المعادلة، حسبت الـ confidence بتاعي أقل
+
+376
+00:32:31,130 --> 00:32:35,290
+من الـ minimum، فعلمت أن هذه low confidence، وحسيت
+
+377
+00:32:35,290 --> 00:32:39,270
+أثنينها، لأن بعد شوية عملت generate لـ other rules
+
+378
+00:32:39,270 --> 00:32:43,510
+لجيت أنه الآن بدي أحسب الـ confidence، قبل ما أحسب الـ
+
+379
+00:32:43,510 --> 00:32:47,250
+confidence، لجيت أن هذا الـ rule، الـ consequent
+
+380
+00:32:47,250 --> 00:32:48,270
+بيحتوي
+
+381
+00:32:53,070 --> 00:32:57,570
+على subset، هذا الـ subset مطابق للـ subset تبع low
+
+382
+00:32:57,570 --> 00:33:01,410
+confidence rule، يعني في جهة أنا على طول بعلمها low
+
+383
+00:33:01,410 --> 00:33:08,070
+confidence، بدون ما أحسب، okay، صح؟ لأ، خلّي بالك أنّه
+
+384
+00:33:08,070 --> 00:33:13,930
+التوفير اللي أنا بغفره في أني أنا ما حسبتش هنا تقريبًا
+
+385
+00:33:13,930 --> 00:33:17,910
+بسيط، ليش؟ لأن حسبة الـ confidence تبع جوجل هي عبارة
+
+386
+00:33:17,910 --> 00:33:26,920
+عن الـ support تبع Y على الـ support تبع الـ X، أو الـ
+
+387
+00:33:26,920 --> 00:33:30,800
+condition، غالبًا أنا بكون حاسب الـ support تبع الـ
+
+388
+00:33:30,800 --> 00:33:35,300
+condition، تبع Y مسبقًا، وحاسب الـ support تبع هذا
+
+389
+00:33:35,300 --> 00:33:41,760
+مسبقًا، وبالتالي بس عملية قسمة الرقمين على بعض، يعني
+
+390
+00:33:41,760 --> 00:33:45,660
+أنا اللي وفرته على حالي في أن أنا ما حسبتش، مش كتير
+
+391
+00:33:45,660 --> 00:33:50,940
+زي هناك، هناك أنا عشان أحسب الـ supportable items، أن
+
+392
+00:33:50,940 --> 00:33:54,520
+أنت بتعمل عملية إحصائية، أجيب كم مرة هو موجود في
+
+393
+00:33:54,520 --> 00:33:59,520
+الـ transactions، وأعدهم، وأجمع على كم مرة موجود
+
+394
+00:33:59,520 --> 00:34:05,080
+مظبوط، فهنا أنا اللي حاسب أن أنا فيها توفير أقل، بس
+
+39
+
+445
+00:37:49,800 --> 00:37:53,300
+هو صاحب المحل اللي حجّني، بعت واحد من العمال، وهذا
+
+446
+00:37:53,300 --> 00:37:57,280
+الكلب حصل في عمان. يعني أنا خلّيت الـ supermarket و
+
+447
+00:37:57,280 --> 00:38:00,850
+طلعت. بعد ما مشيت  أكثر من عشرة أمتار،  جاء واحد
+
+448
+00:38:00,850 --> 00:38:04,210
+ورايا و بيقول لي: يا أستاذ، صاحب المحل بيقول لك: ات
+
+449
+00:38:04,210 --> 00:38:09,870
+خش. المهم يعني بتحصل، بس نادرة.
+
+450
+00:38:09,870 --> 00:38:11,950
+هي إيش يعني low confidence؟ مش معناه  ثقينها
+
+451
+00:38:11,950 --> 00:38:15,150
+مستحيلة، معناه ثقتها أقل من الـ .. أنه unlikely to
+
+452
+00:38:15,150 --> 00:38:17,990
+happen .. unlikely بالنسبة لمن؟ بالنسبة للـ
+
+453
+00:38:17,990 --> 00:38:19,550
+confidence factor اللي أنت حطيته.
+
+454
+00:38:32,110 --> 00:38:42,110
+هذا هو خلاصة
+
+455
+00:38:42,110 --> 00:38:46,550
+الأمر بالنسبة لـ Association Rules،  وقاليّة
+
+456
+00:38:46,550 --> 00:38:51,630
+استنباطها من الـ Item Sales. ماشي هيك من خلاص، و
+
+457
+00:38:51,630 --> 00:38:53,630
+المحاضرة الجاية، إن شاء الله، بنبدأ في الموضوع
+
+458
+00:38:53,630 --> 00:38:56,270
+الأخير اللي هو الـ principal components of
+
+459
+00:38:56,270 --> 00:38:56,710
+businesses
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..236b9f47eb071bd93edfcad2e1e486c8153a6f90
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_postprocess.srt
@@ -0,0 +1,1836 @@
+1
+00:00:20,790 --> 00:00:23,750
+بسم الله الرحمن الرحيم احنا اليوم ان شاء الله بدنا
+
+2
+00:00:23,750 --> 00:00:30,510
+نكمل ال a priori algorithm اللي هي بتستخدم في
+
+3
+00:00:30,510 --> 00:00:38,110
+استخلاص association rules من a set of transactions
+
+4
+00:00:38,110 --> 00:00:42,730
+ال set of transactions كان اللي هو بنرجع لورا شوية
+
+5
+00:00:42,730 --> 00:00:46,410
+عشان اذكركوا هاي هذا عبارة عن set of transactions
+
+6
+00:00:46,410 --> 00:00:49,530
+ال transaction اللي واحدة بتكون مجموعة من ال items
+
+7
+00:00:50,220 --> 00:00:54,200
+الأن ال algorithm ال a priori algorithm هي عبارة
+
+8
+00:00:54,200 --> 00:00:59,200
+عن الفريقة لاستخلاص rules association rules اللي
+
+9
+00:00:59,200 --> 00:01:04,440
+نقدر نستخدمها في ان احنا نعرف ال item الفلاني ايش
+
+10
+00:01:04,440 --> 00:01:09,860
+عادة لو تم شراءه ايش عادة ممكن يكون ايضا ينشره
+
+11
+00:01:09,860 --> 00:01:10,280
+معاها
+
+12
+00:01:14,620 --> 00:01:19,660
+نرجع تاني لـ Algorithm بس برضه نركز على أن نذكر
+
+13
+00:01:19,660 --> 00:01:23,040
+بمفهوم ال item set ال item set اللي هو أي تشكيلة
+
+14
+00:01:23,040 --> 00:01:27,900
+من ال items مجمع ال items المتاحة أي تشكيلة منها
+
+15
+00:01:27,900 --> 00:01:33,660
+بشكل item set ال item sets هذه ممكن تبقى مفردة أو
+
+16
+00:01:33,660 --> 00:01:41,290
+ممكن تبقى زوجية أو ثلاثية او ايطول حسب كم عدد ال
+
+17
+00:01:41,290 --> 00:01:44,850
+items اللي عندنا هنا item عرب ال items اللي هنا a
+
+18
+00:01:44,850 --> 00:01:49,570
+,b,c,d اربع items بس فبنقدر نشكل اما ثردي او فنائي
+
+19
+00:01:49,570 --> 00:01:54,730
+او ثلاثي او اكتر اشي اللي هو ال item ال items كلها
+
+20
+00:01:54,730 --> 00:01:59,490
+مع بعض ال بعدين المفهوم التاني اللي هو بدنا نذكر
+
+21
+00:01:59,490 --> 00:02:03,110
+ابوه اللي هو ال frequency ال item set a frequency
+
+22
+00:02:03,110 --> 00:02:06,690
+ال frequency تبعت ال item setان هو هذا ال items
+
+23
+00:02:06,690 --> 00:02:12,970
+جداش بتكرره في ال وين مع بعض وين في ال
+
+24
+00:02:12,970 --> 00:02:16,870
+transactions اه ال support بالظبط اللي هو جداش
+
+25
+00:02:16,870 --> 00:02:21,610
+هالولا ال items بظهروا في جداش نسمة ظهورهم في اكم
+
+26
+00:02:21,610 --> 00:02:24,290
+transaction من مجموع ال transactions يعني سبع
+
+27
+00:02:24,290 --> 00:02:29,570
+transactions كمار وظهر هدولا ال ال two items او
+
+28
+00:02:29,570 --> 00:02:32,170
+هذا ال item set او هذا او اي واحد لان ال frequency
+
+29
+00:02:32,170 --> 00:02:38,010
+هذهإذا كان عندي minimum support، معناه ذلك إن أنا
+
+30
+00:02:38,010 --> 00:02:44,250
+معنى بالـ item sets اللي ال frequency تبعتها تساوي
+
+31
+00:02:44,250 --> 00:02:48,150
+أو أكتر من هذا ال minimum، مش معنى بال item sets
+
+32
+00:02:48,150 --> 00:02:52,170
+اللي ال frequency تبعتها أقل من ال minimum
+
+33
+00:02:52,170 --> 00:02:57,770
+support، صح؟ لأنه أنا، زي ما أنتوا شايفين ال item
+
+34
+00:02:57,770 --> 00:03:02,730
+lettuce هي item set lettuce وكنت أكبر كتيرو فانا
+
+35
+00:03:02,730 --> 00:03:05,570
+مش معنى بال .. بال .. بال item sets اللي ال
+
+36
+00:03:05,570 --> 00:03:08,950
+frequency تبعتها ضعيفة بدي ابني rules من item sets
+
+37
+00:03:08,950 --> 00:03:18,230
+اللي ال frequency تبعتها عالية مهو
+
+38
+00:03:18,230 --> 00:03:22,210
+ال frequency .. ال frequency تبعت ال .. ال item
+
+39
+00:03:22,210 --> 00:03:26,070
+set على أساس أنا بتطلع على ال frequency تبعت ال
+
+40
+00:03:26,070 --> 00:03:33,470
+item set بس بدي ..أقل من ال support المطلوب أقل من
+
+41
+00:03:33,470 --> 00:03:37,610
+ال support المطلوب أقل من ال minimum support
+
+42
+00:03:37,610 --> 00:03:41,410
+المفروض يكون أقل من ال frequency المطلوب ماهو ايش
+
+43
+00:03:41,410 --> 00:03:43,390
+ال frequency احنا فيه عندنا minimum support و
+
+44
+00:03:43,390 --> 00:03:47,430
+minimum confidence ايش ال minimum frequency هي ال
+
+45
+00:03:47,430 --> 00:03:49,990
+minimum frequency هي ال minimum support ال
+
+46
+00:03:49,990 --> 00:03:52,710
+frequent support هذه بتختلف ال confidence ال
+
+47
+00:03:52,710 --> 00:03:59,400
+confidence اه لما بيجي ناخد ال item setsبنحسب ال
+
+48
+00:03:59,400 --> 00:04:03,160
+confidence بتاعة ال rule و بنستثنى ال rules اللي
+
+49
+00:04:03,160 --> 00:04:05,800
+ال confidence بتاعة أقل بس ده لسه قدام ال support
+
+50
+00:04:05,800 --> 00:04:08,900
+اللي بنحكيه هو نفس المعنى لل frequency لل
+
+51
+00:04:08,900 --> 00:04:11,700
+frequency بالظبط هو معنى ال frequency يعني كده
+
+52
+00:04:11,700 --> 00:04:15,900
+تكرارها فهو أصلا مفهوم ال support لما احنا حكينا
+
+53
+00:04:15,900 --> 00:04:20,140
+قلنا انه
+
+54
+00:04:20,140 --> 00:04:27,020
+ال rule لما
+
+55
+00:04:27,020 --> 00:04:30,180
+قلنا هى ruleهذا الهدف الواضح ان الـ support تبقى
+
+56
+00:04:30,180 --> 00:04:36,460
+57 ايش يعني؟ يعني هدول الـ two items أجوا مع بعض
+
+57
+00:04:36,460 --> 00:04:43,120
+بتكرار ب frequency في أربعة من سبعة transactions
+
+58
+00:04:43,120 --> 00:04:47,560
+فمن هنا اتبعت ال frequency بال support لما أنا
+
+59
+00:04:47,560 --> 00:04:53,240
+بقول minimum support يعني minimum frequency اتفجنا
+
+60
+00:04:53,240 --> 00:05:00,040
+على ان هنا نستثنىالـ item sets ال frequency تبعتها
+
+61
+00:05:00,040 --> 00:05:06,540
+أقل من ال minimum سبتورد، صح؟ و بنستثنى أي subset،
+
+62
+00:05:06,540 --> 00:05:12,200
+أي item set بيبني عليها، في سؤال تاني؟
+
+63
+00:05:19,070 --> 00:05:21,810
+ال D لحالك؟ اه ال D اللي احنا مستخنينها أساسا من
+
+64
+00:05:21,810 --> 00:05:24,670
+الأول عارف انه مستخنينها ليش مستخنينها لإنه من أقل
+
+65
+00:05:24,670 --> 00:05:27,530
+من او من سبقه اه بس بقدر أطلع في رول برضه ان ال D
+
+66
+00:05:27,530 --> 00:05:31,470
+مش هتيجي إلا لو كان معاها A يعني ك frequency عالي
+
+67
+00:05:31,470 --> 00:05:35,290
+أكتر frequency إيجي معاها ان مثلا على ال A ال D؟
+
+68
+00:05:35,290 --> 00:05:38,130
+اه بس مايكون معاكسي مثلا ال D مستحيل ييجي معاك
+
+69
+00:05:38,130 --> 00:05:42,450
+يعني أو ييجي زي هيك جصدي أنه احنا لما نستخنينها اه
+
+70
+00:05:42,450 --> 00:05:45,580
+تمام؟بالضبط بالأول والآخر ال D هي عبارة عن ال
+
+71
+00:05:45,580 --> 00:05:50,600
+product انا مهتم في ذلك بس ايش انا مهتم في ايش
+
+72
+00:05:50,600 --> 00:05:54,580
+الان انا كده مهتم انه ال D هذه لو بدي انا اجيبها
+
+73
+00:05:54,580 --> 00:05:57,940
+مع product تانية ايش اكتر product انا بدي اضيف
+
+74
+00:05:57,940 --> 00:06:01,800
+معاهم تمام ده ممكن اذا انت معني بيه ايش اكتر
+
+75
+00:06:01,800 --> 00:06:07,880
+product ممكن ييجي معاها تمام بتشوف هذا و هذا ايش
+
+76
+00:06:07,880 --> 00:06:13,010
+ال frequencies بتاعتهمأصلا هذا هو السؤال انه اي
+
+77
+00:06:13,010 --> 00:06:17,770
+item ايش اكتر product ممكن ييجي معاه لأ احنا
+
+78
+00:06:17,770 --> 00:06:21,450
+عاوزين نعرف انه لو انا لو ال customer هشتره دي
+
+79
+00:06:21,450 --> 00:06:26,690
+تمام ايش غالبا هيشتري هيشتري كده و كده طيب بس
+
+80
+00:06:26,690 --> 00:06:33,550
+المهم انه انا ال D هذا ال D هذا اذا هو نسبة شرائه
+
+81
+00:06:33,550 --> 00:06:39,140
+منخفضة جدانسبة شراءه متخفضة للغاية جدا ال business
+
+82
+00:06:39,140 --> 00:06:43,180
+logic انه انا مش معنى بعد هيك اذا هو نفسه متخفض
+
+83
+00:06:43,180 --> 00:06:48,640
+اكتر شراءه يعني مثلا الصاص هذا مش عارف كيف بهمني
+
+84
+00:06:48,640 --> 00:06:54,640
+امره كتير لانه نسبة شراءه هالية صحيح لما تكرر هو ك
+
+85
+00:06:54,640 --> 00:07:01,340
+itemفي أربعة من سبعة سبعة و خمسين هذا مش بسيط انا
+
+86
+00:07:01,340 --> 00:07:03,980
+معنى بالخمسة و عشرين فما فوق مش كان هيك ال minimum
+
+87
+00:07:03,980 --> 00:07:08,580
+support كان هنا في الاول ما بدأنا اول ما بدأنا
+
+88
+00:07:08,580 --> 00:07:12,580
+minimum support تخيلوا items اقل من خمسة و عشرين
+
+89
+00:07:12,580 --> 00:07:18,640
+في الميةمش هتفيدني كتير، ليش؟ لأنه لسه الـ25 هذه،
+
+90
+00:07:18,640 --> 00:07:24,260
+إذا هو أجاري من الـ25، لسه هتضعف ال support مع ال
+
+91
+00:07:24,260 --> 00:07:28,020
+rules اللي بدها تتفرج منهم، و أصل احنا ليش كارين
+
+92
+00:07:28,020 --> 00:07:35,360
+نستثنى؟ ليش تستثنى اللي بتفرع من الـD؟ لأن ال
+
+93
+00:07:35,360 --> 00:07:41,940
+probability، احتمالية ال combination هذههي أقل من
+
+94
+00:07:41,940 --> 00:07:44,260
+ال case تبعتها هي ال probability تبعتها هي ال case
+
+95
+00:07:44,260 --> 00:07:49,300
+تبعتها هي ال probability تبعتها هي ال case تبعتها
+
+96
+00:07:49,300 --> 00:07:50,160
+هي ال case تبعتها هي ال case تبعتها هي ال case
+
+97
+00:07:50,160 --> 00:07:54,860
+تبعتها هي ال case تبعتها هي ال case تبعتها هي ال
+
+98
+00:07:54,860 --> 00:07:55,720
+case تبعتها هي ال case تبعتها هي ال case تبعتها هي
+
+99
+00:07:55,720 --> 00:07:57,840
+ال case تبعتها هي ال case تبعتها هي ال case تبعتها
+
+100
+00:07:57,840 --> 00:08:00,360
+case تبعتها هي ال case تبعتها هي ال case تبعتها هي
+
+101
+00:08:00,360 --> 00:08:07,080
+ال case تبعتها هي ال case تبعتها هي ال case تبعتها
+
+102
+00:08:07,080 --> 00:08:08,820
+هي ال case تبعتها هي ال case تبعتها هي ال case
+
+103
+00:08:08,820 --> 00:08:11,580
+تبعتها هي ال case تبعتها هي العلى هذا المبدأ
+
+104
+00:08:11,580 --> 00:08:15,040
+نستثنى
+
+105
+00:08:15,040 --> 00:08:20,220
+بما أن هذا ال item set ال frequency تبعته أقل من
+
+106
+00:08:20,220 --> 00:08:24,020
+المصبوف يبقى كل ما يبقى أقل يبقى نستثنى من كلهم
+
+107
+00:08:24,020 --> 00:08:30,720
+بعد ذلك
+
+108
+00:08:30,720 --> 00:08:35,160
+رأينا كيف نعمل
+
+109
+00:08:35,160 --> 00:08:39,660
+أولا نبدأ بال single items
+
+110
+00:08:43,700 --> 00:08:48,580
+خلّينا نبدأ بالطلاع على ال steps ال first step ان
+
+111
+00:08:48,580 --> 00:08:54,660
+احنا بنبدأ بال single item بال single item item
+
+112
+00:08:54,660 --> 00:08:57,020
+sets يعني ال item sets اللي بتحتوي على single item
+
+113
+00:08:57,020 --> 00:09:01,680
+تمام نحسب مين ال support تبعه و نستثنى اللي اقل من
+
+114
+00:09:01,680 --> 00:09:06,600
+ال minimum الان هدولة ال single item item sets ال
+
+115
+00:09:06,600 --> 00:09:10,980
+item sets الفردية بنعتبرهم seals عشان نعمل منهم ال
+
+116
+00:09:10,980 --> 00:09:11,540
+two item
+
+117
+00:09:14,750 --> 00:09:18,470
+الزوجية فبنعمل in the second pass ال algorithm
+
+118
+00:09:18,470 --> 00:09:22,690
+uses a sealed set هم عبارة عن single item item set
+
+119
+00:09:22,690 --> 00:09:26,610
+to generate two item two item أيش item sets
+
+120
+00:09:26,610 --> 00:09:30,850
+candidate هنا لأن لسه هم لما نطلعهم ال item sets
+
+121
+00:09:30,850 --> 00:09:34,790
+لسه بدنا نقيم بدنا نحسب ال frequency تبعتهم عشان
+
+122
+00:09:34,790 --> 00:09:40,770
+نشوف مين منهم أكتر و مين منهم أقل من ال support ال
+
+123
+00:09:40,770 --> 00:09:46,410
+minimum فهمأول ما بنعمله جداريش هم Candidates شركة
+
+124
+00:09:46,410 --> 00:09:51,050
+ما بسميهم Candidates بعد ما بنقيمهم نفذ اللي أقل و
+
+125
+00:09:51,050 --> 00:09:57,010
+بنستثنيه و بظهر لنا اللي بناخده لأن each candidate
+
+126
+00:09:57,010 --> 00:10:03,190
+item set is produced by joining two item sets من
+
+127
+00:10:03,190 --> 00:10:06,730
+فردة two single item item sets او ده seed set
+
+128
+00:10:09,590 --> 00:10:13,250
+الان من ال item sets المفردة اعملنا combination
+
+129
+00:10:13,250 --> 00:10:17,330
+لها لان هدولة كلهم عبارة عن واحد وعشرين candidates
+
+130
+00:10:17,330 --> 00:10:21,030
+لما تحسبوا ال frequency تبعهم كيف تحسبوا ال
+
+131
+00:10:21,030 --> 00:10:28,230
+frequency تبعهم نضرر نسبة وجود الاتنين مع بعض في
+
+132
+00:10:28,230 --> 00:10:32,950
+ال transactions اكم ال transactionأجى فيها بيف و
+
+133
+00:10:32,950 --> 00:10:38,430
+بريد مع بعض صح من عدد ال transactions الإجمالي هذه
+
+134
+00:10:38,430 --> 00:10:43,970
+هي ليش ال frequency دمات ال item set ولا لأ؟ اللي
+
+135
+00:10:43,970 --> 00:10:48,030
+منخفض ال frequency دماتي معاني ال minimum support
+
+136
+00:10:48,030 --> 00:10:52,130
+بنستخدمه فبعد ما نسوى هذا العملية طولة معاه بس
+
+137
+00:10:52,130 --> 00:10:58,770
+اللي هو الأربعة الأربعة هدولة okayلأن الأربعة دول
+
+138
+00:10:58,770 --> 00:11:03,870
+لو بيحرن seeds لمن؟ للخطوة اللاحقة اللي هي three
+
+139
+00:11:03,870 --> 00:11:09,010
+item item sets صح؟ كيف ممكن انا اعمل three item
+
+140
+00:11:09,010 --> 00:11:13,110
+item sets من بدي
+
+141
+00:11:13,110 --> 00:11:19,090
+اجي على two مشتركين في أنصر واحد و اعمل اخدي ال
+
+142
+00:11:19,090 --> 00:11:25,690
+union تبقى يعني بدي اجي لبيف milk milk sauce و
+
+143
+00:11:25,690 --> 00:11:32,810
+بصير عندىbeef milk sauce و
+
+144
+00:11:32,810 --> 00:11:36,790
+بعدين beef milk spaghetti طبعا؟ okay لأن انت خد
+
+145
+00:11:36,790 --> 00:11:40,570
+هذا و خد هذا ايش ال union تبقى احنا؟ ال union ليه
+
+146
+00:11:40,570 --> 00:11:46,010
+يحتوي على أصل متكرر صح؟ فبدك ت .. و خد هذا مع هذا
+
+147
+00:11:46,010 --> 00:11:50,470
+برضه خد برضه هذا مع هذا على .. join على spaghetti
+
+148
+00:11:50,470 --> 00:11:56,350
+مظبوط؟ okay و هذا مع هذا join على ال sauce مظبوط؟
+
+149
+00:11:56,710 --> 00:12:01,090
+فبطلع عندك الآن اللي
+
+150
+00:12:01,090 --> 00:12:08,470
+هم واحد اتنين تلاتة هدول التلاتة برضه candidates
+
+151
+00:12:08,470 --> 00:12:15,050
+لما تحسب ال frequency تبعهم و تشوف مين منهم اقل او
+
+152
+00:12:15,050 --> 00:12:20,810
+اعلى من ال minimum support بطلع معاك يعني هذا
+
+153
+00:12:20,810 --> 00:12:29,090
+احسبها او احسبها هنا فبيظل معاهبس اللي هو هذا ال
+
+154
+00:12:29,090 --> 00:12:35,230
+milk sauce spaghetti وال item set الوحيد الأعلى في
+
+155
+00:12:35,230 --> 00:12:37,690
+ال support تبعه ال frequency تبعته من ال minimum
+
+156
+00:12:37,690 --> 00:12:45,930
+support ماشي okay okay الان بعد هيك من هذا ايش انا
+
+157
+00:12:45,930 --> 00:12:50,830
+بقدر اطلع خلاص يعني لو في اندي طلع اتنين ثلاثيات
+
+158
+00:12:50,830 --> 00:12:58,020
+انا ببدأ اأدمجهم عشان أطلع منهم كمان مظبوط لكن
+
+159
+00:12:58,020 --> 00:13:00,460
+مافيش ايه اللي هي ده يبقى حتيجة فالان ال algorithm
+
+160
+00:13:00,460 --> 00:13:04,020
+في ال phase الأول تبعها اللي هو generating ال item
+
+161
+00:13:04,020 --> 00:13:07,800
+set لان لو تتذكروا ال phase الأول أولا generate
+
+162
+00:13:07,800 --> 00:13:16,360
+ايش item sets generate
+
+163
+00:13:16,360 --> 00:13:23,480
+بتحط هنا frequent item sets مظبوط ال algorithm
+
+164
+00:13:23,970 --> 00:13:28,670
+بتطلع لي في الأول بس ال frequency يعني اللي ال
+
+165
+00:13:28,670 --> 00:13:31,650
+frequency بتبعها أكبر من ال .. بعدين الخطوة
+
+166
+00:13:31,650 --> 00:13:38,110
+التانية إيش كانت ال rules ال rules ال association
+
+167
+00:13:38,110 --> 00:13:45,390
+rules فعمليا الان هذا ال item set اللي طلع معانا
+
+168
+00:13:45,390 --> 00:13:52,150
+بدي أبني منه rules بقدر أطلع منه أكتر ruleلأن in
+
+169
+00:13:52,150 --> 00:13:57,770
+general انا لو عندي اي item set why؟ اكمل subset
+
+170
+00:13:57,770 --> 00:14:04,730
+alone هنا تلاتة لو أخدت بيف لحالها لو اشيلت بيف
+
+171
+00:14:04,730 --> 00:14:13,570
+هيطلع معالي milk هاي بيف لحالها subset و milk مع
+
+172
+00:14:13,570 --> 00:14:21,390
+سوس another subset هاي two subsets لو شيلت milk
+
+173
+00:14:22,280 --> 00:14:30,980
+milk لحاله subset و beef مع sauce
+
+174
+00:14:30,980 --> 00:14:34,140
+هاي كمان two subsets هاي السلانة اللي هي اربعة
+
+175
+00:14:34,140 --> 00:14:40,760
+اتنين تلاتة اربعة مظبوط؟ لو شيل صوص لحالة ايش
+
+176
+00:14:40,760 --> 00:14:49,620
+بيضل؟ beef مع milk هي
+
+177
+00:14:49,620 --> 00:14:54,180
+واحد اتنين هي ستة subsetsمظبوط فانا عمليا من
+
+178
+00:14:54,180 --> 00:14:58,160
+subset واحد من item set واحد من item set واحد بقدر
+
+179
+00:14:58,160 --> 00:15:02,380
+اقلع مجموعة من ال subsets لان هذه ال subsets انا
+
+180
+00:15:02,380 --> 00:15:08,080
+معاه اشوف اذا في association ما بينها ولا لأ فانا
+
+181
+00:15:08,080 --> 00:15:13,040
+الان ا leave a frequent item set Y which contains
+
+182
+00:15:13,040 --> 00:15:17,640
+at least two items يعني لو هم بس two items لو Y
+
+183
+00:15:17,640 --> 00:15:26,200
+هذا بيحتوي على بسA و B هذه A لحالها subset و B
+
+184
+00:15:26,200 --> 00:15:36,020
+لحالها subset مظبوط؟ مظبوط انا .. فمن هذول ال two
+
+185
+00:15:36,020 --> 00:15:42,940
+subsets تقوم I بقدر اعمل association rule زي هيك و
+
+186
+00:15:42,940 --> 00:15:47,020
+اعمل rule تانية زي هيك هذول two different rules و
+
+187
+00:15:47,020 --> 00:15:50,900
+هم نفس ال rule two different rules صح؟
+
+188
+00:15:53,500 --> 00:15:58,540
+فعمليا لو عندي item set item set يحتوي بس على
+
+189
+00:15:58,540 --> 00:16:02,800
+اتنين انا ممكن اعمل منه two rules فمن فترة لو
+
+190
+00:16:02,800 --> 00:16:07,920
+تلاتة بقدر اعمل multiple subsets و من ال subsets
+
+191
+00:16:07,920 --> 00:16:14,380
+هذه اعمل multiple rules ال rule هذه الان كل rule
+
+192
+00:16:14,380 --> 00:16:19,520
+ممكن اعملها is a candidate rule كل rule ممكن
+
+193
+00:16:19,520 --> 00:16:25,320
+اعملها is a candidate ruleلحد ما احسب ال
+
+194
+00:16:25,320 --> 00:16:28,920
+confidence تبعها و اشوف اذا ال confidence تبع ال
+
+195
+00:16:28,920 --> 00:16:32,320
+role اكبر من ال minimum من ال minimum confidence
+
+196
+00:16:32,320 --> 00:16:37,040
+بخليها اجالي ال minimum confidence ب .. ارميها ع
+
+197
+00:16:37,040 --> 00:16:40,440
+شكلها صح؟ فالان صارنا الان في ال phase التانية
+
+198
+00:16:40,440 --> 00:16:44,800
+generating the roles مش معناه ذلك بس ان انا اخد
+
+199
+00:16:44,800 --> 00:16:49,240
+subsets و اربطها مع بعض اللي ايضا احسب ال .. زي
+
+200
+00:16:49,240 --> 00:16:53,080
+هنا نفس الشيء هنا كنا generating item setsقلنا to
+
+201
+00:16:53,080 --> 00:16:56,140
+generate اول شي candidate sets فده نحسب اللي هدا و
+
+202
+00:16:56,140 --> 00:17:00,080
+نستثنى اللي اكتر .. اللي اقل منه و هنا نفس الشيء
+
+203
+00:17:00,080 --> 00:17:06,800
+لنا ن generate candidate rules و نستثنى اللي اقل
+
+204
+00:17:06,800 --> 00:17:12,200
+من ال minimum ياش confidence minimum confidence ال
+
+205
+00:17:12,200 --> 00:17:18,140
+confidence تبع ايه هو .. هو ابقى عن ال support تبع
+
+206
+00:17:18,140 --> 00:17:25,890
+ال .. ال .. عندي وايالحالة البسيطة يحتوي على only
+
+207
+00:17:25,890 --> 00:17:34,790
+two items هذا ال
+
+208
+00:17:34,790 --> 00:17:38,030
+item set اللي يحتوي على two items بعمل منه أكام
+
+209
+00:17:38,030 --> 00:17:49,610
+subset اتنين هذا سامع X واحد هذا سامع X واحد وهذا
+
+210
+00:17:49,610 --> 00:17:56,350
+سامع X اتنينهذا subset وهذا subset صح؟ الان لو
+
+211
+00:17:56,350 --> 00:18:03,470
+عملت rule انا ال rule هذه x واحد ال
+
+212
+00:18:03,470 --> 00:18:08,510
+rule هذه عبارة عن ايش ال x اتنين okay الان بديش
+
+213
+00:18:08,510 --> 00:18:15,550
+اكتب x اتنين بدي اكتب y ناقص x واحد بظبط؟ بظبط؟
+
+214
+00:18:15,550 --> 00:18:19,960
+okay بحطهم بجوز زي ما هو زي ما حضرتهم هناهذه واحدة
+
+215
+00:18:19,960 --> 00:18:25,680
+القوانين والثانية القوانين X2 X2 X2 X2 X2 X2 X2 X2
+
+216
+00:18:25,680 --> 00:18:29,600
+X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2
+
+217
+00:18:29,600 --> 00:18:29,760
+X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2
+
+218
+00:18:29,760 --> 00:18:29,940
+X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2
+
+219
+00:18:29,940 --> 00:18:31,800
+X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2
+
+220
+00:18:31,800 --> 00:18:32,900
+X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2 X2
+
+221
+00:18:32,900 --> 00:18:36,820
+X2 X2 X2 X2 X2 X2 X2 X2
+
+222
+00:18:36,820 --> 00:18:46,900
+X2 X2
+
+223
+00:18:46,900 --> 00:18:47,860
+X
+
+224
+00:18:58,420 --> 00:19:01,440
+هنا لما اقول معايا ال 80% مش هال 80% كانت ال
+
+225
+00:19:01,440 --> 00:19:04,720
+confidence تبعت ايش تبعت ال sauce الى ال spaghetti
+
+226
+00:19:04,720 --> 00:19:17,380
+وين ال Y هنا ال Y هي ال sauce مع ال spaghetti و
+
+227
+00:19:17,380 --> 00:19:23,940
+ال X عندي هي ال sauce تمام
+
+228
+00:19:23,940 --> 00:19:29,560
+و انا اعمل rule بتقولمن X إلى Y نقص X اللي هي يعني
+
+229
+00:19:29,560 --> 00:19:36,480
+من Y نقص X؟ Spaghetti صح؟ شيل الصوص من Y بطالة
+
+230
+00:19:36,480 --> 00:19:40,600
+Spaghetti كمان؟ فالـ S ال confidence تبع هذه كلام
+
+231
+00:19:40,600 --> 00:19:48,160
+ايش كان؟ هو عبارة عن جدّيش نسبة غبور جدّيش ال
+
+232
+00:19:48,160 --> 00:19:54,800
+support تبع هذا كلام كله صح؟ Y
+
+233
+00:19:57,130 --> 00:20:05,010
+على ال support تبع ال X يعني أكم مرة كان ظهر X
+
+234
+00:20:05,010 --> 00:20:13,270
+الصوص؟ خمس مرات Y اللي هم الصوص مع ال spaghetti
+
+235
+00:20:13,270 --> 00:20:17,150
+أكم مرة كان ظهرها؟ أربعة كان عند الصوص ظهرها في
+
+236
+00:20:17,150 --> 00:20:21,530
+خمس transactions أربعة منهم كان معاها الصوص مع ال
+
+237
+00:20:21,530 --> 00:20:29,760
+spaghetti صح؟ فمن هنا أجد 80%اللي هم 4 على 5 وهي
+
+238
+00:20:29,760 --> 00:20:34,420
+نفس حسبتنا
+
+239
+00:20:34,420 --> 00:20:41,480
+هنا صح
+
+240
+00:20:41,480 --> 00:20:45,580
+نرجع تاني وبالتالي انا مابحسب ال confidence دي انا
+
+241
+00:20:45,580 --> 00:20:50,200
+صار عندي candidate rules candidate rules اللي هم
+
+242
+00:20:50,200 --> 00:20:53,480
+هاي واحدة R1
+
+243
+00:20:56,900 --> 00:21:02,240
+YR2 يجب أن تحسب ال confidence R1 يجب أن تحسب ال
+
+244
+00:21:02,240 --> 00:21:14,020
+support الكبير Y على ال support ال condition صح؟
+
+245
+00:21:14,020 --> 00:21:20,520
+إذا كان أكبر من أو يساوي ال minimum يمكن أن أتركها
+
+246
+00:21:24,610 --> 00:21:28,830
+تمام فعندك هنا ال .. ايش اللي احنا كنا بنطلع عليه
+
+247
+00:21:28,830 --> 00:21:34,310
+ال beef مع ال .. في الأول .. ثم شوية .. اوكي
+
+248
+00:21:34,310 --> 00:21:38,390
+لنفترض ان في عندي أنا بغاية تحتوي بس على ال beef و
+
+249
+00:21:38,390 --> 00:21:41,950
+ال milk فلان .. مش عارف تاني
+
+250
+00:21:58,800 --> 00:22:08,820
+الان x واحد هو بيف لحالي تمام و
+
+251
+00:22:08,820 --> 00:22:14,600
+x اتنين هو milk لحالي الان
+
+252
+00:22:14,600 --> 00:22:23,560
+في عندي two rules rule one اللي هي ان x واحد ده
+
+253
+00:22:23,560 --> 00:22:26,320
+هي ترجمتها milk بيف
+
+254
+00:22:30,370 --> 00:22:37,790
+Rule 2 DX2 ترجمتها
+
+255
+00:22:37,790 --> 00:22:42,030
+milk الان
+
+256
+00:22:42,030 --> 00:22:52,310
+ال confidence بيساوي ال support ال confidence تبع
+
+257
+00:22:52,310 --> 00:23:00,660
+rule واحد بيساوي ال support Y علىSupport X1 هو
+
+258
+00:23:00,660 --> 00:23:06,260
+يساوي لو طلعنا نرجع لل transaction حيث نادي بيف و
+
+259
+00:23:06,260 --> 00:23:16,440
+ملك جايين جايين مرتين من السبعة و في ال .. هو ال
+
+260
+00:23:16,440 --> 00:23:19,700
+beef جاي مرتين من السبعة و في المرتين جاي معنا ملك
+
+261
+00:23:19,700 --> 00:23:23,820
+فتسعة
+
+262
+00:23:23,820 --> 00:23:26,720
+و عشرين هي عبارة عن اتنين على السبعةو بيطلع ال
+
+263
+00:23:26,720 --> 00:23:29,740
+support واحد اسم ال confidence واحد confidence
+
+264
+00:23:29,740 --> 00:23:32,060
+معانا ال confidence لحاله بس تلاحظ ان احنا مش
+
+265
+00:23:32,060 --> 00:23:36,200
+معاناين ال confidence لحاله احنا هذه طلعت معانا
+
+266
+00:23:36,200 --> 00:23:38,920
+اصلا لان ال support تبعها كان .. طبعا ال support
+
+267
+00:23:38,920 --> 00:23:43,420
+تبع ال confidence ال sets هادولة كويس لان بس هذا
+
+268
+00:23:43,420 --> 00:23:46,020
+لا يكفي واحد ال support لحاله او ال confidence
+
+269
+00:23:46,020 --> 00:23:50,760
+لحاله يعني لان التانية هتطلع ال confidence تبعها
+
+270
+00:23:53,870 --> 00:23:56,690
+بعد عمره ال 29 هي ال support تبقى طويلة في
+
+271
+00:23:56,690 --> 00:24:03,790
+الحالتين هنا 57% لأن الملك ال support تبقى عالي و
+
+272
+00:24:03,790 --> 00:24:10,270
+بس في مرتين منهم جايم عادي فانخفض ال confidence
+
+273
+00:24:10,270 --> 00:24:15,190
+تبقى أبوه ككل صارت 50% الان هذه على الرغم من ان ال
+
+274
+00:24:15,190 --> 00:24:19,510
+support كويس الا ان ال confidence منخفض فخرقت أحد
+
+275
+00:24:19,510 --> 00:24:23,620
+الشرطين الشرطين اللي لازم يبقىالـ support أكتر من
+
+276
+00:24:23,620 --> 00:24:27,340
+25 و ال confidence أكتر من 75 فهذا ليس حق تطلع حتى
+
+277
+00:24:27,340 --> 00:24:31,700
+استثناء will be discarded عن جهة الهم يعني هو
+
+278
+00:24:31,700 --> 00:24:34,860
+بيأخذ ال minimum من ال confidence لل two rules
+
+279
+00:24:34,860 --> 00:24:38,200
+ايوة بس ال minimum تبع ال support تبع ال support
+
+280
+00:24:38,200 --> 00:24:42,460
+بيجي ليه بيأخذ فيها الأتباع في المرحلة في ال stage
+
+281
+00:24:42,460 --> 00:24:46,960
+one and generating the item sets لما أعمل
+
+282
+00:24:46,960 --> 00:24:52,240
+generating rules بيبين معايا ال confidenceبيعطيك
+
+283
+00:24:52,240 --> 00:24:55,640
+اتفاق ال contents الخاص بهم اتفاق ال contents
+
+284
+00:24:55,640 --> 00:24:58,160
+الخاص بهم اتفاق ال contents الخاص بهم اتفاق ال
+
+285
+00:24:58,160 --> 00:24:59,680
+contents الخاص بهم اتفاق ال contents الخاص بهم
+
+286
+00:24:59,680 --> 00:25:00,800
+اتفاق ال contents الخاص بهم اتفاق ال contents
+
+287
+00:25:00,800 --> 00:25:02,340
+الخاص بهم اتفاق ال contents الخاص بهم اتفاق ال
+
+288
+00:25:02,340 --> 00:25:03,780
+contents الخاص بهم اتفاق ال contents الخاص بهم
+
+289
+00:25:03,780 --> 00:25:07,680
+اتفاق ال contents الخاص بهم اتفاق ال contents
+
+290
+00:25:07,680 --> 00:25:09,160
+الخاص بهم اتفاق ال contents الخاص بهم اتفاق ال
+
+291
+00:25:09,160 --> 00:25:10,000
+اتفاق ال contents الخاص بهم اتفاق ال contents
+
+292
+00:25:10,000 --> 00:25:17,400
+الخاص بهم اتفاق ال
+
+293
+00:25:17,400 --> 00:25:24,860
+contents الخاص بهم اتفأحنا قلنا بصفة عامة لو عدنا
+
+294
+00:25:24,860 --> 00:25:30,100
+item set ال rules اللي بقدر اعمله هي 2 اقص m نقص
+
+295
+00:25:30,100 --> 00:25:37,700
+واحد صح يعني 2 اقص ثلاثة تمانية نقص واحد سبعة ستة
+
+296
+00:25:37,700 --> 00:25:45,740
+ستة لحظة شوية ممكن يكون واحد منهم confidence تبعه
+
+297
+00:25:45,740 --> 00:25:52,580
+كان متخفض فاستثني صح او لأ لأ لأ لألحظة شوية نرجع
+
+298
+00:25:52,580 --> 00:25:59,280
+تاني لورا ايش احنا قلنا لو انا عندي لو انا عندي M
+
+299
+00:25:59,280 --> 00:26:08,360
+items M items can generate اه لكن ال item sets مش
+
+300
+00:26:08,360 --> 00:26:13,260
+لل إيش ال sub مش لل sub items خلاص مش اشكال الان
+
+301
+00:26:13,260 --> 00:26:17,740
+عندي هذه التلاتة items ايش يعني زي صح ال rule
+
+302
+00:26:17,740 --> 00:26:22,390
+اتنين قصة نقص واحد صح؟لأ هى اتنين واص ام لما كنت
+
+303
+00:26:22,390 --> 00:26:26,670
+دولار عدد يعني ال transactions كلها اللى موجودة
+
+304
+00:26:26,670 --> 00:26:32,070
+عندي متشكلة من كده ام من ال .. عدد ام من ال items
+
+305
+00:26:32,070 --> 00:26:36,630
+بقدرش بقدر اعمل item sets بقدر اعمل item sets هذا
+
+306
+00:26:36,630 --> 00:26:41,290
+الان item set تمام احنا الآن سؤالنا هو انا هندي
+
+307
+00:26:41,290 --> 00:26:44,850
+item set يحتوي على كده item اكا مرول بقدر اعمل
+
+308
+00:26:44,850 --> 00:26:48,810
+منها okayفهي عموما زي ما انا سويه تتولى لما كنا
+
+309
+00:26:48,810 --> 00:26:53,270
+بدأنا بالاصل بدأنا بتلقى items وعملنا منهم ستة اه
+
+310
+00:26:53,270 --> 00:26:57,570
+بتحدث واحدة بتعمل فعملنا
+
+311
+00:26:57,570 --> 00:27:04,790
+ان هو ستة من من تلقى items عملنا ستة subsets ستة
+
+312
+00:27:04,790 --> 00:27:08,410
+subsets يعني الستة subsets هدولة بدأت تاخدهم مع
+
+313
+00:27:08,410 --> 00:27:14,270
+بعض بتعمل منهم rules لإن هدو ال rules ال
+
+314
+00:27:14,270 --> 00:27:16,250
+confidence توحى مية في المية و هدولة
+
+315
+00:27:19,960 --> 00:27:26,700
+discarded نعم فأصبح ايش الخلاصة انه انت in general
+
+316
+00:27:26,700 --> 00:27:32,540
+اذا عندك k item okay هيت اللي كنت بدي احكيها k
+
+317
+00:27:32,540 --> 00:27:38,860
+item is a set يعني زي هذا هذا ال set بيحتوي على k
+
+318
+00:27:38,860 --> 00:27:43,100
+number of items تلاتة فمقدر اعمل اتنين اصر k ناقص
+
+319
+00:27:43,100 --> 00:27:47,890
+اتنين okay اللي هم الستassociation rules لأن مش كل
+
+320
+00:27:47,890 --> 00:27:50,010
+هذه الـ association rules بتضلها هده كلهم
+
+321
+00:27:50,010 --> 00:27:53,870
+candidates حسب ال confidence تبقى كل rule بتبيز
+
+322
+00:27:53,870 --> 00:27:57,690
+كده تضلها ولا لأ okay هندي أربع items can be
+
+323
+00:27:57,690 --> 00:28:00,770
+presented بعض أعمل منهم أربعاش association rules
+
+324
+00:28:00,770 --> 00:28:05,430
+okay الآن ال letters هذي هذي ال letters زي هذيك ال
+
+325
+00:28:05,430 --> 00:28:09,630
+letters بس هذي ال rules okay هذي ال node الواحدة
+
+326
+00:28:09,630 --> 00:28:12,930
+هنا مانعنياشrule هناك ال node الواحد كانت عبارة عن
+
+327
+00:28:12,930 --> 00:28:19,130
+subset subset صح نرجع تاني بس بدأنا احنا بال
+
+328
+00:28:19,130 --> 00:28:26,090
+subset الكبير او من ال mt عندي ال items هذا عبارة
+
+329
+00:28:26,090 --> 00:28:29,490
+عن .. كل واحد منهم عبارة عن subset بس single item
+
+330
+00:28:29,490 --> 00:28:34,990
+هنا subsets two item كلهم subset من ال set الكبير
+
+331
+00:28:36,550 --> 00:28:40,430
+بس عندى هنا الان في ال lattice التالية العنصر
+
+332
+00:28:40,430 --> 00:28:45,150
+الواحدة معناه انه ال rule ده ال rule الان لو انت
+
+333
+00:28:45,150 --> 00:28:51,350
+طلعت بالاساس ال rule هذه بتقول اذا كان موجود A وB
+
+334
+00:28:51,350 --> 00:28:55,130
+وC وD فمابقاش اشي اصلا ينشره اذا هم كل ال items
+
+335
+00:28:55,130 --> 00:28:59,730
+اللى عندى اربعة و هو اشترى الأربعة فمافي اشي
+
+336
+00:28:59,730 --> 00:29:06,380
+استنتجه صح لأ لو انت اخدت واحد من هدولةطبعا هنا
+
+337
+00:29:06,380 --> 00:29:10,920
+انت ماخد ال D شايل ال D و ناجله على ال conclusion
+
+338
+00:29:10,920 --> 00:29:14,020
+لو انت أخدت ال D و ناجلته على ال conclusion هاي
+
+339
+00:29:14,020 --> 00:29:19,440
+رول ايه دي C لو أخدت ال C و ناجلته على ال
+
+340
+00:29:19,440 --> 00:29:23,500
+conclusion بيصير عندك رول تاني أخدت ال B على ال
+
+341
+00:29:23,500 --> 00:29:28,200
+conclusion صح ان انت في كل واحدة من دولة ناجلتها
+
+342
+00:29:28,200 --> 00:29:34,790
+لان من هذه بعد ذلك ايش في احتمالات أمامك انكدى بس
+
+343
+00:29:34,790 --> 00:29:38,450
+الفكرة الموجودة ممكن تنجل ال a معناها أو تنجل ال b
+
+344
+00:29:38,450 --> 00:29:47,810
+أو تنجل ال c هى تلت options إذا نجلت ال c فصلا
+
+345
+00:29:47,810 --> 00:29:55,990
+عندك ال rule هذه بل إحنا الآن بس بنعمل تمثيل
+
+346
+00:29:55,990 --> 00:30:02,750
+لعملية لمجموعة ال rules اللى يمكنتوليدها من الـ
+
+347
+00:30:02,750 --> 00:30:08,110
+subsets تبع هذا ال item set هذا ال item set و ال
+
+348
+00:30:08,110 --> 00:30:16,070
+subsets تبعونه يمكن بناء rules منها وهذا لل rule
+
+349
+00:30:16,070 --> 00:30:21,170
+space يعني كل الاحتمالات هذه أبدا عن rule صح تحتاج
+
+350
+00:30:21,170 --> 00:30:27,010
+على ال item set هذا أو ال subset هذا ال subset هذا
+
+351
+00:30:27,010 --> 00:30:29,890
+في ال condition و ال subset هذا في ال conclusion
+
+352
+00:30:30,550 --> 00:30:36,210
+هذا عبارة عن subset مفرد وانا subset ثلاثي هنا بعد
+
+353
+00:30:36,210 --> 00:30:40,450
+level 2 بيبدأ تطلع ال frequency ثانى شوية في ال
+
+354
+00:30:40,450 --> 00:30:48,370
+level الأول يعني عبارة عن تلاتة item في ال
+
+355
+00:30:48,370 --> 00:30:55,590
+condition single item في ال conclusion هنا ال two
+
+356
+00:30:55,590 --> 00:30:59,290
+item في ال conditionو two item في ال conclusion
+
+357
+00:30:59,290 --> 00:31:04,750
+هنا one item في ال condition و تلاتة في ال
+
+358
+00:31:04,750 --> 00:31:08,330
+consequence اللي هي ال conclusion okay الآن إيش ال
+
+359
+00:31:08,330 --> 00:31:13,770
+.. الآن هنا في كلهم بيحسب ال frequency الأبيض
+
+360
+00:31:13,770 --> 00:31:17,490
+هدولة ال frequency تبعت ال rule ال frequency ..
+
+361
+00:31:17,490 --> 00:31:22,290
+أسف مش frequency confidence تبعة ال rule okay لأن
+
+362
+00:31:22,290 --> 00:31:26,610
+هذا ال rule ال confidence تبعها ال confidence
+
+363
+00:31:26,610 --> 00:31:27,610
+تبعها low
+
+364
+00:31:31,550 --> 00:31:36,130
+أي رول أخرى
+
+365
+00:31:36,130 --> 00:31:44,990
+.. أي رول أخرى ال condition تبعها .. أي
+
+366
+00:31:44,990 --> 00:31:48,950
+رول أخرى ال condition تبعها يحتوي على ال condition
+
+367
+00:31:48,950 --> 00:31:51,690
+تبعها هذه قررتها low
+
+368
+00:31:57,120 --> 00:32:00,920
+ال conclusion تبعها او ال consequent تبعها بيحتوي
+
+369
+00:32:00,920 --> 00:32:07,520
+على بيشتمل على ال consequent تبع rule low
+
+370
+00:32:07,520 --> 00:32:11,260
+confidence فهي low confidence يعني في ال lattice
+
+371
+00:32:11,260 --> 00:32:14,920
+تبعت ال rules احنا كنا في ال lattice تبعت ال item
+
+372
+00:32:14,920 --> 00:32:18,240
+sets كنا ندور احنا على ال support هنا سدنا نعمل
+
+373
+00:32:18,240 --> 00:32:20,200
+pruning على اساس ال confidence على اساس ال
+
+374
+00:32:20,200 --> 00:32:26,790
+confidence على اساس ال confidence بس كيفحسبت أن
+
+375
+00:32:26,790 --> 00:32:31,130
+هذه من خلال المعادلة حسبت ال confidence بتاعي أقل
+
+376
+00:32:31,130 --> 00:32:35,290
+من ال minimum فعلمت أن هذه low confidence وحسيت
+
+377
+00:32:35,290 --> 00:32:39,270
+أثنينها لأن بعد شوية عملت generate ل other rules
+
+378
+00:32:39,270 --> 00:32:43,510
+لجيت أنه الآن بد أحسب ال confidence قبل ما أحسب ال
+
+379
+00:32:43,510 --> 00:32:47,250
+confidence لجيت أن هذا ال rule ال consequent
+
+380
+00:32:47,250 --> 00:32:48,270
+بيحتوي
+
+381
+00:32:53,070 --> 00:32:57,570
+على subset هذا ال subset مطابق لل subset تبع low
+
+382
+00:32:57,570 --> 00:33:01,410
+confidence role يعني في جهة انا على طول بعلمها low
+
+383
+00:33:01,410 --> 00:33:08,070
+confidence بدون ما احسب okay صح لأ خلّي بالك انه
+
+384
+00:33:08,070 --> 00:33:13,930
+التوفير اللي انا بغفره في اني انا محسبش هنا تقريبا
+
+385
+00:33:13,930 --> 00:33:17,910
+بسيط ليش لأن حسبة ال confidence تبع جوجل هي عبارة
+
+386
+00:33:17,910 --> 00:33:26,920
+عن ال support تبعY على ال support تبع ال X أو ال
+
+387
+00:33:26,920 --> 00:33:30,800
+condition غالبا انا بكون حاسب ال support تبع ال
+
+388
+00:33:30,800 --> 00:33:35,300
+condition تبع Y مسبقا و حاسب ال support تبع هذا
+
+389
+00:33:35,300 --> 00:33:41,760
+مسبقا وبالتالي بس عملية قسمة الرقمين على بعض يعني
+
+390
+00:33:41,760 --> 00:33:45,660
+انا اللي وفرته على حالي في ان انا ماحسبش مش كتير
+
+391
+00:33:45,660 --> 00:33:50,940
+زي هناك هناك انا عشان احسبالـ supportable items ان
+
+392
+00:33:50,940 --> 00:33:54,520
+انت بتعمل عملية احصائية اجيب اكم مرة هو موجود في
+
+393
+00:33:54,520 --> 00:33:59,520
+ال transactions و اعدهم و اجسم على اكم مرة موجود
+
+394
+00:33:59,520 --> 00:34:05,080
+مظبوط فهنا انا اللي حاسب ان انا فيها توفير اقل بس
+
+395
+00:34:05,080 --> 00:34:08,340
+عموما كان ال rule القاعدة اللي بدأ اطبقها عشان
+
+396
+00:34:08,340 --> 00:34:16,100
+اعمل استثناء انه هذا الان هذا الان بتفرج منه ا ..
+
+397
+00:34:16,100 --> 00:34:22,430
+ا ..هذا هو رولي ايش احتمال يتولد منها تطبق نفس
+
+398
+00:34:22,430 --> 00:34:28,530
+القالي يشيل هذا و يحط هنا هاي one case صح هاي ال B
+
+399
+00:34:28,530 --> 00:34:31,590
+أجت من ال condition و نحط على ال conclusion او شيل
+
+400
+00:34:31,590 --> 00:34:38,950
+ال A و حطها و هاي ال case التاني صح لأن هذه نفسها
+
+401
+00:34:38,950 --> 00:34:49,120
+برضه أجت من هنا لما شيلنا ال D و حطناها هناصارت بي
+
+402
+00:34:49,120 --> 00:34:54,900
+و a b و a c d الان هذه ال node لما اتولدت من هنا
+
+403
+00:34:54,900 --> 00:35:01,120
+هذه high confidence ليش عملها؟ ماعليش ماهو لما هو
+
+404
+00:35:01,120 --> 00:35:06,180
+بيبص من هذا الاتجاه بيعتبر الشهادة low confidence
+
+405
+00:35:06,180 --> 00:35:09,720
+بس لما بيجي من هذا الاتجاه هو قادر انها low
+
+406
+00:35:09,720 --> 00:35:13,260
+confidence بيجيها بيعتبر احنا low confidence طبعا
+
+407
+00:35:13,260 --> 00:35:18,830
+يبقى انا يبقى انا الانإذا لما تتولق .. لما يبني ان
+
+408
+00:35:18,830 --> 00:35:23,550
+اعمل generation of learn rules بدي أفحص ال
+
+409
+00:35:23,550 --> 00:35:28,950
+consequence تبع ال form أشوف ال consequence تبع ال
+
+410
+00:35:28,950 --> 00:35:35,150
+form تحتوي على subset موجود ك consequence ..
+
+411
+00:35:35,150 --> 00:35:38,730
+كconsequent لو واحدة من ال rules السابقة low
+
+412
+00:35:38,730 --> 00:35:43,860
+confidence يبقى هو .. okayفالمرة أخرى بقول هي هذا
+
+413
+00:35:43,860 --> 00:35:50,160
+متولد من تلاتة parents هذا و هذا و هذا و الان صح
+
+414
+00:35:50,160 --> 00:35:57,880
+هذه النقطة لكن واحدة بس منهم واحدة من النص كانت
+
+415
+00:35:57,880 --> 00:36:02,940
+low confidence فادت انه احنا نستخلص انه low
+
+416
+00:36:02,940 --> 00:36:05,640
+confidence خلي بال لو احنا مابدناش نعمل pruning و
+
+417
+00:36:05,640 --> 00:36:09,660
+نحسب هنحسب و نلاقي low confidence صح انا لو احنا
+
+418
+00:36:09,660 --> 00:36:12,930
+حسبنا على اساس support على supportهل هسبوا اللي
+
+419
+00:36:12,930 --> 00:36:17,450
+جيه؟ فهل عندي واحد طريق تاني، يا إما بحسبها حسابا،
+
+420
+00:36:17,450 --> 00:36:24,790
+يا إما بستنبطها استنباطا من ال consequence تبع أي
+
+421
+00:36:24,790 --> 00:36:27,610
+واحد من ال parents، ما هو اللي هو ممكن يكون أكتر
+
+422
+00:36:27,610 --> 00:36:31,850
+من ال parents. أولا فهذه القليل اللي في الآخر بنتج
+
+423
+00:36:31,850 --> 00:36:37,390
+عنها مجموعة اللي هو إيش؟مجموعة ال association
+
+424
+00:36:37,390 --> 00:36:41,250
+rules اللي اقدر استند اليها طب انا بقدر اغير ال
+
+425
+00:36:41,250 --> 00:36:44,990
+minimum confidence اغير ال minimum support حسب
+
+426
+00:36:44,990 --> 00:36:50,030
+احتياجات ال application بس هنا .. هنا انا خلاص صرت
+
+427
+00:36:50,030 --> 00:36:54,210
+مهمل في اخر .. في رابع level صار انه لو هو ما شراش
+
+428
+00:36:54,210 --> 00:36:58,590
+اشي او هو لسه ما شراش اشي اه انا عند احتمال انه
+
+429
+00:36:58,590 --> 00:37:01,370
+مايشتري اي حاجة احتمال انه مايشتري اشي هو برضه فيه
+
+430
+00:37:01,370 --> 00:37:05,320
+low confidence هنا صار عندك ايوة صح صحاحتمال انه
+
+431
+00:37:05,320 --> 00:37:09,780
+مايشتريش .. هو دخل ال .. هو دخل ال .. هو دخل ال ..
+
+432
+00:37:09,780 --> 00:37:10,980
+هو دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل ال
+
+433
+00:37:10,980 --> 00:37:11,740
+.. هو دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل
+
+434
+00:37:11,740 --> 00:37:12,720
+ال .. هو دخل ال .. هو دخل ال .. هو دخل ال .. هو
+
+435
+00:37:12,720 --> 00:37:13,500
+دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل ال ..
+
+436
+00:37:13,500 --> 00:37:15,500
+هو دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل ال
+
+437
+00:37:15,500 --> 00:37:16,240
+.. هو دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل
+
+438
+00:37:16,240 --> 00:37:17,440
+ال .. هو دخل ال .. هو دخل ال .. هو دخل ال .. هو
+
+439
+00:37:17,440 --> 00:37:25,020
+دخل ال .. هو دخل ال .. هو دخل ال .. هو دخل ال ..
+
+440
+00:37:25,020 --> 00:37:30,260
+هو دخل ال ..
+
+441
+00:37:30,260 --> 00:37:38,420
+هو دخل ال .. هواه صح؟ اه و هي احتمالية تلالي جدا و
+
+442
+00:37:38,420 --> 00:37:41,780
+صح ممكن يجيلك واحد و يطلع زي ما صارت معايا انا مرة
+
+443
+00:37:41,780 --> 00:37:45,000
+خشيت في ال supermarket و طلعت ما الشارع لا حاجة و
+
+444
+00:37:45,000 --> 00:37:49,800
+صاح المحل اللي حجنه مني ضحكني على الشارع تخيل و مش
+
+445
+00:37:49,800 --> 00:37:53,300
+هو صاح المحل اللي حجنيه بعت واحد من العمال و هذا
+
+446
+00:37:53,300 --> 00:37:57,280
+الكلب حصل في عمان يعني انا خلت ال supermarket و
+
+447
+00:37:57,280 --> 00:38:00,850
+طلعتفبعد ما مشيت انك عشرة متر اللي بيقول أجي واحد
+
+448
+00:38:00,850 --> 00:38:04,210
+ورايه و بيقوللي يا استاذ ات صاحب المحل بيقولك ات
+
+449
+00:38:04,210 --> 00:38:09,870
+خشيته، والله حصل معاك، المهم يعني بتحصل بس نادرة،
+
+450
+00:38:09,870 --> 00:38:11,950
+هي إيش يعني low confidence؟ مش معناه تقينها
+
+451
+00:38:11,950 --> 00:38:15,150
+مستحيلة، معناه تقينها أقل من ال .. انه unlikely to
+
+452
+00:38:15,150 --> 00:38:17,990
+happen .. unlikely بالنسبة لمن؟ بالنسبة ل ال
+
+453
+00:38:17,990 --> 00:38:19,550
+confidence factor اللي أنت حطيته
+
+454
+00:38:32,110 --> 00:38:42,110
+هذا هو خلاصة
+
+455
+00:38:42,110 --> 00:38:46,550
+الامر بالنسبة لـ Association Rules وقالية
+
+456
+00:38:46,550 --> 00:38:51,630
+استنباطها من الـ Item Salesماشي هيك من خلاص و
+
+457
+00:38:51,630 --> 00:38:53,630
+المحاضرة اللي جاي ان شاء الله بنبدأ في الموضوع
+
+458
+00:38:53,630 --> 00:38:56,270
+الأخير اللي هو ال principal components of
+
+459
+00:38:56,270 --> 00:38:56,710
+businesses
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..943156b1024b2775ef202cd7256260a52219744d
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/ALhp1MicV_Y_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4953, "start": 20.79, "end": 49.53, "text": "بسم الله الرحمن الرحيم احنا اليوم ان شاء الله بدنا نكمل ال a priori algorithm اللي هي بتستخدم في استخلاص association rules من a set of transactions ال set of transactions كان اللي هو بنرجع لورا شوية عشان اذكركوا هاي هذا عبارة عن set of transactions ال transaction اللي واحدة بتكون مجموعة من ال items", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 1975, 5016, 8315, 45595, 20498, 16472, 13412, 16606, 21984, 47525, 8315, 8717, 24793, 1211, 2423, 257, 4059, 72, 9284, 13672, 1829, 39896, 39894, 14851, 9778, 40448, 8978, 44713, 9778, 1211, 33546, 14598, 4474, 9154, 257, 992, 295, 16856, 2423, 992, 295, 16856, 25961, 13672, 1829, 31439, 44945, 47341, 3615, 5296, 13063, 995, 13412, 2407, 10632, 6225, 8592, 7649, 1975, 8848, 37983, 4117, 14407, 8032, 47302, 23758, 6225, 3555, 9640, 3660, 18871, 992, 295, 16856, 2423, 14425, 13672, 1829, 36764, 24401, 3660, 39894, 30544, 3714, 7435, 2304, 2407, 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{"start": 943.88, "end": 944.34, "word": " زي", "probability": 0.987548828125}, {"start": 944.34, "end": 944.86, "word": " هيك", "probability": 0.992919921875}, {"start": 944.86, "end": 945.9, "word": " هذول", "probability": 0.9666341145833334}, {"start": 945.9, "end": 946.08, "word": " two", "probability": 0.2171630859375}, {"start": 946.08, "end": 946.48, "word": " different", "probability": 0.95361328125}, {"start": 946.48, "end": 946.88, "word": " rules", "probability": 0.861328125}, {"start": 946.88, "end": 947.02, "word": " و", "probability": 0.82861328125}, {"start": 947.02, "end": 947.5, "word": " هم", "probability": 0.698486328125}, {"start": 947.5, "end": 947.76, "word": " نفس", "probability": 0.9111328125}, {"start": 947.76, "end": 947.92, "word": " ال", "probability": 0.9560546875}, {"start": 947.92, "end": 948.16, "word": " rule", "probability": 0.8330078125}, {"start": 948.16, "end": 948.82, "word": " two", "probability": 0.875}, {"start": 948.82, "end": 949.18, "word": " different", "probability": 0.9296875}, {"start": 949.18, "end": 949.62, "word": " rules", "probability": 0.8623046875}, {"start": 949.62, "end": 950.9, "word": " صح؟", "probability": 0.9402669270833334}], "temperature": 1.0}, {"id": 35, "seek": 98142, "start": 953.5, "end": 981.42, "text": "فعمليا لو عندي item set item set يحتوي بس على اتنين انا ممكن اعمل منه two rules فمن فترة لو تلاتة بقدر اعمل multiple subsets و من ال subsets هذه اعمل multiple rules ال rule هذه الان كل rule ممكن اعملها is a candidate rule كل rule ممكن اعملها is a candidate rule", "tokens": [5172, 25957, 20292, 995, 45164, 18871, 16254, 3174, 992, 3174, 992, 7251, 33753, 2407, 1829, 4724, 3794, 15844, 1975, 2655, 1863, 9957, 1975, 8315, 3714, 43020, 1975, 25957, 1211, 9154, 3224, 732, 4474, 6156, 27842, 6156, 2655, 25720, 45164, 6055, 1211, 9307, 3660, 4724, 28543, 2288, 1975, 25957, 1211, 3866, 2090, 1385, 4032, 9154, 2423, 2090, 1385, 29538, 1975, 25957, 1211, 3866, 4474, 2423, 4978, 29538, 2423, 7649, 28242, 4978, 3714, 43020, 1975, 25957, 1211, 11296, 307, 257, 11532, 4978, 28242, 4978, 3714, 43020, 1975, 25957, 1211, 11296, 307, 257, 11532, 4978], "avg_logprob": -0.1987567255573888, "compression_ratio": 2.005434782608696, "no_speech_prob": 0.0, "words": [{"start": 953.5, "end": 954.34, "word": "فعمليا", "probability": 0.8502197265625}, {"start": 954.34, "end": 954.82, "word": " لو", "probability": 0.78369140625}, {"start": 954.82, "end": 955.14, "word": " عندي", "probability": 0.7344970703125}, {"start": 955.14, "end": 956.38, "word": " item", "probability": 0.8984375}, {"start": 956.38, "end": 956.84, "word": " set", "probability": 0.935546875}, {"start": 956.84, "end": 957.2, "word": " item", "probability": 0.319091796875}, {"start": 957.2, "end": 957.44, "word": " set", "probability": 0.94482421875}, {"start": 957.44, "end": 957.78, "word": " يحتوي", "probability": 0.726318359375}, {"start": 957.78, "end": 958.2, "word": " بس", "probability": 0.74658203125}, {"start": 958.2, "end": 958.54, 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"probability": 0.95166015625}, {"start": 971.84, "end": 972.04, "word": " rule", "probability": 0.837890625}, {"start": 972.04, "end": 972.28, "word": " هذه", "probability": 0.63623046875}, {"start": 972.28, "end": 972.68, "word": " الان", "probability": 0.7841796875}, {"start": 972.68, "end": 974.04, "word": " كل", "probability": 0.9072265625}, {"start": 974.04, "end": 974.38, "word": " rule", "probability": 0.96728515625}, {"start": 974.38, "end": 974.76, "word": " ممكن", "probability": 0.983154296875}, {"start": 974.76, "end": 975.22, "word": " اعملها", "probability": 0.9603271484375}, {"start": 975.22, "end": 975.4, "word": " is", "probability": 0.9072265625}, {"start": 975.4, "end": 975.52, "word": " a", "probability": 0.97314453125}, {"start": 975.52, "end": 975.94, "word": " candidate", "probability": 0.8515625}, {"start": 975.94, "end": 976.42, "word": " rule", "probability": 0.9248046875}, {"start": 976.42, "end": 978.04, "word": " كل", "probability": 0.943359375}, {"start": 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اقص ثلاثة تمانية نقص واحد سبعة ستة ستة لحظة شوية ممكن يكون واحد منهم confidence تبعه كان متخفض فاستثني صح او لأ لأ لأ لأ", "tokens": [10721, 5016, 8315, 12174, 1211, 8315, 4724, 9381, 5172, 3660, 6225, 10943, 3660, 45164, 6225, 3215, 8315, 3174, 992, 2423, 4474, 13672, 1829, 4724, 28543, 2288, 1975, 25957, 43761, 39896, 568, 1975, 4587, 9381, 275, 8717, 4587, 9381, 36764, 24401, 20328, 5016, 37495, 22653, 568, 1975, 4587, 9381, 38637, 1211, 5718, 104, 3660, 46811, 7649, 10632, 8717, 4587, 9381, 36764, 24401, 8608, 3555, 27884, 8608, 2655, 3660, 8608, 2655, 3660, 5296, 5016, 19913, 3660, 13412, 2407, 10632, 3714, 43020, 7251, 30544, 36764, 24401, 9154, 16095, 6687, 6055, 3555, 3615, 3224, 25961, 44650, 9778, 5172, 11242, 6156, 995, 14851, 12984, 22653, 20328, 5016, 1975, 2407, 5296, 10721, 5296, 10721, 5296, 10721, 5296, 10721], "avg_logprob": -0.3155420353982301, "compression_ratio": 1.7053140096618358, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 1522.88, "end": 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association rules بتضلها هده كلهم candidates حسب ال confidence تبقى كل rule بتبيز كده تضلها ولا لأ okay هندي أربع items can be presented بعض أعمل منهم أربعاش association rules okay الآن ال letters هذي هذي ال letters زي هذيك ال letters بس هذي ال rules okay هذي ال node الواحدة هنا مانعنياش", "tokens": [49146, 399, 4474, 5296, 33456, 37893, 28242, 29538, 2423, 39184, 14598, 4474, 39894, 11242, 1211, 11296, 8032, 3215, 3224, 28242, 16095, 11255, 11331, 35457, 2423, 6687, 6055, 3555, 4587, 7578, 28242, 4978, 39894, 3555, 1829, 11622, 9122, 3215, 3224, 6055, 11242, 1211, 11296, 49429, 5296, 10721, 1392, 8032, 1863, 16254, 5551, 25513, 3615, 4754, 393, 312, 8212, 45030, 11242, 5551, 25957, 1211, 9154, 16095, 5551, 25513, 3615, 33599, 14598, 4474, 1392, 6024, 48506, 2423, 7825, 8032, 8848, 1829, 8032, 8848, 1829, 2423, 7825, 30767, 1829, 8032, 8848, 1829, 4117, 2423, 7825, 4724, 3794, 8032, 8848, 1829, 2423, 4474, 1392, 8032, 8848, 1829, 2423, 9984, 2423, 14407, 24401, 3660, 34105, 3714, 7649, 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"probability": 0.9150390625}, {"start": 1689.63, "end": 1689.77, "word": " هنا", "probability": 0.79345703125}, {"start": 1689.77, "end": 1690.43, "word": " مانعنياش", "probability": 0.5692626953125}], "temperature": 1.0}, {"id": 60, "seek": 171499, "start": 1690.81, "end": 1714.99, "text": "rule هناك ال node الواحد كانت عبارة عن subset subset صح نرجع تاني بس بدأنا احنا بال subset الكبير او من ال mt عندي ال items هذا عبارة عن .. كل واحد منهم عبارة عن subset بس single item هنا subsets two item كلهم subset من ال set الكبير", "tokens": [44197, 34105, 4117, 2423, 9984, 2423, 14407, 24401, 25961, 2655, 6225, 3555, 9640, 3660, 18871, 25993, 25993, 20328, 5016, 8717, 47341, 3615, 6055, 7649, 1829, 4724, 3794, 47525, 10721, 8315, 1975, 5016, 8315, 20666, 25993, 33251, 3555, 13546, 1975, 2407, 9154, 2423, 275, 83, 18871, 16254, 2423, 4754, 23758, 6225, 3555, 9640, 3660, 18871, 4386, 28242, 36764, 24401, 9154, 16095, 6225, 3555, 9640, 3660, 18871, 25993, 4724, 3794, 2167, 3174, 34105, 2090, 1385, 732, 3174, 28242, 16095, 25993, 9154, 2423, 992, 33251, 3555, 13546], "avg_logprob": -0.23253676119972677, "compression_ratio": 1.839572192513369, "no_speech_prob": 0.0, "words": [{"start": 1690.81, "end": 1691.19, "word": "rule", "probability": 0.036468505859375}, {"start": 1691.19, "end": 1691.53, "word": " هناك", "probability": 0.586181640625}, {"start": 1691.53, "end": 1691.65, "word": " ال", "probability": 0.53271484375}, {"start": 1691.65, "end": 1691.81, "word": " node", "probability": 0.497314453125}, {"start": 1691.81, "end": 1692.11, "word": " الواحد", "probability": 0.7775065104166666}, {"start": 1692.11, "end": 1692.49, "word": " كانت", "probability": 0.757080078125}, {"start": 1692.49, "end": 1692.67, "word": " عبارة", "probability": 0.913818359375}, {"start": 1692.67, "end": 1692.93, "word": " عن", "probability": 0.99853515625}, {"start": 1692.93, "end": 1693.81, "word": " subset", "probability": 0.93212890625}, {"start": 1693.81, "end": 1694.65, "word": " subset", 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ال", "probability": 0.98193359375}, {"start": 1702.81, "end": 1703.27, "word": " mt", "probability": 0.4892578125}, {"start": 1703.27, "end": 1703.73, "word": " عندي", "probability": 0.753662109375}, {"start": 1703.73, "end": 1703.85, "word": " ال", "probability": 0.728515625}, {"start": 1703.85, "end": 1704.23, "word": " items", "probability": 0.91357421875}, {"start": 1704.23, "end": 1705.33, "word": " هذا", "probability": 0.78271484375}, {"start": 1705.33, "end": 1706.09, "word": " عبارة", "probability": 0.94580078125}, {"start": 1706.09, "end": 1706.27, "word": " عن", "probability": 0.97509765625}, {"start": 1706.27, "end": 1706.29, "word": " ..", "probability": 0.266357421875}, {"start": 1706.29, "end": 1706.45, "word": " كل", "probability": 0.73779296875}, {"start": 1706.45, "end": 1706.59, "word": " واحد", "probability": 0.9912109375}, {"start": 1706.59, "end": 1706.83, "word": " منهم", "probability": 0.91455078125}, {"start": 1706.83, "end": 1707.07, "word": " عبارة", 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1885.97, "end": 1886.61, "word": " confidence", "probability": 0.978515625}, {"start": 1886.61, "end": 1887.21, "word": " تبعها", "probability": 0.9522705078125}, {"start": 1887.21, "end": 1887.61, "word": " low", "probability": 0.94921875}], "temperature": 1.0}, {"id": 67, "seek": 191169, "start": 1891.55, "end": 1911.69, "text": "أي رول أخرى .. أي رول أخرى ال condition تبعها .. أي رول أخرى ال condition تبعها يحتوي على ال condition تبعها هذه قررتها low", "tokens": [10721, 1829, 12602, 12610, 5551, 34740, 7578, 4386, 36632, 12602, 12610, 5551, 34740, 7578, 2423, 4188, 6055, 3555, 3615, 11296, 4386, 36632, 12602, 12610, 5551, 34740, 7578, 2423, 4188, 6055, 3555, 3615, 11296, 7251, 33753, 45865, 15844, 2423, 4188, 6055, 3555, 3615, 11296, 29538, 12174, 2288, 43500, 11296, 2295], "avg_logprob": -0.3984375071525574, "compression_ratio": 1.9381443298969072, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 1891.55, "end": 1892.47, "word": "أي", "probability": 0.340606689453125}, {"start": 1892.47, "end": 1892.85, "word": " رول", "probability": 0.7110595703125}, {"start": 1892.85, "end": 1896.13, "word": " أخرى", "probability": 0.7246907552083334}, {"start": 1896.13, "end": 1896.81, "word": " ..", "probability": 0.1124267578125}, {"start": 1896.81, "end": 1899.01, "word": " أي", "probability": 0.39404296875}, {"start": 1899.01, "end": 1899.25, "word": " رول", "probability": 0.970947265625}, {"start": 1899.25, "end": 1899.65, "word": " أخرى", "probability": 0.9651692708333334}, {"start": 1899.65, "end": 1899.85, "word": " ال", "probability": 0.47802734375}, {"start": 1899.85, "end": 1900.35, "word": " condition", "probability": 0.8720703125}, {"start": 1900.35, "end": 1901.07, "word": " تبعها", "probability": 0.9288330078125}, {"start": 1901.07, "end": 1901.95, "word": " ..", "probability": 0.304931640625}, {"start": 1901.95, "end": 1904.99, "word": " أي", "probability": 0.313232421875}, {"start": 1904.99, "end": 1905.19, "word": " رول", "probability": 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" ال", "probability": 0.97900390625}, {"start": 1934.7, "end": 1934.92, "word": " item", "probability": 0.66015625}, {"start": 1934.92, "end": 1935.2, "word": " sets", "probability": 0.1483154296875}, {"start": 1935.2, "end": 1935.42, "word": " كنا", "probability": 0.910400390625}, {"start": 1935.42, "end": 1935.64, "word": " ندور", "probability": 0.96533203125}, {"start": 1935.64, "end": 1935.84, "word": " احنا", "probability": 0.896484375}, {"start": 1935.84, "end": 1935.98, "word": " على", "probability": 0.64208984375}, {"start": 1935.98, "end": 1936.04, "word": " ال", "probability": 0.8798828125}, {"start": 1936.04, "end": 1936.3, "word": " support", "probability": 0.9814453125}, {"start": 1936.3, "end": 1936.96, "word": " هنا", "probability": 0.88037109375}, {"start": 1936.96, "end": 1937.5, "word": " سدنا", "probability": 0.5930989583333334}, {"start": 1937.5, "end": 1938.24, "word": " نعمل", "probability": 0.9646809895833334}, {"start": 1938.24, "end": 1938.82, "word": " pruning", "probability": 0.6346435546875}, {"start": 1938.82, "end": 1939.04, "word": " على", "probability": 0.8828125}, {"start": 1939.04, "end": 1939.36, "word": " اساس", "probability": 0.84912109375}, {"start": 1939.36, "end": 1939.52, "word": " ال", "probability": 0.95556640625}, {"start": 1939.52, "end": 1939.52, "word": " confidence", "probability": 0.8779296875}, {"start": 1939.52, "end": 1939.64, "word": " على", "probability": 0.87841796875}, {"start": 1939.64, "end": 1940.0, "word": " اساس", "probability": 0.90869140625}, {"start": 1940.0, "end": 1940.2, "word": " ال", "probability": 0.96923828125}, {"start": 1940.2, "end": 1940.62, "word": " confidence", "probability": 0.9873046875}, {"start": 1940.62, "end": 1942.16, "word": " على", "probability": 0.434326171875}, {"start": 1942.16, "end": 1942.52, "word": " اساس", "probability": 0.96533203125}, {"start": 1942.52, "end": 1942.68, "word": " ال", "probability": 0.95703125}, {"start": 1942.68, "end": 1942.84, "word": " confidence", "probability": 0.9775390625}, {"start": 1942.84, "end": 1943.08, "word": " بس", "probability": 0.900146484375}, {"start": 1943.08, "end": 1943.42, "word": " كيف", "probability": 0.989013671875}], "temperature": 1.0}, {"id": 69, "seek": 196827, "start": 1945.77, "end": 1968.27, "text": "حسبت أن هذه من خلال المعادلة حسبت ال confidence بتاعي أقل من ال minimum فعلمت أن هذه low confidence وحسيت أثنينها لأن بعد شوية عملت generate ل other rules لجيت أنه الآن بد أحسب ال confidence قبل ما أحسب ال confidence لجيت أن هذا ال rule ال consequent بيحتوي", "tokens": [5016, 3794, 3555, 2655, 14739, 29538, 9154, 16490, 1211, 6027, 9673, 3615, 18513, 37977, 11331, 35457, 2655, 2423, 6687, 39894, 45761, 1829, 5551, 4587, 1211, 9154, 2423, 7285, 6156, 3615, 19528, 2655, 14739, 29538, 2295, 6687, 4032, 5016, 3794, 36081, 5551, 12984, 1863, 9957, 11296, 5296, 33456, 39182, 13412, 2407, 10632, 6225, 42213, 2655, 8460, 5296, 661, 4474, 5296, 7435, 36081, 14739, 3224, 6024, 48506, 47525, 5551, 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"probability": 0.8779296875}, {"start": 1949.73, "end": 1950.21, "word": " بتاعي", "probability": 0.4543863932291667}, {"start": 1950.21, "end": 1951.13, "word": " أقل", "probability": 0.793212890625}, {"start": 1951.13, "end": 1951.47, "word": " من", "probability": 0.96435546875}, {"start": 1951.47, "end": 1951.71, "word": " ال", "probability": 0.8056640625}, {"start": 1951.71, "end": 1952.05, "word": " minimum", "probability": 0.97802734375}, {"start": 1952.05, "end": 1953.53, "word": " فعلمت", "probability": 0.88330078125}, {"start": 1953.53, "end": 1953.69, "word": " أن", "probability": 0.5849609375}, {"start": 1953.69, "end": 1954.05, "word": " هذه", "probability": 0.6650390625}, {"start": 1954.05, "end": 1954.25, "word": " low", "probability": 0.83837890625}, {"start": 1954.25, "end": 1954.81, "word": " confidence", "probability": 0.955078125}, {"start": 1954.81, "end": 1955.29, "word": " وحسيت", "probability": 0.578125}, {"start": 1955.29, "end": 1955.99, "word": " أثنينها", "probability": 0.6955078125}, {"start": 1955.99, "end": 1956.57, "word": " لأن", "probability": 0.828125}, {"start": 1956.57, "end": 1956.81, "word": " بعد", "probability": 0.80126953125}, {"start": 1956.81, "end": 1957.29, "word": " شوية", "probability": 0.85107421875}, {"start": 1957.29, "end": 1957.69, "word": " عملت", "probability": 0.966796875}, {"start": 1957.69, "end": 1958.15, "word": " generate", "probability": 0.79150390625}, {"start": 1958.15, "end": 1958.47, "word": " ل", "probability": 0.59375}, {"start": 1958.47, "end": 1958.81, "word": " other", "probability": 0.736328125}, {"start": 1958.81, "end": 1959.27, "word": " rules", "probability": 0.8388671875}, {"start": 1959.27, "end": 1959.71, "word": " لجيت", "probability": 0.7379557291666666}, {"start": 1959.71, "end": 1960.33, "word": " أنه", "probability": 0.8291015625}, {"start": 1960.33, "end": 1960.91, "word": " الآن", "probability": 0.6044921875}, {"start": 1960.91, "end": 1961.11, "word": " بد", "probability": 0.6689453125}, {"start": 1961.11, "end": 1961.55, "word": " أحسب", "probability": 0.808349609375}, {"start": 1961.55, "end": 1961.71, "word": " ال", "probability": 0.9658203125}, {"start": 1961.71, "end": 1962.31, "word": " confidence", "probability": 0.9873046875}, {"start": 1962.31, "end": 1962.83, "word": " قبل", "probability": 0.803955078125}, {"start": 1962.83, "end": 1962.95, "word": " ما", "probability": 0.85009765625}, {"start": 1962.95, "end": 1963.37, "word": " أحسب", "probability": 0.94921875}, {"start": 1963.37, "end": 1963.51, "word": " ال", "probability": 0.91064453125}, {"start": 1963.51, "end": 1963.99, "word": " confidence", "probability": 0.98486328125}, {"start": 1963.99, "end": 1964.95, "word": " لجيت", "probability": 0.9309895833333334}, {"start": 1964.95, "end": 1965.19, "word": " أن", "probability": 0.826171875}, {"start": 1965.19, "end": 1965.59, "word": " هذا", "probability": 0.8642578125}, {"start": 1965.59, "end": 1965.85, "word": " ال", "probability": 0.476806640625}, {"start": 1965.85, "end": 1966.43, "word": " rule", "probability": 0.755859375}, {"start": 1966.43, "end": 1966.63, "word": " ال", "probability": 0.77294921875}, {"start": 1966.63, "end": 1967.25, "word": " consequent", "probability": 0.869140625}, {"start": 1967.25, "end": 1968.27, "word": " بيحتوي", "probability": 0.639404296875}], "temperature": 1.0}, {"id": 70, "seek": 200043, "start": 1973.07, "end": 2000.43, "text": "على subset هذا ال subset مطابق لل subset تبع low confidence role يعني في جهة انا على طول بعلمها low confidence بدون ما احسب okay صح لأ خلّي بالك انه التوفير اللي انا بغفره في اني انا محسبش هنا تقريبا بسيط ليش لأن حسبة ال confidence تبع جوجل هي عبارة عن ال support تبع", "tokens": [3615, 23942, 25993, 23758, 2423, 25993, 3714, 9566, 16758, 4587, 24976, 25993, 6055, 3555, 3615, 2295, 6687, 3090, 37495, 22653, 8978, 10874, 3224, 3660, 1975, 8315, 15844, 23032, 12610, 4724, 3615, 19528, 11296, 2295, 6687, 47525, 11536, 19446, 1975, 5016, 35457, 1392, 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minimum support حسب احتياجات ال application بس هنا .. هنا انا خلاص صرت مهمل في اخر .. في رابع level صار انه لو هو ما شراش اشي او هو لسه ما شراش اشي اه انا عند احتمال انه مايشتري اي حاجة احتمال انه مايشتري اشي هو برضه فيه low confidence هنا صار عندك ايوة صح صح", "tokens": [2304, 7435, 2304, 2407, 27884, 2423, 14598, 4474, 13672, 1829, 1975, 28543, 2288, 44713, 41260, 45595, 11296, 23032, 3555, 1975, 8315, 4724, 28543, 2288, 1975, 17082, 13546, 2423, 7285, 6687, 1975, 17082, 13546, 2423, 7285, 1406, 11331, 35457, 1975, 5016, 31371, 26108, 9307, 2423, 3861, 4724, 3794, 34105, 4386, 34105, 1975, 8315, 16490, 1211, 33546, 20328, 43500, 3714, 16095, 1211, 8978, 1975, 34740, 4386, 8978, 12602, 16758, 3615, 1496, 20328, 9640, 16472, 3224, 45164, 31439, 19446, 13412, 2288, 33599, 1975, 8592, 1829, 1975, 2407, 31439, 5296, 3794, 3224, 19446, 13412, 2288, 33599, 1975, 8592, 1829, 1975, 3224, 1975, 8315, 43242, 1975, 33753, 2304, 6027, 16472, 3224, 19446, 1829, 8592, 2655, 16572, 1975, 1829, 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2333.29, "word": " في", "probability": 0.86328125}, {"start": 2333.29, "end": 2333.63, "word": " الموضوع", "probability": 0.994384765625}, {"start": 2333.63, "end": 2334.07, "word": " الأخير", "probability": 0.8623046875}, {"start": 2334.07, "end": 2334.59, "word": " اللي", "probability": 0.880859375}, {"start": 2334.59, "end": 2334.63, "word": " هو", "probability": 0.98583984375}, {"start": 2334.63, "end": 2335.25, "word": " ال", "probability": 0.751953125}, {"start": 2335.25, "end": 2335.61, "word": " principal", "probability": 0.45947265625}, {"start": 2335.61, "end": 2336.17, "word": " components", "probability": 0.62939453125}, {"start": 2336.17, "end": 2336.27, "word": " of", "probability": 0.73583984375}, {"start": 2336.27, "end": 2336.71, "word": " businesses", "probability": 0.3125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2338.5745, "duration_after_vad": 2216.041874999994}
\ No newline at end of file
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@@ -0,0 +1,1407 @@
+1
+00:00:21,310 --> 00:00:23,570
+بسم الله الرحمن الرحيم. اليوم، إن شاء الله،
+
+2
+00:00:23,570 --> 00:00:28,510
+نكمل الموضوع الذي كنا فيه، ونبقى معاً، ونبدأ الـ
+
+3
+00:00:28,510 --> 00:00:33,510
+chapter الجديد، الموضوع الجديد الذي كنا قد وصلنا
+
+4
+00:00:33,510 --> 00:00:37,390
+إليه في المحاضرة الماضية. طبعاً، حسب الترتيب الذي لدينا
+
+5
+00:00:37,390 --> 00:00:42,510
+هنا، كنا قد وصلنا إلى الـ forecast example. آه، هذا هو
+
+6
+00:00:42,510 --> 00:00:46,950
+عبارة عن rule-based expert system يعتمد على الـ
+
+7
+00:00:46,950 --> 00:00:52,810
+Bayesian reasoning. الآن، وقفنا في المحاضرة الماضية عند
+
+8
+00:00:53,940 --> 00:00:57,260
+الملاحظات، هؤلاء الذين هم الملاحظات على أداء الـ
+
+9
+00:00:57,260 --> 00:01:01,120
+Bayesian method، وعلى أيضاً مقارنة ما بينهما وبين الـ
+
+10
+00:01:01,120 --> 00:01:04,620
+certainty factor method. يعني، لأنَّ الذي هو bias of
+
+11
+00:01:04,620 --> 00:01:07,680
+the system of the Bayesian method. لأنه ثانياً،
+
+12
+00:01:07,680 --> 00:01:11,320
+comparison، مقارنة ما بين الـ Bayesian reasoning و الـ
+
+13
+00:01:11,320 --> 00:01:15,900
+certainty factor. فبدأنا نتحدث عن هذا الكلام، ولكن ليس من
+
+14
+00:01:15,900 --> 00:01:22,570
+هذه الشرائح، ليس من هذه الـ PowerPoint. PowerPoint
+
+15
+00:01:22,570 --> 00:01:28,670
+file أو شرائح مختلفة، وهي الشرائح التي أصلاً
+
+16
+00:01:28,670 --> 00:01:33,070
+موجودة عندكم مع الكتاب. تمام. فسننتقل على طول إلى الـ
+
+17
+00:01:33,070 --> 00:01:35,790
+bias of the Bayesian method و certainty factors
+
+18
+00:01:35,790 --> 00:01:41,410
+theory and evidential reasoning. الـ comparison. طيب،
+
+19
+00:01:41,410 --> 00:01:42,010
+الـ bias.
+
+20
+00:01:50,970 --> 00:01:56,570
+نحن كل الكلام الذي رأيناه، انتهينا منه. الـ bias هذا
+
+21
+00:01:56,570 --> 00:02:00,110
+في Bayesian method، المقصود به؟ ماذا تعني كلمة bias؟
+
+22
+00:02:00,110 --> 00:02:05,550
+الـ bias يعني انحياز، أليس كذلك؟ يعني، عندما نقول إنسان
+
+23
+00:02:05,550 --> 00:02:10,810
+biased، يعني منحاز. فهنا، الـ bias المقصود به انحياز
+
+24
+00:02:10,810 --> 00:02:17,410
+أو تحيز. ما هو المقصود بالضبط بالـ bias هذا؟ أنه لو
+
+25
+00:02:17,410 --> 00:02:23,230
+أنا جئت قارنت ما بين الأرقام التي آخذها من خلال الـ
+
+26
+00:02:23,230 --> 00:02:27,370
+statistics، وجدتها غير مطابقة تماماً لما يعطيني إياه
+
+27
+00:02:27,370 --> 00:02:30,480
+الـ human expert. The human expert، قد يعطينا
+
+28
+00:02:30,480 --> 00:02:35,040
+تقديرات مختلفة عن التقديرات التي آخذها من الـ
+
+29
+00:02:35,040 --> 00:02:37,940
+بناءً على الـ statistics. تتذكرون لو قلنا كل الـ
+
+30
+00:02:37,940 --> 00:02:41,860
+probabilities التي تأتي في الـ Bayesian reasoning تأتي
+
+31
+00:02:41,860 --> 00:02:45,200
+بناءً على الـ statistics. أحياناً، يأتي فيه نقص في
+
+32
+00:02:45,200 --> 00:02:50,780
+هذا في هذه الـ probabilities، فيأتي الـ human expert
+
+33
+00:02:50,780 --> 00:02:56,040
+هو الذي يُوفي هذا النقص بناءً على خبرته. لو نحن
+
+34
+00:02:56,040 --> 00:03:01,090
+اطلعنا على البيانات التي يعطينا إياها الـ human
+
+35
+00:03:01,090 --> 00:03:06,550
+expert، قد نجدها غير مطابقة لما نستنتجه من خلال
+
+36
+00:03:06,550 --> 00:03:10,250
+الـ statistics. على سبيل المثال، أنا عندي هنا rule
+
+37
+00:03:10,250 --> 00:03:14,210
+تقول: if the symptom is odd noises, then the starter
+
+38
+00:03:14,210 --> 00:03:18,810
+is bad. يعني، أفتَرض أن في سيارة معطلة، والعرض الذي
+
+39
+00:03:18,810 --> 00:03:22,910
+أمامي أن السيارة هذه تطلق أصواتاً غريبة عندما آتي
+
+40
+00:03:22,910 --> 00:03:27,150
+لإشغالها، فهي لا تعمل. تماماً، عندما آتي لإشغالها تطلق صوتاً
+
+41
+00:03:27,660 --> 00:03:33,780
+أصوات غريبة. فالـ rule هنا تقول: إذا الـ symptom هو odd
+
+42
+00:03:33,780 --> 00:03:36,680
+noises, then the starter is bad. المشكلة تكون في
+
+43
+00:03:36,680 --> 00:03:39,760
+الـ starter. ما هو الـ starter؟ ما هو الـ
+
+44
+00:03:39,760 --> 00:03:43,140
+starter؟ أيضاً، الـ motor تبع السيارة. فيه الـ starter
+
+45
+00:03:43,140 --> 00:03:48,320
+motor يحرك المكابس لكي تبدأ دورة الـ cycle
+
+46
+00:03:48,320 --> 00:03:53,360
+تماماً. فالـ probability هنا، أو العلاقة السببية بين
+
+47
+00:03:53,360 --> 00:04:00,250
+الـ odd noises، وما بين أن الـ starter هو bad، 70
+
+48
+00:04:00,250 --> 00:04:08,790
+%. صحيح، 70% أنه إذا العرض هو odd noises، فيكون السبب
+
+49
+00:04:08,790 --> 00:04:15,770
+bad starter. لأن بناءً على هذا الكلام، الـ 70% هذه
+
+50
+00:04:15,770 --> 00:04:23,870
+بإمكاني أيضاً استنتج أن الـ 30% الأخرى قد تكون في في
+
+51
+00:04:23,870 --> 00:04:28,080
+الـ odd noises، أو في الـ odd noises، ويبقى الـ starter غير
+
+52
+00:04:28,080 --> 00:04:32,360
+bad. أليس كذلك؟ كلامي صحيح أم لا؟ آه، يعني، إذا كان
+
+53
+00:04:32,360 --> 00:04:36,620
+70% من الحالات التي يكون فيها odd noises يكون الـ
+
+54
+00:04:36,620 --> 00:04:39,880
+starter معطلاً، فيبقى في حالات يكون فيها odd noises، و
+
+55
+00:04:39,880 --> 00:04:43,700
+يبقى الـ starter غير معطل، وهي الـ 30% الأخرى. okay.
+
+56
+00:04:43,700 --> 00:04:50,000
+تمام. فأنا، هذا الكلام، الـ probability of starter
+
+57
+00:04:50,000 --> 00:04:55,460
+is good، good، يعني not bad، عكس ذلك. حتى على الرغم من
+
+58
+00:04:55,460 --> 00:04:58,940
+وجود الـ event أو الـ evidence، وهو الـ odd noises،
+
+59
+00:04:58,940 --> 00:05:04,020
+فكيف حسبنا الـ probability هذه؟  ذهبنا إلى الـ probability
+
+60
+00:05:04,020 --> 00:05:12,400
+تبع الـ bad من الواحد، فطلع الذي هو 0.3، صحيح؟
+
+61
+00:05:12,400 --> 00:05:15,220
+الآن، أفرض، الآن، أذكر هذا الكلام
+
+62
+00:05:18,490 --> 00:05:23,090
+النقطة الأخرى هنا، الـ rule هذه: if the starter is
+
+63
+00:05:23,090 --> 00:05:29,030
+bad, then the symptom is.  أُعِيدُ هنا، الموضوع في الأول كنا
+
+64
+00:05:29,030 --> 00:05:34,690
+نقول: الـ symptom كذا، فالاستنتاج
+
+65
+00:05:34,690 --> 00:05:38,910
+أن الـ starter is bad. هنا، العكس، عندما يكون الـ
+
+66
+00:05:38,910 --> 00:05:44,790
+starter bad، فيصاحب هذا الأمر، يصاحب هذا
+
+67
+00:05:44,790 --> 00:05:49,750
+الخلل الذي هو starter bad، يصاحبه أصوات، أصوات
+
+68
+00:05:49,750 --> 00:05:56,550
+غريبة، أو أصوات غير طبيعية في 85% من الحالات، و الـ 15
+
+69
+00:05:56,550 --> 00:06:05,210
+% أنه قد تصدر، يمكن أن يكون starter bad، ولا تطلع
+
+70
+00:06:05,210 --> 00:06:08,930
+أصوات،  قد لا تطلع أصوات، حتى حين يكون starter bad.
+
+71
+00:06:09,970 --> 00:06:15,490
+هذا الكلام منطقي جداً، أن الـ starter is bad، وفي 85%
+
+72
+00:06:15,490 --> 00:06:19,550
+من الحالات، الـ starter يكون مصحوباً بأصوات غريبة، و
+
+73
+00:06:19,550 --> 00:06:26,270
+بالتالي، الـ 15% التي لم يظهر فيها،  أخذنا الأرقام
+
+74
+00:06:26,270 --> 00:06:30,290
+منها. الـ 15% والـ 85%. لأن لو أنا جئت أريد أن أحسب
+
+75
+00:06:30,290 --> 00:06:34,170
+probability of أن الـ starter is bad، هاي الـ event
+
+76
+00:06:34,170 --> 00:06:37,970
+أي الـ hypothesis أن الـ starter is bad،
+
+77
+00:06:41,000 --> 00:06:46,420
+والـ evidence الآن، هي الـ odd noises.
+
+78
+00:06:46,420 --> 00:06:51,000
+لأن لو أنا أحسب ما هو الـ probability أن الـ starter
+
+79
+00:06:51,000 --> 00:06:59,800
+is bad في ظل الـ odd noises، ماذا أفعل؟ الـ probability
+
+80
+00:06:59,800 --> 00:07:04,580
+of odd noises عندما يكون الـ starter bad، أضرب الـ
+
+81
+00:07:04,580 --> 00:07:09,500
+probability of أن الـ starter is bad، على ماذا؟
+
+82
+00:07:12,440 --> 00:07:17,820
+ماذا تحت في المقام؟ ماذا أجمع؟
+
+83
+00:07:17,820 --> 00:07:23,940
+هذا يعني، قلنا، هذا لأ، the probability of
+
+84
+00:07:47,410 --> 00:07:51,710
+طبعاً، هذا الكلام، ماذا يقول؟ أنه probability
+
+85
+00:07:51,710 --> 00:07:58,810
+of أن يكون الـ starter bad، ومصحوباً بـ odd noises، و
+
+86
+00:07:58,810 --> 00:08:02,430
+هذه الـ probability of الـ starter not bad، ومصحوب
+
+87
+00:08:02,430 --> 00:08:09,550
+بـ odd noises. okay. starter is not bad.  ليست هذه الـ
+
+88
+00:08:09,550 --> 00:08:11,170
+rules التي تعطيني هذا الكلام.
+
+89
+00:08:15,240 --> 00:08:19,040
+starter is bad، مصحوب بـ odd noises، و starter is
+
+90
+00:08:19,040 --> 00:08:25,720
+bad، مصحوب بـ not odd noises. فماذا يعني؟ يعني الـ
+
+91
+00:08:25,720 --> 00:08:39,440
+85 ضرب P of H، زائد الثانية التي هي 15 ضرب P of not
+
+92
+00:08:39,440 --> 00:08:49,640
+H. هذا المقام بالضبط فوق. the probability of 85 ضرب P
+
+93
+00:08:49,640 --> 00:08:55,220
+of H.  طيب، P of H هذه من أين آخذها؟ من أين آخذها؟
+
+94
+00:08:55,220 --> 00:09:04,920
+الـ rule هذه، الاثنتان لا تعطيني، صحيح، P of H. الـ rule
+
+95
+00:09:04,920 --> 00:09:12,620
+التي قبل أيضاً، هذه لا تعطيني P of H، صحيح؟  صحيح. هذه
+
+96
+00:09:12,620 --> 00:09:21,450
+تعطيني إذا، وهو الـ evidence، الـ P
+
+97
+00:09:21,450 --> 00:09:27,830
+of H، هو
+
+98
+00:09:27,830 --> 00:09:32,000
+الـ P of E، وكذلك الـ P of not H. يعني، إذا جئت إلى الـ P
+
+99
+00:09:32,000 --> 00:09:38,200
+of H، أحصل على الـ P of not H. هنا، إذا الـ statistics غير
+
+100
+00:09:38,200 --> 00:09:41,620
+معطيني هذا الكلام، ماذا أفعل؟  ما هو هذا الكلام؟ ماذا نفعل؟
+
+101
+00:09:41,620 --> 00:09:45,860
+الـ starter. ما هي احتمالية أن يكون الـ starter معطلاً؟ يعني،
+
+102
+00:09:45,860 --> 00:09:51,360
+عندي سيارة معطلة، في كل حالات السيارات، السيارة تكون
+
+103
+00:09:51,360 --> 00:09:57,230
+معطلة هكذا. نسبة أن تكون معطلة بسبب الـ starter، هو
+
+104
+00:09:57,230 --> 00:10:01,530
+هذا الـ P of H. أليس هذا هو معنى الـ P of H؟ يأتي لأنه
+
+105
+00:10:01,530 --> 00:10:04,870
+الـ human expert هو الذي قد، إذا الـ statistics هذه غير
+
+106
+00:10:04,870 --> 00:10:09,310
+متوفرة، يأتي الـ human expert ويعطيني إياها. فمن الممكن أن الـ
+
+107
+00:10:09,310 --> 00:10:14,050
+human expert يأتي ويقول لي: 5%، 5% من الحالات أن السيارة
+
+108
+00:10:14,050 --> 00:10:20,390
+لا تعمل يكون بسبب الـ، بسبب الـ starter.  فـ 5%،
+
+109
+00:10:20,390 --> 00:10:26,800
+ثم، ماذا أضع هنا؟ ماذا أضع هنا؟ أضع الـ
+
+110
+00:10:26,800 --> 00:10:33,400
+ماذا أضع؟ عكسها، لأ، عكسها. هنا أضع الـ
+
+111
+00:10:33,400 --> 00:10:38,700
+5%، وهنا، غير مرتبطة به، تقدر وتُسرّي أحوالها، غير
+
+112
+00:10:38,700 --> 00:10:50,360
+بسبب الـ starter، 95%. الباقي، أليس كذلك؟ أنا أضع… 5
+
+113
+00:10:50,360 --> 00:10:51,480
+صحيح، صحيح.
+
+114
+00:10:56,420 --> 00:11:01,700
+هذا الكلام، ماذا يعطيني؟ يعطيني الـ parameter of H
+
+115
+00:11:01,700 --> 00:11:11,700
+given E، يساوي، ما هي الحسبة النهائية؟ 0.23، تقريباً 23%.  ولكن هذا الكلام أجبناه على ماذا؟ ليس
+
+116
+00:11:11,700 --> 00:11:19,880
+كله statistics. أجبناه على statistics مع تقدير. طيب،
+
+117
+00:11:19,880 --> 00:11:25,380
+ماذا تقول؟ أن هذا الكلام يتعارض مع الـ rules التي
+
+118
+00:11:25,380 --> 00:11:31,160
+موجودة في الـ system. هذه الـ rules ليست
+
+119
+00:11:31,160 --> 00:11:37,980
+تفسيرها هو probability of H given E.  الـ probability الـ
+
+120
+00:11:37,980 --> 00:11:44,580
+70% هذه هي احتمالية أن هذا الـ hypothesis، الـ
+
+121
+00:11:44,580 --> 00:11:51,480
+starter bad، بسبب، أو إذا ظهر في حالة الـ event هذا، odd
+
+122
+00:11:51,480 --> 00:11:57,780
+noises، يكون هذا الـ hypothesis صحيحاً، وهو ماذا؟
+
+123
+00:11:57,780 --> 00:12:01,700
+starter is bad. وهي التي أنا كتبتها هنا. طيب، هي ليست هي
+
+124
+00:12:05,720 --> 00:12:10,480
+أيضاً، هذه التي حسبناها هنا، ولكن هنا هي سبعة، وهنا
+
+125
+00:12:10,480 --> 00:12:18,300
+ثلاثة وعشرون. اختلاف، هذا اختلاف كبير. هنا الـ rule هذه، الـ
+
+126
+00:12:18,300 --> 00:12:21,770
+rule هذه جاءت بناءً على الـ Bayesian reasoning، جاءت
+
+127
+00:12:21,770 --> 00:12:27,250
+بناءً على الـ statistics. قدرت لي الـ probability of الـ
+
+128
+00:12:27,250 --> 00:12:31,530
+hypothesis هذا في ظل الـ evidence هذا، بـ 70%.
+
+129
+00:12:31,530 --> 00:12:36,610
+بينما عندما جئنا حسبنا من الـ rules الأخرى، وهو الـ
+
+130
+00:12:36,610 --> 00:12:41,070
+rules الأخرى التي أيضاً صحيحة، ولكن دخل فيها ماذا؟ دخل
+
+131
+00:12:41,070 --> 00:12:45,290
+في حسابها تقدير الـ human expert لجزئية واحدة، وهي
+
+132
+00:12:45,290 --> 00:12:51,210
+الـ P of H، طلع عندي نتائج مختلفة.  هنا، هذا الذي هو
+
+133
+00:12:51,210 --> 00:12:55,930
+الذي نقول عنه الـ bias تبع الـ، الـ، الـ Bayesian
+
+134
+00:12:55,930 --> 00:13:01,150
+reasoning. الـ Bayesian reasoning قد يختلف، يكون
+
+135
+00:13:01,150 --> 00:13:04,870
+فيه فرق ما بينه وما بين تقدير الـ، تقدير الـ
+
+136
+00:13:04,870 --> 00:13:09,850
+human expert. الـ human expert قدر هذا بناءً على
+
+137
+00:13:09,850 --> 00:13:13,770
+خبرته.  المفروض هو يفحص أكثر، المفروض أن تكون أكثر من
+
+138
+00:13:13,770 --> 00:13:18,450
+ذلك لكي تقترب من الـ 70%، التي هي من statistics.
+
+139
+00:13:18,450 --> 00:13:27,650
+فهذه النقطة الأولى، التي هي الـ bias of the number
+
+140
+00:13:27,650 --> 00:13:32,610
+obtained. هذا الرقم is significantly lower than the
+
+141
+00:13:32,610 --> 00:13:38,610
+expert estimate of 70 given at the beginning of، في
+
+142
+00:13:38,610 --> 00:13:39,730
+المثال السابق.
+
+143
+00:13:45,190 --> 00:13:48,090
+فهذه هي النقطة الأولى، التي هي اختلاف ما بين
+
+144
+00:13:48,090 --> 00:13:52,270
+التقديرات التي تأتي من الـ based reasoning، وما بين
+
+145
+00:13:52,270 --> 00:13:59,750
+خبرة الـ expert.  وقد
+
+146
+00:13:59,750 --> 00:14:04,150
+تكون، على فكرة، وقد تكون العكس، بمعنى أن هذا
+
+147
+00:14:04,150 --> 00:14:07,870
+الـ rule، هو أصلاً الـ human expert هو الذي وضع هذه النسبة
+
+148
+00:14:07,870 --> 00:14:12,130
+ووضعها أيضاً بناءً على تقديره، وكانت عالية كثيراً، أعلى
+
+149
+00:14:12,130 --> 00:14:20,440
+من تقديره نفسه. في هذه النقطة، الخمسة في المئة منخفضة
+
+150
+00:14:20,440 --> 00:14:28,420
+كثيراً عن تقديره للسبعين في المئة. طيب،
+
+151
+00:14:28,420 --> 00:14:31,660
+ماشي. هذه هي النقطة الأولى. النقطة الثانية التي هي
+
+152
+00:14:31,660 --> 00:14:38,820
+نحن الآن نريد أن ننظر إلى مقارنة سريعة ما بين الـ، الـ
+
+153
+00:14:41,380 --> 00:14:43,680
+Bayesian Reasoning، و الـ Certainty Factor
+
+154
+00:14:43,680 --> 00:14:46,520
+Reasoning. تذكرون الـ Certainty Factors؟ كنا
+
+155
+00:14:46,520 --> 00:14:54,700
+نضع Certainty Factors مع الـ rules. الـ
+
+156
+00:14:54,700 --> 00:14:57,620
+Bayesian Reasoning، نحن نعتمد على الـ statistical
+
+157
+00:14:57,620 --> 00:15:05,020
+data التي جمعناها، وعلى أساسها نحسب الـ hypothesis
+
+158
+00:15:05,020 --> 00:15:10,280
+المختلفة. لكل hypothesis، ما هي الـ probability الخاصة بها؟
+
+159
+00:15:10,830 --> 00:15:17,210
+فالـ probability theory هي الأساس لمن؟ لـ Bayesian
+
+160
+00:15:17,210 --> 00:15:23,690
+reasoning. وبالتالي، الـ Bayesian reasoning يُحسّن، أو
+
+161
+00:15:23,690 --> 00:15:29,390
+works well، في المجالات التي يكون فيها، مثل، مثلاً، الـ
+
+162
+00:15:29,390 --> 00:15:33,450
+forecasting، و الـ planning، التي يكون فيها
+
+163
+00:15:33,450 --> 00:15:36,910
+statistical data usually available. ماذا يعني أن يكون
+
+164
+00:15:36,910 --> 00:15:40,110
+في الـ forecasting و الـ planning، يكون فيه
+
+165
+00:15:40,110 --> 00:15:42,970
+statistical data available؟ لأنه كل سنة، في الـ
+
+166
+00:15:42,970 --> 00:15:46,510
+forecasting، يعني، التنبؤ بالطقس، كل
+
+167
+00:15:46,510 --> 00:15:49,850
+سنة، نجمع البيانات. نسجل مقدار الأمطار، ونسجل
+
+168
+00:15:49,850 --> 00:15:53,730
+مقدار سرعة الرياح، ونسجل البيانات كلها، فيكون لدينا
+
+169
+00:15:53,730 --> 00:15:58,650
+historical data available.  لكي نستطيع أن نتوقع ما هو
+
+170
+00:15:58,650 --> 00:16:06,370
+الـ… غداً، أو الأيام التي بعد ذلك. كيف؟
+
+171
+00:16:06,370 --> 00:16:11,610
+حال كونها بيانات تاريخية. وبالتالي، عندما يكون لدينا
+
+172
+00:16:11,610 --> 00:16:15,790
+statistical data، أستطيع أن أعتمد على الـ Bayesian، ولكن
+
+173
+00:16:15,790 --> 00:16:20,850
+هذا الكلام ليس متوفراً دائماً. قلت هذه النقطة قبل قليل، أنه
+
+174
+00
+
+223
+00:20:11,830 --> 00:20:15,670
+بالكيفية هذه الأولي ثم الـ rule الثاني ثم الـ rule
+
+224
+00:20:15,670 --> 00:20:18,110
+الثالثة وبالتالي الـ approach of certain factors
+
+225
+00:20:18,110 --> 00:20:24,350
+بيقدر بيعطي better explanation of the control flow
+
+226
+00:20:24,350 --> 00:20:28,690
+الـ control flow يعني اللي هو تسلسل الـ rules اللي
+
+227
+00:20:28,690 --> 00:20:33,130
+على أساسها وصلنا لاستنتاجه
+
+228
+00:20:37,290 --> 00:20:41,230
+فخلص هذا الكلام أصبح بديهياً جداً أن الـ method is
+
+229
+00:20:41,230 --> 00:20:47,010
+likely to be most appropriate if الـ method more
+
+230
+00:20:47,010 --> 00:20:52,530
+appropriate إذا الـ data exist و الـ knowledge
+
+231
+00:20:52,530 --> 00:20:55,230
+engineer اللي هو الشخص اللي بيصمم الـ expert system
+
+232
+00:20:55,230 --> 00:21:01,830
+بيستطيع أن يأخذ هذه الـ statistical data ويصمم على
+
+233
+00:21:01,830 --> 00:21:07,470
+أساسها، يصمم على أساسها الـ system بينما in the
+
+234
+00:21:07,470 --> 00:21:14,370
+absence of في حالة غياب الـ statistical data
+
+235
+00:21:14,370 --> 00:21:21,750
+فبيكون الأفضل اللي هو الـ certainty
+
+236
+00:21:21,750 --> 00:21:26,870
+factor method بالإضافة إلى هذا كله أن الـ Bayesian
+
+237
+00:21:26,870 --> 00:21:32,810
+reasoning يحتاج إلى calculations أكثر بكثير من اللي
+
+238
+00:21:32,810 --> 00:21:36,430
+بتعمل في الـ certainty factor method، صح الكلام ولا
+
+239
+00:21:36,430 --> 00:21:42,170
+غلط؟ كـ true or false question. Bayesian reasoning
+
+240
+00:21:42,170 --> 00:21:49,710
+requires أو has a very high computational cost
+
+241
+00:21:49,710 --> 00:21:53,810
+compared to بالمقارنة مع الـ certainty factor
+
+242
+00:21:53,810 --> 00:22:00,140
+method، صح ولا غلط؟ صح، أنه في كثير... يعني شوفتي احنا
+
+243
+00:22:00,140 --> 00:22:04,020
+كنا بنضرب البسط والمقام والأمور هذه، عملية
+
+244
+00:22:04,020 --> 00:22:08,380
+calculations كثيرة،  بالتبع هذا واحنا كنا بنحكي على
+
+245
+00:22:08,380 --> 00:22:12,000
+ثلاثة hypotheses وثلاثة evidences، تخيل أنت
+
+246
+00:22:12,000 --> 00:22:18,620
+knowledge base فيها statistics كثيرة وأنا ب... ب...
+
+247
+00:22:18,620 --> 00:22:22,560
+... بدي أختبر عشرة أو عشرين hypotheses أشوف مين
+
+248
+00:22:22,560 --> 00:22:26,880
+أكثر واحد فيهم، أعلى واحد probability و... و يمكن
+
+249
+00:22:26,880 --> 00:22:29,780
+في عندي عدة events كثيرة، عشرة أو عشرين event أنا
+
+250
+00:22:29,780 --> 00:22:34,460
+بدي أقيّم الـ hypotheses على أساسها، تخيلوا كمية الـ
+
+251
+00:22:34,460 --> 00:22:40,380
+calculations، فبتبقى الـ complexity، الـ computational
+
+252
+00:22:40,380 --> 00:22:44,620
+complexity بتبقى exponential، إيش يعني exponential؟
+
+253
+00:22:44,620 --> 00:22:48,620
+يعني كل ما زدنا شوية في الـ hypotheses وفي الـ
+
+254
+00:22:48,620 --> 00:22:54,480
+events، بيزيد الزمن، الـ computational time بيزيد بشكل
+
+255
+00:22:54,480 --> 00:23:01,190
+عالي جداً، بالإضافة إلى ذلك، لازم الـ knowledge base تبقى
+
+256
+00:23:01,190 --> 00:23:06,610
+large، مليانة جداً، واللي هي statistical tables، تمام؟
+
+257
+00:23:06,610 --> 00:23:11,570
+هذا هو نهاية النقطة الثانية، النقطة الأولى كانت الـ
+
+258
+00:23:11,570 --> 00:23:21,670
+bias of Bayesian reasoning، النقطة
+
+259
+00:23:21,670 --> 00:23:27,390
+الثانية كانت الـ comparison بين
+
+260
+00:23:27,390 --> 00:23:28,410
+الـ Bayesian
+
+261
+00:23:32,240 --> 00:23:37,500
+هذا نهاية كلامنا في هذا الموضوع، الموضوع الـ
+
+262
+00:23:37,500 --> 00:23:43,600
+uncertainty باستخدام الـ Bayesian و الـ certainty
+
+263
+00:23:43,600 --> 00:23:47,890
+factor، الموضوع الجاي اللي هو برضه uncertainty بس
+
+264
+00:23:47,890 --> 00:23:51,210
+باستخدام حاجة اسمها الـ fuzzy reasoning، الـ fuzzy
+
+265
+00:23:51,210 --> 00:23:55,990
+reasoning بنبدأ فيه الآن، إذا ما حدش عنده سؤال أو مش
+
+266
+00:23:55,990 --> 00:23:58,670
+عارف، إذا كان الـ homework الأولاني كان بدكوا تسألوا
+
+267
+00:23:58,670 --> 00:24:06,890
+فيه شيء تبع الـ alpha beta pruning، في سؤال محدد
+
+268
+00:24:06,890 --> 00:24:11,010
+لأنه مش هحل المسألة الآن كلها، إذا في سؤال محدد أنا
+
+269
+00:24:11,010 --> 00:24:12,810
+الحين بفتح الـ slide تبع
+
+270
+00:24:16,140 --> 00:24:21,880
+فَش سؤال محدد، فَش سؤال محدد، طيب خلاص، هي اللي طلع إنك
+
+271
+00:24:21,880 --> 00:24:25,260
+أشهر الـ form، كويس، طيب أنا دلوقتي بفهمك إياها بعدها
+
+272
+00:24:25,260 --> 00:24:32,220
+بيصير... بيصير ممكن تحلها، خليني نرجع وين؟ على
+
+273
+00:24:32,220 --> 00:24:39,340
+الكتاب الأولاني، صح؟ هاي الـ
+
+274
+00:24:39,340 --> 00:24:47,600
+extra، صح؟ adversarial search في آخره، مظبوط؟ هذه الـ
+
+275
+00:24:47,600 --> 00:24:53,280
+control and هذه الـ
+
+276
+00:24:53,280 --> 00:25:00,840
+shift، فقط آخر خمسة، طيب أنا بس أوضح أن المطلوب منها
+
+277
+00:25:00,840 --> 00:25:05,560
+كان المطلوب
+
+278
+00:25:05,560 --> 00:25:08,960
+كان أن أول شيء تعمل propagate للـ values، propagate
+
+279
+00:25:08,960 --> 00:25:12,200
+للـ values، يعني هي عندي أنا هذه الـ values محطوطة بس
+
+280
+00:25:12,200 --> 00:25:17,240
+لمين؟ للـ leaf nodes، مظبوط؟ أما الـ parent nodes ما عندناش
+
+281
+00:25:17,240 --> 00:25:20,540
+value، فهو ما عندناش values، فهو المطلوب منك في دقيقة
+
+282
+00:25:20,540 --> 00:25:25,620
+واحدة، أنه ترحل بناءً على إيش؟ بدك ترحل بناءً على كل
+
+283
+00:25:25,620 --> 00:25:30,820
+node، هي موجودة في الـ في الـ door تبع مين؟ تبع max
+
+284
+00:25:30,820 --> 00:25:38,760
+هذا max، فابتدى هذا من max، من max، فواضح جداً نبدأ
+
+285
+00:25:38,760 --> 00:25:42,680
+مثلاً من هنا الـ zero، السبعة هذا، بدأ تجه الـ zero هذا
+
+286
+00:25:42,680 --> 00:25:46,280
+بدون pruning، هذا بدون formal حتى الآن، سبعة وثمانية
+
+287
+00:25:46,280 --> 00:25:50,380
+هذه بتنتقل إيش؟ ثمانية
+
+288
+00:25:50,380 --> 00:25:59,680
+هذا ثلاثة وخمسة، الـ minimum ثلاثة هنا، هنا، هنا zero
+
+289
+00:25:59,680 --> 00:26:05,900
+وخمسة، إيش الـ max؟ خمسة، هنا أربعة وثمانية وخمسة
+
+290
+00:26:05,900 --> 00:26:12,280
+من الـ minimum أربعة، هنا أربعة وثلاثة، إيش الـ maximum؟
+
+291
+00:26:12,280 --> 00:26:15,900
+أربعة، صح؟ هذا هو الجزء الأولاني من السؤال، الآن
+
+292
+00:26:15,900 --> 00:26:18,640
+الجزء الثاني اللي بدك تعمل pruning، يعني إنك أنت لو
+
+293
+00:26:18,640 --> 00:26:23,500
+بدك توفر على الـ system، الـ system إيش بده؟ كيف يوفر؟
+
+294
+00:26:23,500 --> 00:26:29,420
+هو الآن هذه الثلاثة بعدين الخمسة، لازم يشوف الخمسة
+
+295
+00:26:29,420 --> 00:26:32,940
+صح؟ لازم يدخل على الخمسة، يعني هنا تبقى الثلاثة هي
+
+296
+00:26:32,940 --> 00:26:36,960
+beta، ماشي؟
+
+297
+00:26:36,960 --> 00:26:41,180
+لسه هنا ما في ألفا، ما في alpha اللي أنا أقرب لزكان
+
+298
+00:26:41,180 --> 00:26:46,360
+الـ beta هذا أكبر ولا أمشي ولا لأ؟ فهذا لازم يشوف
+
+299
+00:26:46,360 --> 00:26:51,720
+الخمسة، الخمسة أكبر من ثلاثة، فثبتت الآن الثلاثة هي
+
+300
+00:26:51,720 --> 00:26:57,740
+alpha، تبقى هذا النوع الآن، هذه الثلاثة بتترحل على
+
+301
+00:26:57,740 --> 00:27:05,080
+أساس أنها alpha، لا، الـ A، نخش هيك الآن، الـ zero، الـ
+
+302
+00:27:05,080 --> 00:27:07,560
+zero بنتفجر على أنه الـ zero هو الـ minimum، فمن
+
+303
+00:27:07,560 --> 00:27:12,100
+الجانب اللي شفنا الـ zero فبدنا ما نضمنش أي أي
+
+304
+00:27:12,100 --> 00:27:17,800
+شيء ثاني، مش ممكن، خلاص مش هتشوفه مباشرةً على فرضية
+
+305
+00:27:17,800 --> 00:27:22,060
+إذا في السؤال معضلة أنه ما فيش أقل من الـ zero وهذا
+
+306
+00:27:22,060 --> 00:27:26,800
+مش معضلة السؤال، الآن حُلّ على هذا الأساس، إذا ما فيش
+
+307
+00:27:26,800 --> 00:27:31,090
+هذا الأساس معناته بدك تكمل الـ zero، إذا الـ zero
+
+308
+00:27:31,090 --> 00:27:34,170
+ممكن يكون فيه أقل من النمرة فلازم الـ algorithm
+
+309
+00:27:34,170 --> 00:27:38,290
+تكمل، فاحنا افترضنا إنه ما فيش أقل من الـ zero فحطينا
+
+310
+00:27:38,290 --> 00:27:48,630
+هنا، فحطينا صفر لأن الـ zero هذا الآن بدأ تترحل لـ
+
+311
+00:27:48,630 --> 00:27:59,170
+F على أساس أنها alpha، ألفا، لأن الـ alpha هذا من الـ
+
+312
+00:27:59,170 --> 00:28:03,020
+parent، الـ parent هذا الـ C، الـ C هذا مش معروف لسه
+
+313
+00:28:03,020 --> 00:28:09,940
+إيش الـ... الـ beta تبقى، تبقى كده مش عارفين، لما نعرف
+
+314
+00:28:09,940 --> 00:28:14,600
+هذا ونرحلها كـ beta لهذا، الآن هنا الخمسة هذه ممكن
+
+315
+00:28:14,600 --> 00:28:20,480
+أكمل أنا عشان أشوف، آه احنا كملنا؟ صح؟ لأ، لسه
+
+316
+00:28:20,480 --> 00:28:25,540
+ما كملناش، فالآن لازم أخش على هذه عشان أشوف إذا كان
+
+317
+00:28:25,540 --> 00:28:31,980
+ممكن أحصل على أكبر من الـ zero، بالطبع الخمسة أكبر ف...
+
+318
+00:28:31,980 --> 00:28:37,860
+فبتصير هي الـ alpha، ما فيش other children، يقول خلاص
+
+319
+00:28:37,860 --> 00:28:42,940
+فبتثبت الخمسة لأن أنا هنا الخمسة هذه بدأت ترحل
+
+320
+00:28:42,940 --> 00:28:50,940
+إلى هنا، على أساس إيش؟ أساس إيش؟ beta، الآن الـ beta هذه
+
+321
+00:28:50,940 --> 00:28:57,380
+أكبر من الـ alpha والـ parent تبعها، صح أو لا؟ معناته؟
+
+322
+00:29:00,220 --> 00:29:09,580
+هذه مثال جديد، معناته إيش؟ بقدر أوقف؟ بقدر أسأل
+
+323
+00:29:09,580 --> 00:29:12,780
+مش مفروض غير مقارنة من فوق، مفروض غير مقارنة من
+
+324
+00:29:12,780 --> 00:29:15,320
+اللي بتحكم فيها، مفروض، صح؟ أكمل، أول مقارنة... ما لك
+
+325
+00:29:15,320 --> 00:29:18,420
+أنا الآن هنا مبدئيًا أن الـ node هي دي، قرفت واحدة من
+
+326
+00:29:18,420 --> 00:29:24,060
+الـ children تبعها هنا صح؟ و... وصار مرشح الخمسة
+
+327
+00:29:24,060 --> 00:29:27,460
+مرشحها اللي هتكون هي الـ value، فبقى هذا الـ node صح؟
+
+328
+00:29:27,460 --> 00:29:33,380
+مش هي كمان الـ beta؟ طيب هلأ أكمل؟ أكمل... أكمل ليش؟
+
+329
+00:29:33,380 --> 00:29:36,960
+ما بتطبقش الـ rule، الـ rule طبعاً بتتطبق لما نكون إجالي
+
+330
+00:29:36,960 --> 00:29:39,400
+إجالي عارفة، يعني إجالي يعني أنا اللي بدي أستمر
+
+331
+00:29:39,400 --> 00:29:42,440
+عشان أجيب إجالي، طب ليش أستمر أجيب إجالي إذا جال الـ
+
+332
+00:29:42,440 --> 00:29:46,380
+pruning تبقى هيك؟ بده أكثر فأنا هنا بكمل، بأخش على
+
+333
+00:29:46,380 --> 00:29:50,880
+الـ G، الـ G، المهم تلقائيًا لازم أشوف الـ K، صح؟ الـ K
+
+334
+00:29:50,880 --> 00:29:57,310
+سبعة، فهذه الـ alpha، بالسبعة، سبعة، okay، الآن الـ alpha
+
+335
+00:29:57,310 --> 00:30:02,810
+أكبر من الـ beta تبع الـ parent، إيش
+
+336
+00:30:02,810 --> 00:30:08,170
+أقول؟ بتقول لي مين معروف؟ وإذا أنا واقف على قدر من
+
+337
+00:30:08,170 --> 00:30:13,570
+node، والـ beta تبعته، آسف، أنا واقف هنا، أنا واقف على
+
+338
+00:30:13,570 --> 00:30:17,530
+max node، والـ alpha تبعته أكبر من الـ beta تبع
+
+339
+00:30:17,530 --> 00:30:24,000
+parent، أستمر؟ لا، ما أستمرش، أحط slash هنا، طبعاً حطيت الـ
+
+340
+00:30:24,000 --> 00:30:27,260
+slash هنا يعني ما جفتش، ممكن سبّت السبعة هنا، سبّت
+
+341
+00:30:27,260 --> 00:30:34,040
+ممكن بترحل هنا، صراحة ما برحلش
+
+342
+00:30:34,040 --> 00:30:39,640
+بس ما برحلش، ما برحلش، طيب ما جفتش هنا، الآن بده أخش هنا، آه
+
+343
+00:30:39,640 --> 00:30:43,920
+بده أخش هنا على أساس إيش عندي أنا؟ على أساس أنا
+
+344
+00:30:43,920 --> 00:30:47,840
+أشوف الـ node هذا، الـ node هذا أربعة طبعاً، فالـ أربعة
+
+345
+00:30:47,840 --> 00:30:52,020
+هذا ما بينها وما بين الخمسة والسبعة
+
+346
+00:31:13,690 --> 00:31:17,330
+القضية هي لو أنا جيت هوفر حاجة أكثر ولا لو جيت من
+
+347
+00:31:17,330 --> 00:31:23,290
+اليمين هوفر أُكثر، يعني في الـ calculations أكثر، خلاص؟
+
+348
+00:31:23,290 --> 00:31:27,090
+هذا ببساطة اللي هو السؤال، خلينا الآن في الوقت اللي
+
+349
+00:31:27,090 --> 00:31:31,550
+ضايل عشر دقائق معانا نحكي فيهم في موضوع جديد
+
+350
+00:31:31,550 --> 00:31:36,930
+الموضوع الجديد اللي هو الـ fuzzy reasoning، الـ fuzzy
+
+351
+00:31:36,930 --> 00:31:40,570
+reasoning بيجي تحت نفس الإطار اللي احنا شغالين فيه
+
+352
+00:31:40,570 --> 00:31:45,790
+اللي هو expert systems بتشتغل في الـ uncertainty
+
+353
+00:31:45,790 --> 00:31:51,490
+بتتعامل مع مشكلة الـ uncertainty، مشكلة الـ
+
+354
+00:31:51,490 --> 00:31:57,190
+uncertainty اللي ببساطة هي عدم توفر معلومات دقيقة
+
+355
+00:31:57,190 --> 00:32:02,830
+فاحنا في عندنا شوية غموض، في عندنا شوية ضبابية، الـ
+
+356
+00:32:02,830 --> 00:32:08,750
+Bayesian rule والـ certainty factor method هدول
+
+357
+00:32:08,750 --> 00:32:16,650
+طرق لتعامل مع عدم دقة الـ data، فعندنا احنا عدم دقة
+
+358
+00:32:17,320 --> 00:32:22,880
+العلاقة ما بين المعطيات وبين الـ conclusion، يعني
+
+359
+00:32:22,880 --> 00:32:28,760
+احنا الـ fuzzy reasoning بيبدا
+
+360
+00:32:28,760 --> 00:32:33,900
+معنا من slide رقم أربعة في الكتاب، من slide رقم
+
+361
+00:32:33,900 --> 00:32:39,440
+أربعة طبعاً
+
+362
+00:32:39,440 --> 00:32:41,760
+الفايلين هدول
+
+363
+00:32:48,800 --> 00:32:54,660
+Lecture 4 و Lecture 5، Lecture 4 و Lecture 5 بتعامل
+
+364
+00:32:54,660 --> 00:33:00,640
+مع الموضوع الـ fuzzy، بس الـ fuzzy inference اللي هو
+
+365
+00:33:00,640 --> 00:33:04,380
+الآلية اللي بتتم فيها، أو أضيف الـ fuzzy concepts في
+
+366
+00:33:04,380 --> 00:33:09,040
+الـ rules، بيبدأ من خمسة، وهذا اللي أنا هأبدأ فيه
+
+367
+00:33:09,040 --> 00:33:13,900
+الآن، وبعد كده بنرجع نراجع المفاهيم الأساسية اللي
+
+368
+00:33:13,900 --> 00:33:18,490
+في الأول، اللي بدنا نطلع عليه الآن من هذه الـ slides
+
+369
+00:33:18,490 --> 00:33:25,270
+هو ببساطة شديدة، آلية الـ inference، آلية الـ
+
+370
+00:33:25,270 --> 00:33:31,390
+inference، آلية الـ inference في الـ fuzzy expert
+
+371
+00:33:31,390 --> 00:33:34,390
+systems، يعني الـ expert systems اللي بتوظف الـ
+
+372
+00:33:34,390 --> 00:33:37,330
+fuzzy logic أو fuzzy rules
+
+373
+00:33:47,330 --> 00:33:49,850
+ماذا يعني عندما يقول fuzzy expert systems؟ يعني
+
+374
+00:33:49,850 --> 00:33:54,910
+في expert systems بتستخدم rules، الـ rules هذه fuzzy
+
+375
+00:33:54,910 --> 00:33:59,210
+طب إيه يعني fuzzy rules؟
+
+376
+00:33:59,210 --> 00:34:06,250
+هي عبارة عن rules زيها زي أي rule شفناها حتى الآن
+
+377
+00:34:06,250 --> 00:34:10,950
+بس هي ما إلا بدل ما نحط فيها probabilities أو ما
+
+378
+00:34:10,950 --> 00:34:14,010
+نحط فيها certainty factors، نحط فيها هذه اسمها
+
+379
+00:34:14,010 --> 00:34:18,620
+membership، أنا آخذ مثلاً على سبيل المثال rule هذه
+
+380
+00:34:18,620 --> 00:34:24,220
+بدون أي fuzzy values أو membership، الشرط بنقول إذا
+
+381
+00:34:24,220 --> 00:34:31,120
+x if x is a ثلاثة or y is بي واحد، يعني a ثلاثة و b
+
+382
+00:34:31,120 --> 00:34:34,400
+واحدة، تبقى لهم values زي ما كنا بنحكي، في عندي أنا
+
+383
+00:34:34,400 --> 00:34:38,140
+object، linguistic objects و linguistic variables
+
+384
+00:34:38,140 --> 00:34:42,680
+وكل variable أو object له عدة values مسموح بها
+
+385
+00:34:42,680 --> 00:34:50,280
+صح؟ وهنا نفس الشيء، فإذا X is A3 و Y is B1 ثم Z هو
+
+386
+00:34:50,280 --> 00:34:56,700
+C1، هذا الآن لا هو fuzzy ولا هو certainty factor ولا
+
+387
+00:34:56,700 --> 00:35:02,860
+هو Bayesian، الـ fuzzy في
+
+388
+00:35:02,860 --> 00:35:08,780
+يدي أنا الآن project funding is adequate
+
+389
+00:35:12,510 --> 00:35:17,790
+يعني C1 الآن صارت معناها low، و B1 معناها small، و
+
+390
+00:35:17,790 --> 00:35:21,750
+A3 معناها adequate، طيب إيش اللي بيخلّيني أحكم على
+
+391
+00:35:21,750 --> 00:35:26,670
+المتغير هذا إنه long ولا high ولا medium؟ إيش اللي
+
+392
+00:35:26,670 --> 00:35:30,590
+بيخلّيني أحكم على هذا إنه small ولا big؟ إيش اللي
+
+393
+00:35:30,590 --> 00:35:34,830
+بيخلّيني أحكم على هذا إنه adequate ولا مش adequate؟
+
+394
+00:35:34,830 --> 00:35:38,570
+في هنا بيدخل حاجة اسمها اللي هو الـ fuzzy sets
+
+395
+00:35:42,300 --> 00:35:47,820
+فهمنا إيش يعني fuzzy sets، الحين هي rule، القيم ال
+
+445
+00:40:37,720 --> 00:40:42,420
+أكثر expert systems ال rules بتاعتها fuzzy و ال
+
+446
+00:40:42,420 --> 00:40:47,260
+fuzzyness اللي جاي من ال fuzzy sets و بكرا
+
+447
+00:40:47,260 --> 00:40:50,080
+المحاضرة الجاية إن شاء الله بنشوف القواعد ال
+
+448
+00:40:50,080 --> 00:40:55,820
+inference  قواعد معالجة ال rules و ال data في ال
+
+449
+00:40:55,820 --> 00:41:00,420
+fuzzy expert systems ماشي أعطيكم العافية
+
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@@ -0,0 +1,1796 @@
+1
+00:00:21,310 --> 00:00:23,570
+ماشى بسم الله الرحمن الرحيم اليوم احنا ان شاء الله
+
+2
+00:00:23,570 --> 00:00:28,510
+بنكمل الموضوع اللى كنا فيه و نبقى معانا و نبدأ ال
+
+3
+00:00:28,510 --> 00:00:33,510
+chapter الجديد الموضوع الجديد اللى كنا احنا وصلنا
+
+4
+00:00:33,510 --> 00:00:37,390
+اليه المحاضرة الماضية طبعا حسب الترتيب اللى لنا
+
+5
+00:00:37,390 --> 00:00:42,510
+هنا احنا كنا وصلنا لل forecast example اه ده هو
+
+6
+00:00:42,510 --> 00:00:46,950
+عبارة عن rule based express system بيتمد على ال
+
+7
+00:00:46,950 --> 00:00:52,810
+Bayesian reasoningالان احنا وقفنا المحاضرة هذه
+
+8
+00:00:53,940 --> 00:00:57,260
+المفتوحين هدولة اللي هم الملاحظات على أداء ال
+
+9
+00:00:57,260 --> 00:01:01,120
+Bayesian method وعلى أيضا مقارنة ما بينهم وبين ال
+
+10
+00:01:01,120 --> 00:01:04,620
+certainty factor method يعني لإن اللي هو bias of
+
+11
+00:01:04,620 --> 00:01:07,680
+the system of the Bayesian method لإنه تاني
+
+12
+00:01:07,680 --> 00:01:11,320
+comparison مقارنة ما بين ال Bayesian reasoning and
+
+13
+00:01:11,320 --> 00:01:15,900
+ال certainty factor فبدأ أنطق لهذا الكلام بس مش من
+
+14
+00:01:15,900 --> 00:01:22,570
+هذه ال slides مش من هذه ال power pointsPower point
+
+15
+00:01:22,570 --> 00:01:28,670
+file أو slides مختلفة اللي هي slides اللي أصلا
+
+16
+00:01:28,670 --> 00:01:33,070
+موجودة عندكم مع الكتاب تمام فهننتقل على طول على ال
+
+17
+00:01:33,070 --> 00:01:35,790
+bias of the Bayesian method و certain factors
+
+18
+00:01:35,790 --> 00:01:41,410
+theory and evidential reasoning ال comparison طيب
+
+19
+00:01:41,410 --> 00:01:42,010
+ال bias
+
+20
+00:01:50,970 --> 00:01:56,570
+أحنا كل الكلام احنا شوفناه خلاصنا منه ال bias ده
+
+21
+00:01:56,570 --> 00:02:00,110
+Bayesian method المقصود بيه؟ إيش يعني كلمة bias؟
+
+22
+00:02:00,110 --> 00:02:05,550
+ال bias يعني انحياز ولا لأ يعني لما نقول إنسان
+
+23
+00:02:05,550 --> 00:02:10,810
+biased يعني منحاز فهنا ال bias المقصود بيه انحياز
+
+24
+00:02:10,810 --> 00:02:17,410
+أو حيوطما هو المنصوب بالظبط بالـ bias هذا؟ إنه لو
+
+25
+00:02:17,410 --> 00:02:23,230
+أنا جيت قرنت ما بين الأرقام اللي باخدها من خلال ال
+
+26
+00:02:23,230 --> 00:02:27,370
+statistics حاجاتيها مش مطابقة تماما للي بيعطينيها
+
+27
+00:02:27,370 --> 00:02:30,480
+ال human expertThe human expert ممكن يعطينا
+
+28
+00:02:30,480 --> 00:02:35,040
+تقديرات مختلفة عن تقديرات اللي باخدها من ال ..
+
+29
+00:02:35,040 --> 00:02:37,940
+بناء على ال statistics تتذكر لو احنا قلنا كل ال
+
+30
+00:02:37,940 --> 00:02:41,860
+probabilities بتيجي في ال Bayesian reasoning بتيجي
+
+31
+00:02:41,860 --> 00:02:45,200
+بناء على ال statistics أحيانا انت بيجي فيه نقص في
+
+32
+00:02:45,200 --> 00:02:50,780
+هذا في هذه ال probabilities فبيجي ال human expert
+
+33
+00:02:50,780 --> 00:02:56,040
+هو اللي يوفي هذا النقص بناء على خبرته لو احنا
+
+34
+00:02:56,040 --> 00:03:01,090
+طلعنا علىالبيانات اللي بيعطينا إياها ال human
+
+35
+00:03:01,090 --> 00:03:06,550
+expert ممكن نلاقيها مش مطابقة لما نستنتجه من خلال
+
+36
+00:03:06,550 --> 00:03:10,250
+ال statistics على سبيل المثال انا في عندي هنا rule
+
+37
+00:03:10,250 --> 00:03:14,210
+بتقول the symptom is odd noises then the starter
+
+38
+00:03:14,210 --> 00:03:18,810
+is bad يعني افضل ان في سيارة عطلانة و العرض اللي
+
+39
+00:03:18,810 --> 00:03:22,910
+أمامي ان السيارة هذي بتطلع صوت غريبة لما اجي
+
+40
+00:03:22,910 --> 00:03:27,150
+اشتغلها هي بتشتغلش تمام لما اجي اشتغلها تطلع صوت
+
+41
+00:03:27,660 --> 00:03:33,780
+أسواق غريبة ف ال rule هنا بتقول إذا ال symptom اض
+
+42
+00:03:33,780 --> 00:03:36,680
+noises then the starter is bad المشكلة بتكون في
+
+43
+00:03:36,680 --> 00:03:39,760
+الاش في ال starter اش ال starter زي نوع ما ايه ال
+
+44
+00:03:39,760 --> 00:03:43,140
+starter برضه ال motor تبع السيارة فيه و ال starter
+
+45
+00:03:43,140 --> 00:03:48,320
+motor بيحرك البسطونات علشان تبدأ دورة ال cycle
+
+46
+00:03:48,320 --> 00:03:53,360
+تماما فال probability هنا او العلاقة السببية بين
+
+47
+00:03:53,360 --> 00:04:00,250
+موجود ال odd noisesوما بين ان ال starter هو bad 70
+
+48
+00:04:00,250 --> 00:04:08,790
+% صح 70% انه اذا العرض هو bad noises فبيكون السبب
+
+49
+00:04:08,790 --> 00:04:15,770
+bad starter لان بناء على هذا الكلام ال 70% هذه
+
+50
+00:04:15,770 --> 00:04:23,870
+بقدر ايضا استنتج انه ال 30% الأخرى ممكن تبقى في في
+
+51
+00:04:23,870 --> 00:04:28,080
+bad noises او في odd noisesو يبقى ال starter مش
+
+52
+00:04:28,080 --> 00:04:32,360
+bad و لا لأ مظبوطة الكلام و لا لأ؟ اه يعني اذا كان
+
+53
+00:04:32,360 --> 00:04:36,620
+70% من الحالات اللي بيكون فيها bad noises بيكون ال
+
+54
+00:04:36,620 --> 00:04:39,880
+starter أطلع يبقى في حالات بيبقى فيها bad noises و
+
+55
+00:04:39,880 --> 00:04:43,700
+يبقى ال starter مش أطلع اللي هي ال 30% الأخرى okay
+
+56
+00:04:43,700 --> 00:04:50,000
+تمام فانا انا هذا الكلام ال probability of starter
+
+57
+00:04:50,000 --> 00:04:55,460
+is good good يعني not bad عكس الوحتى على الرغم من
+
+58
+00:04:55,460 --> 00:04:58,940
+وجود ال event أو ال evidence اللي هو bad noises
+
+59
+00:04:58,940 --> 00:05:04,020
+فكيف حسبنا ال probability هذه فرحنا ل probability
+
+60
+00:05:04,020 --> 00:05:12,400
+تبع ال bad من الواحد فطلع اللي هو 0.3 صح؟
+
+61
+00:05:12,400 --> 00:05:15,220
+الآن افترض الآن اذكر هذا الكلام
+
+62
+00:05:18,490 --> 00:05:23,090
+النقطة الأخرى هي هنا ال rule هذه if the starter is
+
+63
+00:05:23,090 --> 00:05:29,030
+bad, the symptom is انجلب هنا الموضوع في الأول كنا
+
+64
+00:05:29,030 --> 00:05:34,690
+بيقول ال symptom كذا فالاستنتاج
+
+65
+00:05:34,690 --> 00:05:38,910
+ان ال starter is bad هنا العكس لما بيكون ال
+
+66
+00:05:38,910 --> 00:05:44,790
+starter badفبيكون بيصاحب هذا الأمر بيصاحب هذا
+
+67
+00:05:44,790 --> 00:05:49,750
+الخلل اللي هو starter bad بيصاحبه أصوات أشهر أصوات
+
+68
+00:05:49,750 --> 00:05:56,550
+غريبة أو أصوات مش طبيعية في 85% من الحالات و ال 15
+
+69
+00:05:56,550 --> 00:06:05,210
+% أنه ممكن تصدر يمكن يكون starter bad و مايطلعش
+
+70
+00:06:05,210 --> 00:06:08,930
+أصوات ممكن ما تطلعش أصوات حتى وين كان starter bad
+
+71
+00:06:09,970 --> 00:06:15,490
+هذا الكلام منطقي جدا ان ال starter is bad وفي 85%
+
+72
+00:06:15,490 --> 00:06:19,550
+من الحالات ال starter بيكون مصاحبة بأصوات غريبة و
+
+73
+00:06:19,550 --> 00:06:26,270
+بالتالي ال 15% اللي ماجين ميجاش فيه طلع الأرقام
+
+74
+00:06:26,270 --> 00:06:30,290
+منها ال 15% و ال 85% لان لو انا جيت بدي احسب
+
+75
+00:06:30,290 --> 00:06:34,170
+probability of ان ال starter is bad هاي ال event
+
+76
+00:06:34,170 --> 00:06:37,970
+ايش ال hypothesis ان ال starter is bad
+
+77
+00:06:41,000 --> 00:06:46,420
+والـ evidence الان دي اللي هو الاش الـ odd noises
+
+78
+00:06:46,420 --> 00:06:51,000
+لأن لو أنا بتحسب ايش ال probability ان ال starter
+
+79
+00:06:51,000 --> 00:06:59,800
+is bad في ضل ال odd noises ايش بسوي ال probability
+
+80
+00:06:59,800 --> 00:07:04,580
+of odd noises لما بيكون ال starter bad ضارب ال
+
+81
+00:07:04,580 --> 00:07:09,500
+probability of ان ال starter is bad على ايش
+
+82
+00:07:12,440 --> 00:07:17,820
+أيش تحت في المقام ده اجمع؟
+
+83
+00:07:17,820 --> 00:07:23,940
+هذا معناه قلوب ده لأ the probability of
+
+84
+00:07:47,410 --> 00:07:51,710
+طبعا هذا الكلام ايش هو ايش بيقولك انه probability
+
+85
+00:07:51,710 --> 00:07:58,810
+of انه بيكون ال starter bad ومصحوب بيش اد noises و
+
+86
+00:07:58,810 --> 00:08:02,430
+هذه ال probability of ال starter not bad ومصحوب
+
+87
+00:08:02,430 --> 00:08:09,550
+باد noises okay starter is not bad مش هي هذه ال
+
+88
+00:08:09,550 --> 00:08:11,170
+rules بتعطيني الكلام هذا
+
+89
+00:08:15,240 --> 00:08:19,040
+Stutter is bad مصحوب بـ Odd noises و Stutter is
+
+90
+00:08:19,040 --> 00:08:25,720
+bad مصحوب بـ Not odd noises فايش معناته معناته ال
+
+91
+00:08:25,720 --> 00:08:39,440
+85 ضرب P of H زائد التانية التي هي 15 ضرب P of not
+
+92
+00:08:39,440 --> 00:08:49,640
+H هذا المقام بالظبط فوقthe probability of 85 ضرب P
+
+93
+00:08:49,640 --> 00:08:55,220
+of H طب P of H هذه من وين بتجيبها من وين بتجيبها
+
+94
+00:08:55,220 --> 00:09:04,920
+ال rule هذه التنتين مابيعطونيش صح P of H ال rule
+
+95
+00:09:04,920 --> 00:09:12,620
+اللي قبل برضه كمان هذه مابتعطيني P of H صح صح هذي
+
+96
+00:09:12,620 --> 00:09:21,450
+بتعطيني إذاوهو الـ evidence الـ P
+
+97
+00:09:21,450 --> 00:09:27,830
+of H هو
+
+98
+00:09:27,830 --> 00:09:32,000
+الـ P of Eو كمان ال P of not H يعني إذا جبت ال P
+
+99
+00:09:32,000 --> 00:09:38,200
+of H بجيب ال P of not H هنا إذا ال statistics مش
+
+100
+00:09:38,200 --> 00:09:41,620
+معطياني الكلام هذا إيش هو الكلام هذا إيش start
+
+101
+00:09:41,620 --> 00:09:45,860
+الرزباد ايش احتمالية أن يكون start الرزباد يعني
+
+102
+00:09:45,860 --> 00:09:51,360
+عندي سيارة عطلانة في كل حالة السيارات سيارة بتكون
+
+103
+00:09:51,360 --> 00:09:57,230
+عطلانة كدهش نسبة أن عطلانة بسبب ال starterمش هو
+
+104
+00:09:57,230 --> 00:10:01,530
+هذا ال P of H مش هي ده معناه ال P of H بيجي لأنا
+
+105
+00:10:01,530 --> 00:10:04,870
+human expert هو اللي ممكن إذا ال statistic هذه مش
+
+106
+00:10:04,870 --> 00:10:09,310
+متوفرة بيجي ال human expert بيعطيني إياها فممكن ال
+
+107
+00:10:09,310 --> 00:10:14,050
+human expert يجي يقولي 5% 5% من حالة إنه السيارة
+
+108
+00:10:14,050 --> 00:10:20,390
+مابتشتغلش بيكون بسبب ال إيش بسبب ال starter ف5%
+
+109
+00:10:20,390 --> 00:10:26,800
+فبعدين أنا بحط إيش هنا إيش بحط هنابحط ال 5% وهنا
+
+110
+00:10:26,800 --> 00:10:33,400
+إيش بحط؟ العكس منها .. لأ العكس منها .. هنا بحط ال
+
+111
+00:10:33,400 --> 00:10:38,700
+5% وهنا ال not edge عليها تقدر و تسير أطلالها مش
+
+112
+00:10:38,700 --> 00:10:50,360
+بالسبب ال starter 95% الباجي ولا لأ؟ أنا حاطس .. 5
+
+113
+00:10:50,360 --> 00:10:51,480
+صحيح صحيح
+
+114
+00:10:56,420 --> 00:11:01,700
+هذا الكلام ماذا يعطيني بيعطيني ال parameter of H
+
+115
+00:11:01,700 --> 00:11:11,700
+given E بيساوي ماهي الحسبة النهائية Zero
+
+116
+00:11:11,700 --> 00:11:19,880
+point مظبوط 23% بس هذا الكلام أجابناه على ايش مش
+
+117
+00:11:19,880 --> 00:11:25,380
+كله statistics أجابناه على statistics مع تقديرطيب
+
+118
+00:11:25,380 --> 00:11:31,160
+ايش رأيك ان هذا الكلام بيتعارض مع ال rules اللي
+
+119
+00:11:31,160 --> 00:11:37,980
+موجودة في ال system هذه ال rules مش
+
+120
+00:11:37,980 --> 00:11:44,580
+تفسيرها هي probability of H given E probability ال
+
+121
+00:11:44,580 --> 00:11:51,480
+70% هذه هي احتمالية انه ال hypothesis هذا ال
+
+122
+00:11:51,480 --> 00:11:57,780
+starter bad بسببأو إذا صدر في حالة ال event هدا up
+
+123
+00:11:57,780 --> 00:12:01,700
+noises بيكون ال hypothesis هدا true اللي هو إيش
+
+124
+00:12:01,700 --> 00:12:05,720
+starter is bad وهي اللي أنا كتبتها هنا طب هي مش هي
+
+125
+00:12:05,720 --> 00:12:10,480
+برضه هادى اللي حسرناها هنا بس هنا هي السبعة وهنا
+
+126
+00:12:10,480 --> 00:12:18,300
+عشرين اختلاف هذا اختلاف كبير هنا ال rule هادى ال
+
+127
+00:12:18,300 --> 00:12:21,770
+rule هادىجاي بنان على ال Bayesian reasoning جاي
+
+128
+00:12:21,770 --> 00:12:27,250
+بنان على ال statistics قدرتلي ال probability of ال
+
+129
+00:12:27,250 --> 00:12:31,530
+hypothesis هذا في ظل ال evidence هذا بينها 70%
+
+130
+00:12:31,530 --> 00:12:36,610
+بينما لما جينا حسبنا من ال rules الأخرى اللي هو ال
+
+131
+00:12:36,610 --> 00:12:41,070
+rules الأخرى اللي برضه سليمة بس دخل فيها ايش؟ دخل
+
+132
+00:12:41,070 --> 00:12:45,290
+في حسابها تقدير ال human expert لجزئية واحدة وهي
+
+133
+00:12:45,290 --> 00:12:51,210
+ال P of Hطلع عندي نتائج مختلفة من هنا هذا اللي هو
+
+134
+00:12:51,210 --> 00:12:55,930
+اللي بنقول عنه ال bias تبع ال .. ال .. ال Bayesian
+
+135
+00:12:55,930 --> 00:13:01,150
+reasoning ال Bayesian reasoning ممكن يختلف يكون
+
+136
+00:13:01,150 --> 00:13:04,870
+فيه فرق ما بينه و ما بين تقدير ال .. تقدير ال
+
+137
+00:13:04,870 --> 00:13:09,850
+human expert ال human expert قدر هذا بناء على
+
+138
+00:13:09,850 --> 00:13:13,770
+خبرته المفروض هو يفحص شوية المفروض هي تبقى أكتر من
+
+139
+00:13:13,770 --> 00:13:18,450
+ذلك عشان تقترب من ال 70%اللي هي German statistics
+
+140
+00:13:18,450 --> 00:13:27,650
+فهذه النقطة الأولى اللي هي ال bias of the number
+
+141
+00:13:27,650 --> 00:13:32,610
+obtained الرقم هذا is significantly lower than the
+
+142
+00:13:32,610 --> 00:13:38,610
+express estimate of 7 given at the beginning of في
+
+143
+00:13:38,610 --> 00:13:39,730
+المثال السابق
+
+144
+00:13:45,190 --> 00:13:48,090
+فهذه هي النقطة الأولى اللى هى اختلاف ما بين
+
+145
+00:13:48,090 --> 00:13:52,270
+التقديرات اللى جاية من ال based reasoning وما بين
+
+146
+00:13:52,270 --> 00:13:59,750
+الخبرة ال expert وممكن
+
+147
+00:13:59,750 --> 00:14:04,150
+تكون على فكرة وممكن تكون اشي العكس بمعنى انه هذا
+
+148
+00:14:04,150 --> 00:14:07,870
+ال rule هو اصلا ال human expert هو اللى حط نسبه دى
+
+149
+00:14:07,870 --> 00:14:12,130
+وحطها برضه بالان على تقديره وكانت عالى كتير اعلى
+
+150
+00:14:12,130 --> 00:14:20,440
+من تقديره نفسه في هذا النقطةالخمسة في المئة مخفضة
+
+151
+00:14:20,440 --> 00:14:28,420
+كثيرا عن تقريره للسبعين في المائة طيب
+
+152
+00:14:28,420 --> 00:14:31,660
+ماشي هذه هي النقطة الأولى النقطة التانية اللي هي
+
+153
+00:14:31,660 --> 00:14:38,820
+احنا الآن بدنا نبص على مقارنة سريعة ما بين ال ال
+
+154
+00:14:41,380 --> 00:14:43,680
+الـ Bayesian Reasoning هو الـ Certainty Factor
+
+155
+00:14:43,680 --> 00:14:46,520
+Reasoning تذكروا الـ Certainty Factors؟ احنا كنا
+
+156
+00:14:46,520 --> 00:14:54,700
+بنحط Certainty Factors مع ال rules ال
+
+157
+00:14:54,700 --> 00:14:57,620
+Bayesian Reasoning احنا بنعتمد على ال statistical
+
+158
+00:14:57,620 --> 00:15:05,020
+data اللي جمعناها وعلى أساسها بنحسب ال hypothesis
+
+159
+00:15:05,020 --> 00:15:10,280
+المختلفة كل hypothesis ايش ال probability تبعتها
+
+160
+00:15:10,830 --> 00:15:17,210
+فال probability theory هي الأساس لمين؟ لـ Bayesian
+
+161
+00:15:17,210 --> 00:15:23,690
+reasoning وبالتالي ال Bayesian reasoning بيظبط أو
+
+162
+00:15:23,690 --> 00:15:29,390
+works well في المجالات اللي بيكون زي مثلا ال
+
+163
+00:15:29,390 --> 00:15:33,450
+forecasting و ال planningاللي بيكون في عنا
+
+164
+00:15:33,450 --> 00:15:36,910
+statistical data usually available ايش معنى بيكون
+
+165
+00:15:36,910 --> 00:15:40,110
+في ال forecasting و ال planning بيبقى فيه
+
+166
+00:15:40,110 --> 00:15:42,970
+statistical data available لأنه احنا كل سنة في ال
+
+167
+00:15:42,970 --> 00:15:46,510
+forecasting يعني التنقل بالليش بالتوقع حد الجو كل
+
+168
+00:15:46,510 --> 00:15:49,850
+سنة احنا بنجمع البيانات فبنسجر قداش المطار وبنسجر
+
+169
+00:15:49,850 --> 00:15:53,730
+قداش سرعة الرياح وبنسجر الداطق كلها فبيكون في عنا
+
+170
+00:15:53,730 --> 00:15:58,650
+historical data available عشان نقدر نتوقع اللي هو
+
+171
+00:15:58,650 --> 00:16:06,370
+ال ..بكرا او الأيام اللي بعد كده كيف
+
+172
+00:16:06,370 --> 00:16:11,610
+حدكون حالتي الجامعة فبالتالي لما يكون فيه هندي ال
+
+173
+00:16:11,610 --> 00:16:15,790
+statistical data بقدر اعتمد على ال Bayesian لكن
+
+174
+00:16:15,790 --> 00:16:20,850
+هذا الكلام مش متوفر دايما قلت النقطة هدا قبل ايه
+
+175
+00:16:20,850 --> 00:16:24,110
+كأنه مش دايما بتكون متوفر عندنا statistical data
+
+176
+00:16:24,110 --> 00:16:24,970
+يعني زي مثلا
+
+177
+00:16:29,110 --> 00:16:34,690
+زي مثلا ايش؟
+
+178
+00:16:34,690 --> 00:16:41,530
+خليني اشوف هنا في ال slide هنا هذا
+
+179
+00:16:41,530 --> 00:16:46,070
+بالذكر example مابظبط مابظبطش في ال ال Bayesian
+
+180
+00:16:46,070 --> 00:16:49,930
+reasoning او نقدرش نعتمد فيه على ال Bayesian
+
+181
+00:16:49,930 --> 00:16:58,400
+reasoning في التشخيص مثلا تشخيص الأمراض في الطبمش
+
+182
+00:16:58,400 --> 00:17:02,900
+دايما الطبيب عنده statistical data لكل عرض و كل
+
+183
+00:17:02,900 --> 00:17:09,560
+مرض علشان لما انت تعطيله عراضك يقدر يحسب او يدخلها
+
+184
+00:17:09,560 --> 00:17:13,320
+في ال system و ال system يحسبله ايش الاحتمالية كل
+
+185
+00:17:13,320 --> 00:17:18,660
+واحد من ال .. جداش ال probability تبع كل واحد من
+
+186
+00:17:18,660 --> 00:17:25,540
+الاحتمالات اللي ممكن ان يكون سبب المرض طبعا ماشي
+
+187
+00:17:28,980 --> 00:17:33,640
+ومرة تانية، ماتما توفرت statistical data بيكون الـ
+
+188
+00:17:33,640 --> 00:17:36,820
+Bayesian reasoning مناسب، ماتوافرتش ال statistical
+
+189
+00:17:36,820 --> 00:17:42,200
+data بيكون الأنسب الاعتماد على تقديرات ال human
+
+190
+00:17:42,200 --> 00:17:47,900
+expert على الرغم من ان تقديرات ال human expert
+
+191
+00:17:47,900 --> 00:17:51,640
+ممكن تبقى مش دقيقة يعني احنا في ال certainty
+
+192
+00:17:51,640 --> 00:17:55,020
+factors ما بنبقاش .. ما بنبقاش عندنا ال
+
+193
+00:17:55,020 --> 00:17:56,680
+mathematical correctness
+
+194
+00:17:58,510 --> 00:18:03,970
+يعني ما تطلعش معانا أرقام احنا دقيقة جدا مثل ما ..
+
+195
+00:18:03,970 --> 00:18:08,990
+ليش؟ لأنها مبنية على .. على تخمينات و تقديرات ما
+
+196
+00:18:08,990 --> 00:18:11,970
+بنقدرش نتأكد .. مش متأكدين أنها دقيقة وبالتالي
+
+197
+00:18:11,970 --> 00:18:15,810
+انتاج ماتطلع مش دقيقة ولكن و مع ذلك .. و مع ذلك مع
+
+198
+00:18:15,810 --> 00:18:20,470
+غضب من إيه أن ال certainty factors تفتقر إلى ال
+
+199
+00:18:20,470 --> 00:18:26,630
+mathematical correctness إلا إنها بتبقى هي الأنسب
+
+200
+00:18:26,860 --> 00:18:30,120
+في كثير من الأمور زي ما قلت انا في كثير من
+
+201
+00:18:30,120 --> 00:18:32,500
+المجالات زي ما قلت انا بتاعتوي اللي هو ال
+
+202
+00:18:32,500 --> 00:18:36,920
+diagnosis ال diagnostics التشخيص خاصة ال medical
+
+203
+00:18:36,920 --> 00:18:44,680
+diagnostics فبالتالي
+
+204
+00:18:44,680 --> 00:18:49,140
+يكون ال certainty factor مستخدمة في المجالات اللي
+
+205
+00:18:49,140 --> 00:18:52,600
+ال probabilities are not known الحصائيات بتبقى مش
+
+206
+00:18:52,600 --> 00:18:59,270
+متوفرة او صعب جداأو مكلفة جدا ان انا اعمل احصائيات
+
+207
+00:18:59,270 --> 00:19:03,210
+عشان اطلع الـ posterior و ال prior probabilities
+
+208
+00:19:03,210 --> 00:19:08,170
+النقطة
+
+209
+00:19:08,170 --> 00:19:14,510
+التانية انه زي ما شوفنا احنا ال base in reasoning
+
+210
+00:19:14,510 --> 00:19:19,050
+انا بعمل حسبة و بعمل معادلات و بطلع بالاخر بأن ال
+
+211
+00:19:19,050 --> 00:19:23,990
+H1 و ال H2 و ال H3 ال hypothesis المختلفة تبعتي كل
+
+212
+00:19:23,990 --> 00:19:28,000
+واحد قدش ال probability تبعتههذا الكلام مابتنسى مش
+
+213
+00:19:28,000 --> 00:19:32,500
+كتير مع ال rule-based express system اللي محتاج
+
+214
+00:19:32,500 --> 00:19:36,740
+يعمل explanation يعني إذا ال user إذا ال system
+
+215
+00:19:36,740 --> 00:19:40,460
+جلّى ال user فيه تلت احتمالات واحد اتنين تلتة و
+
+216
+00:19:40,460 --> 00:19:43,280
+اعلى واحد هو كده بالنسبة له الجد أو التاني بالنسبة
+
+217
+00:19:43,280 --> 00:19:47,140
+له هذا أو ال user طلب explanationماذا سيعطيه ال
+
+218
+00:19:47,140 --> 00:19:50,540
+system؟ سيعطيه المعادلات الرياضية والحسبة والأرقام
+
+219
+00:19:50,540 --> 00:19:55,820
+بينما لو أنا استخدم ال certainty factor مع ال
+
+220
+00:19:55,820 --> 00:20:01,160
+rules فانا ال system و ال user طلب explanation ال
+
+221
+00:20:01,160 --> 00:20:05,040
+system يعطيه ال rules واحد ورا التاني ويقول له انه
+
+222
+00:20:05,040 --> 00:20:11,830
+احنا تسلسلنا في استنتاجالقرار اللي اعطاناكيا
+
+223
+00:20:11,830 --> 00:20:15,670
+بالكيفية هذه ال اولة ثم ال rule التاني ثم ال rule
+
+224
+00:20:15,670 --> 00:20:18,110
+التالته وبالتالي ال approach of certain factors
+
+225
+00:20:18,110 --> 00:20:24,350
+بيقدر بيعطي better explanation of the control flow
+
+226
+00:20:24,350 --> 00:20:28,690
+ال control flow يعني اللي هو تسلسل ال rules اللي
+
+227
+00:20:28,690 --> 00:20:33,130
+على أساسها وصلنا لاستنتاجة
+
+228
+00:20:37,290 --> 00:20:41,230
+فخلص هذا الكلب أصبح بديه جدا أن ال method is
+
+229
+00:20:41,230 --> 00:20:47,010
+likely to be most appropriate if ال method more
+
+230
+00:20:47,010 --> 00:20:52,530
+appropriate إذا ال data exist و ال knowledge
+
+231
+00:20:52,530 --> 00:20:55,230
+engineer اللي هو الشخص اللي بصمم ال express system
+
+232
+00:20:55,230 --> 00:21:01,830
+بستطيع أنه ياخد هذه ال statistical و يصمم على
+
+233
+00:21:01,830 --> 00:21:07,470
+أساسهاالصمم على أساسها ال system بينما in the
+
+234
+00:21:07,470 --> 00:21:14,370
+absence of في حالة غياب من ال statistical data
+
+235
+00:21:14,370 --> 00:21:21,750
+فبيكون الأفضل اللي هو ال certainty
+
+236
+00:21:21,750 --> 00:21:26,870
+factor method أضافة على هذا كله أن ال Bayesian
+
+237
+00:21:26,870 --> 00:21:32,810
+reasoning بحتاج إلىcalculations أكتر بكتير من اللي
+
+238
+00:21:32,810 --> 00:21:36,430
+بتعمل في ال certainty factor method صح الكلام ولا
+
+239
+00:21:36,430 --> 00:21:42,170
+غلط ك true or false question Bayesian reasoning
+
+240
+00:21:42,170 --> 00:21:49,710
+requires أو has a very high computational cost
+
+241
+00:21:49,710 --> 00:21:53,810
+compared to بالمقارنة مع ال certainty factor
+
+242
+00:21:53,810 --> 00:22:00,140
+method صح ولا غلط صحأنه في كتير .. يعني شوفتي احنا
+
+243
+00:22:00,140 --> 00:22:04,020
+كنا بنضرب ال bus و المقام و الأمور هذه عملية
+
+244
+00:22:04,020 --> 00:22:08,380
+calculations كتيرةبالتم هذا و احنا كنا بنحكي على
+
+245
+00:22:08,380 --> 00:22:12,000
+تلاتة hypotheses و تلاتة evidences تخيل انت
+
+246
+00:22:12,000 --> 00:22:18,620
+knowledge base فيها statistics كتيرة و انا ب .. ب
+
+247
+00:22:18,620 --> 00:22:22,560
+.. بدي اختبر عشرة ولا عشرين hypotheses اشوف مين
+
+248
+00:22:22,560 --> 00:22:26,880
+اكتر واحد فيهم اعلى واحد probability و .. و يمكن
+
+249
+00:22:26,880 --> 00:22:29,780
+في عندي عدة events كتير عشرة ولا عشرين event انا
+
+250
+00:22:29,780 --> 00:22:34,460
+بدي قيم ال hypotheses على أساسهمتخيلوا كمية ال
+
+251
+00:22:34,460 --> 00:22:40,380
+calculations فبتبقى ال complexity ال computational
+
+252
+00:22:40,380 --> 00:22:44,620
+complexity بتبقى exponential ايش انا exponential
+
+253
+00:22:44,620 --> 00:22:48,620
+يعني كل ما زدنا شوية في ال hypotheses و في ال
+
+254
+00:22:48,620 --> 00:22:54,480
+events بزيد الزمن ال computational time بزيد بشكل
+
+255
+00:22:54,480 --> 00:23:01,190
+عالي جدا إضافة نقل ل Nلازم ال knowledge base تبقى
+
+256
+00:23:01,190 --> 00:23:06,610
+large مليانة جدال والتي هي statistical tables تمام
+
+257
+00:23:06,610 --> 00:23:11,570
+هذا هو نهاية النقطة التانية النقطة الأولى كانت ال
+
+258
+00:23:11,570 --> 00:23:21,670
+bias of Bayesian reasoning النقطة
+
+259
+00:23:21,670 --> 00:23:27,390
+التانية كانت ال comparison بين
+
+260
+00:23:27,390 --> 00:23:28,410
+ال Bayesian
+
+261
+00:23:32,240 --> 00:23:37,500
+هذا نهاية كلامنا في هذا الموضوع الموضوع ال
+
+262
+00:23:37,500 --> 00:23:43,600
+uncertainty باستخدام ال basin و ال certainty
+
+263
+00:23:43,600 --> 00:23:47,890
+factorالموضوع الجاي اللي هو برضه uncertainty بس
+
+264
+00:23:47,890 --> 00:23:51,210
+باستخدام حاجة اسمه ال fuzzy reasoning ال fuzzy
+
+265
+00:23:51,210 --> 00:23:55,990
+reasoning بنبدأ فيه الآن إذا ماحدش عنده سؤال او مش
+
+266
+00:23:55,990 --> 00:23:58,670
+عارف إذا كان ال homework الأولاني كان بدكوا تسألوا
+
+267
+00:23:58,670 --> 00:24:06,890
+فيه إشي تبع ال alpha beta pruning في سؤال محدد
+
+268
+00:24:06,890 --> 00:24:11,010
+لأنه مش هحل المسألة الآن كلها إذا في سؤال محدد انا
+
+269
+00:24:11,010 --> 00:24:12,810
+الحين بفتح ال slide تبع
+
+270
+00:24:16,140 --> 00:24:21,880
+فش سؤال محدد فش سؤال محدد طيب خلاص هي اللي طلع انك
+
+271
+00:24:21,880 --> 00:24:25,260
+اشهر ال form كويس طيب انا دلوقتي بفهمك اياها بعدها
+
+272
+00:24:25,260 --> 00:24:32,220
+بيصير .. بيصير ممكن تحلها خليني نرجع وين على
+
+273
+00:24:32,220 --> 00:24:39,340
+الكتاب الأولاني صح هاي
+
+274
+00:24:39,340 --> 00:24:47,600
+ال extra صح adversarial search في آخره مظبوطهذه
+
+275
+00:24:47,600 --> 00:24:53,280
+control and هذه
+
+276
+00:24:53,280 --> 00:25:00,840
+shift فقط اخر خمسة طيب انا بس اوضح ان المطلوب منها
+
+277
+00:25:00,840 --> 00:25:05,560
+كان المطلوب
+
+278
+00:25:05,560 --> 00:25:08,960
+كان ان اول اشي تعمل propagate لل values propagate
+
+279
+00:25:08,960 --> 00:25:12,200
+لل values يعني هي عندي انا هذه ال values محطوطة بس
+
+280
+00:25:12,200 --> 00:25:17,240
+لمين لل leaf nodes مظبوطأما ال parent nodes ماعناش
+
+281
+00:25:17,240 --> 00:25:20,540
+value فهو ماعناش values فهو المطلوب منك في دقيقة
+
+282
+00:25:20,540 --> 00:25:25,620
+واحد انه ترحل بناء على ايش بدك ترحل بناء على كل
+
+283
+00:25:25,620 --> 00:25:30,820
+node هي موجودة في ال في ال door تبع من ولا تبع max
+
+284
+00:25:30,820 --> 00:25:38,760
+هذا max فابتدى هذا من max من max فواضح جدا نبدأ
+
+285
+00:25:38,760 --> 00:25:42,680
+مثلا من هنا ال zero السبعة هذا بدأ تجه ال zero هذا
+
+286
+00:25:42,680 --> 00:25:46,280
+بدون pruningهذا بدون formal حتى الآن سبعة و تمانية
+
+287
+00:25:46,280 --> 00:25:50,380
+هذه بتنتبه ايش تمانية
+
+288
+00:25:50,380 --> 00:25:59,680
+هذا تلاتة و خمسة ال minimum تلاتة هنا هنا هنا zero
+
+289
+00:25:59,680 --> 00:26:05,900
+و خمسة ايش ال max كمسة هنا اربعة و تمانية و خمسة
+
+290
+00:26:05,900 --> 00:26:12,280
+من ال minimum اربعة هنا اربعة و تلاتة ايش الماكسوم
+
+291
+00:26:12,280 --> 00:26:15,900
+أربعة صح هذا هو الجزء الأولاني من السؤال الآن
+
+292
+00:26:15,900 --> 00:26:18,640
+الجزء التاني اللي بدك تعمل pruning يعني انك انت لو
+
+293
+00:26:18,640 --> 00:26:23,500
+بدك تتوفر على ال system ال system ايش بده كيف يوفر
+
+294
+00:26:23,500 --> 00:26:29,420
+هو الآن هذه التلاتة بعدين الخمسة لازم يشوف الخمسة
+
+295
+00:26:29,420 --> 00:26:32,940
+صح لازم يدخل على الخمسة يعني هنا تبقى التلاتة هي
+
+296
+00:26:32,940 --> 00:26:36,960
+beta ماشي
+
+297
+00:26:36,960 --> 00:26:41,180
+لسه هنا مافي ألفةمافي Alpha اللي انا اقرب لزكان
+
+298
+00:26:41,180 --> 00:26:46,360
+البيت هذا اكبر ولا امشي ولا لأ فهذا لازم يشوف
+
+299
+00:26:46,360 --> 00:26:51,720
+الخمسة الخمسة اكبر من تلاتة فثبتت الآن التلاتة هي
+
+300
+00:26:51,720 --> 00:26:57,740
+ذالب تبقى هذا النوع الان هذه التلاتة بتترحى على
+
+301
+00:26:57,740 --> 00:27:05,080
+أساس انها Alpha لا ال A نخش هيك الآنالـ zero الـ
+
+302
+00:27:05,080 --> 00:27:07,560
+zero بنتفجر على أنه الـ zero هو ال minimum فمن
+
+303
+00:27:07,560 --> 00:27:12,100
+الجانب اللي شوفنا الـ zero فبدنا ما نضمنش أي اي
+
+304
+00:27:12,100 --> 00:27:17,800
+شيء تاني مش ممكن خلاص مش هتشوفه مباشرة على فرضية
+
+305
+00:27:17,800 --> 00:27:22,060
+إذا في السؤال معضلك أنه مافيش أقل من الـ zero وهذا
+
+306
+00:27:22,060 --> 00:27:26,800
+مش معضل السؤال الآن حلت على هذا الأساس إذا مافيش
+
+307
+00:27:26,800 --> 00:27:31,090
+هذا الأساس معناته بدك تكمل الـ zeroإذا الـ zero
+
+308
+00:27:31,090 --> 00:27:34,170
+ممكن يكون فيه أجال من النمرة فلازم ال algorithm
+
+309
+00:27:34,170 --> 00:27:38,290
+تكمل فإحنا افترضنا إنه مافيش شكل من ال zero فحطينا
+
+310
+00:27:38,290 --> 00:27:48,630
+هناش فحطينا شرق لإن ال zero هادي الأن بدأ تترحل ل
+
+311
+00:27:48,630 --> 00:27:59,170
+F على أساس أنها Alpha ألفة لأن ال alpha هادي من ال
+
+312
+00:27:59,170 --> 00:28:03,020
+parentالـ parent هذا الـ C الـ C هذا مش معروف لسه
+
+313
+00:28:03,020 --> 00:28:09,940
+ايش ال .. ال beta تبقى تبقى كده مش عارفين لما نعرف
+
+314
+00:28:09,940 --> 00:28:14,600
+هذا و نرحلها ك beta لهذا الان هنا الخمسة هذه ممكن
+
+315
+00:28:14,600 --> 00:28:20,480
+اكمل انا عشان اشوف اه احنا كملنا صح لأ لسه
+
+316
+00:28:20,480 --> 00:28:25,540
+ماكملناش فالان لازم اخش على هذه عشان اشوف اذا كان
+
+317
+00:28:25,540 --> 00:28:31,980
+ممكن احصل على اكبر من ال 0بالطبع الخامسة أكبر ف ..
+
+318
+00:28:31,980 --> 00:28:37,860
+فبتصير هي الألفة مافيش other children يقول خلاص
+
+319
+00:28:37,860 --> 00:28:42,940
+فبتثبت الخامسة لأن أنا هنا الخامسة هذه بدت راحة
+
+320
+00:28:42,940 --> 00:28:50,940
+إلى هنا على ايش؟ أساسي ايش؟ beta الان ال beta هذه
+
+321
+00:28:50,940 --> 00:28:57,380
+أكبر من الالفة وال بيرون تبعها صح أو لا؟ معناته؟
+
+322
+00:29:00,220 --> 00:29:09,580
+هذه مثالة جديدة معناته إيش؟ بقدر أوقف؟ بقدر تسأل
+
+323
+00:29:09,580 --> 00:29:12,780
+مش مفروض غير مقارنة من فوق، مفروض غير مقارنة من
+
+324
+00:29:12,780 --> 00:29:15,320
+اللي تتحكم فيها مفروض، صح أكمل، أول مقارنة .. مالش
+
+325
+00:29:15,320 --> 00:29:18,420
+أنا الآن هنا مبدئي أن ال node هي دي قرفت واحدة من
+
+326
+00:29:18,420 --> 00:29:24,060
+ال children تبعهم هنا صح؟ و .. و صار مرشح الخمسة
+
+327
+00:29:24,060 --> 00:29:27,460
+مرشحها اللي هتكون هي ال value فبقى هذا ال node صح؟
+
+328
+00:29:27,460 --> 00:29:33,380
+مش هي كمان ال beta؟طيب هلأ أكمل؟ أكمل .. أكمل ليش؟
+
+329
+00:29:33,380 --> 00:29:36,960
+مابتطبقش ال rule ال rule طبعا تتطبق لما نكون أجالي
+
+330
+00:29:36,960 --> 00:29:39,400
+أجالي عارفش يعني أجالي يعني أنا اللي بدي أستمر
+
+331
+00:29:39,400 --> 00:29:42,440
+عشان أجيب أجالي طب ليش أستمر أجيب أجالي إذا جال ال
+
+332
+00:29:42,440 --> 00:29:46,380
+payroll تبقى هيك؟ بده أكتر فأنا هنا بكمل بخش على
+
+333
+00:29:46,380 --> 00:29:50,880
+ال G ال G الأهم تلقائيا لازم أشوف ال K صح؟ ال K
+
+334
+00:29:50,880 --> 00:29:57,310
+سبعة فهذه الألفة بالسبع سبعة okayالأن ال alpha
+
+335
+00:29:57,310 --> 00:30:02,810
+أكبر من ال beta تبع ال parent إيش
+
+336
+00:30:02,810 --> 00:30:08,170
+أقول؟ بتقول لي مين معروف؟ وإذا أنا واقف على قدر من
+
+337
+00:30:08,170 --> 00:30:13,570
+node و ال beta تبعتي أسف أنا واقف هنا أنا واقف على
+
+338
+00:30:13,570 --> 00:30:17,530
+max node و ال alpha تبعتي أكبر من ال beta تبع
+
+339
+00:30:17,530 --> 00:30:24,000
+parent أستمر؟ لا أستمرش أحط slash هناطبعا حطيت ال
+
+340
+00:30:24,000 --> 00:30:27,260
+slash هنا يعني مجفتي ممكن سبتت السبعة هنا سبتت
+
+341
+00:30:27,260 --> 00:30:34,040
+ممكن بترحل هنا صراحة برحلش
+
+342
+00:30:34,040 --> 00:30:39,640
+بس برحلش برحلش طيب مجفت هنا الآن بده اخش هنا اه
+
+343
+00:30:39,640 --> 00:30:43,920
+بده اخش هنا على اساس ايش عندي انا على اساس انا
+
+344
+00:30:43,920 --> 00:30:47,840
+اشوف النور هالي النور هالي اربعة طبعا فالاربعة
+
+345
+00:30:47,840 --> 00:30:52,020
+هالي مابينها و مابين الخمسة والسبعة
+
+346
+00:31:13,690 --> 00:31:17,330
+القضية هي لو انا جيت هوفر حكاية اكتر ولا لو جيت من
+
+347
+00:31:17,330 --> 00:31:23,290
+اليامين هوفر وجت يعني في ال calculation اكترخلاص
+
+348
+00:31:23,290 --> 00:31:27,090
+هذا ببساطة اللي هو السؤال خلينا الآن في الوقت اللي
+
+349
+00:31:27,090 --> 00:31:31,550
+ضايل عشر دقيقة معانا نحكي فيهم في موضوع الجديد
+
+350
+00:31:31,550 --> 00:31:36,930
+الموضوع الجديد اللي هو ال fuzzy reasoning ال fuzzy
+
+351
+00:31:36,930 --> 00:31:40,570
+reasoning بيجي تحت نفس الإطار اللي احنا شغالين فيه
+
+352
+00:31:40,570 --> 00:31:45,790
+اللي هو expert systems بتشتغل في ال uncertainty
+
+353
+00:31:45,790 --> 00:31:51,490
+بتتعامل مع مشكلة ال uncertaintyمشكلة ال
+
+354
+00:31:51,490 --> 00:31:57,190
+uncertainty اللي ببساطة هي عدم توفر معلومات دقيقة
+
+355
+00:31:57,190 --> 00:32:02,830
+فاحنا في عندنا شوية غمض في عندنا شوية ضبابية ال
+
+356
+00:32:02,830 --> 00:32:08,750
+Bayesian rule و ال certainty factor method هدولة
+
+357
+00:32:08,750 --> 00:32:16,650
+طرق لتعامل مع عدم دقة ال data فعنا احنا عدم دقة
+
+358
+00:32:17,320 --> 00:32:22,880
+العلاقة ما بين المعطيات وبين ال conclusion يعني
+
+359
+00:32:22,880 --> 00:32:28,760
+احنا الفظي reasoning ببدأ
+
+360
+00:32:28,760 --> 00:32:33,900
+معانا من slide رقم أربعة في الكتاب من slide رقم
+
+361
+00:32:33,900 --> 00:32:39,440
+أربعة طبعا
+
+362
+00:32:39,440 --> 00:32:41,760
+الفايلين هدولة
+
+363
+00:32:48,800 --> 00:32:54,660
+Lecture 4 و Lecture 5 Lecture 4 و Lecture 5 بتعامل
+
+364
+00:32:54,660 --> 00:33:00,640
+من الموضوع الفuzzy بس الـFuzzy inference اللي هو
+
+365
+00:33:00,640 --> 00:33:04,380
+القالي اللي بتتم فيها أوضيف الـFuzzy concepts في
+
+366
+00:33:04,380 --> 00:33:09,040
+ال rules بيبدأ من خمسة وهذا اللي انا هابدأ فيه
+
+367
+00:33:09,040 --> 00:33:13,900
+الآن و بعد كده بنرجع نراجع المفاهيم الأساسية اللي
+
+368
+00:33:13,900 --> 00:33:18,490
+في الأولاللي بدنا نطلع عليه الآن من هذه ال slides
+
+369
+00:33:18,490 --> 00:33:25,270
+هو ببساطة شديدة قالية ال inference قالية ال
+
+370
+00:33:25,270 --> 00:33:31,390
+inference قالية ال inference في ال fuzzy express
+
+371
+00:33:31,390 --> 00:33:34,390
+systems يعني ال express systems اللي بتوظف ال
+
+372
+00:33:34,390 --> 00:33:37,330
+fuzzy logic أو fuzzy rules
+
+373
+00:33:47,330 --> 00:33:49,850
+ماذا يعني عندما يقول fuzzy express systems؟ يعني
+
+374
+00:33:49,850 --> 00:33:54,910
+في express systems تستخدم rules ال rules هذي fuzzy
+
+375
+00:33:54,910 --> 00:33:59,210
+طب إيه يعني fuzzy rules؟
+
+376
+00:33:59,210 --> 00:34:06,250
+هي عبارة عن rules زيها زي أي rule شوفناها حتى الآن
+
+377
+00:34:06,250 --> 00:34:10,950
+بس الله ما إلا بدل ما نحط فيها probabilities أو ما
+
+378
+00:34:10,950 --> 00:34:14,010
+نحط فيها certainty factors نحط فيها هذي اسمها
+
+379
+00:34:14,010 --> 00:34:18,620
+membershipأنا أخد مثلا على سبيل المثال رول هذي
+
+380
+00:34:18,620 --> 00:34:24,220
+بدون أي فزي values أو membership الشرط بحنقول إذا
+
+381
+00:34:24,220 --> 00:34:31,120
+x if x is a ثلاثة or y is بي واحد يعني a ثلاثة و b
+
+382
+00:34:31,120 --> 00:34:34,400
+واحدة تبقى لهم values زي ما كنا بنحكي في عندي أنا
+
+383
+00:34:34,400 --> 00:34:38,140
+object linguistic objects و linguistic variables
+
+384
+00:34:38,140 --> 00:34:42,680
+وكل variable أو object له عدة values مسموح إبها
+
+385
+00:34:42,680 --> 00:34:50,280
+صح؟ و هنا نفس الشيءفإذا X is A3 و Y is B1 ثم Z هو
+
+386
+00:34:50,280 --> 00:34:56,700
+C1 هذا الآن لا هو فظي ولا هو certainty factor ولا
+
+387
+00:34:56,700 --> 00:35:02,860
+هو بيزيان بالفظي في
+
+388
+00:35:02,860 --> 00:35:08,780
+يدي أنا الآن project funding is adequate
+
+389
+00:35:12,510 --> 00:35:17,790
+يعني c1 الآن صار معناتها low و b1 معناتها small و
+
+390
+00:35:17,790 --> 00:35:21,750
+a3 معناتها adequate طيب إيش اللي بيخليني أحكم على
+
+391
+00:35:21,750 --> 00:35:26,670
+المتغير هذا إنه long ولا high ولا medium؟ إيش اللي
+
+392
+00:35:26,670 --> 00:35:30,590
+بيخليني أحكم على هذا إنه small ولا big؟ إيش اللي
+
+393
+00:35:30,590 --> 00:35:34,830
+بيخليني أحكم على هذا إنه adequate ولا مش adequate؟
+
+394
+00:35:34,830 --> 00:35:38,570
+في هنا بيدخل حاجة اسمها اللي هو الفظيثات
+
+395
+00:35:42,300 --> 00:35:47,820
+فهمنا ايش يعني فظرورها الحين هي رول القيم ال
+
+396
+00:35:47,820 --> 00:35:54,480
+variables هذه ال variables هذه عبارة عن أوصاف ال
+
+397
+00:35:54,480 --> 00:36:00,740
+أوصاف هذه مش قيم مش قيم ثابت يعني ممكن هنا في ال
+
+398
+00:36:00,740 --> 00:36:03,700
+.. ممكن يكون ال reward بيقول project funding أكبر
+
+399
+00:36:03,700 --> 00:36:08,000
+من 500أكبر من خمسمية لخمسمية ده التيمة و انا بقدر
+
+400
+00:36:08,000 --> 00:36:12,040
+اقطع اذا ال project funding مثلا تلاتمية يبقى هو
+
+401
+00:36:12,040 --> 00:36:16,420
+اقل مش اكبر اذا هو سبعمية يبقى هو اكبر بس هنا مافي
+
+402
+00:36:16,420 --> 00:36:20,720
+قطع هنا يقولي اذا small ولا مش small small ولا
+
+403
+00:36:20,720 --> 00:36:24,200
+large طيب كيف بتحدد اذا كان هو small ولا large
+
+404
+00:36:24,200 --> 00:36:29,920
+بتحدد و على اساس membership function يعني مثلا
+
+405
+00:36:29,920 --> 00:36:38,500
+الشكل هذابنطلع على A3 هذه A3 مرة ثانية فوق هنا A3
+
+406
+00:36:38,500 --> 00:36:46,920
+صح X A3 Y H B1 بنطلع على الرسم هذا بس بتكبره شوية
+
+407
+00:36:46,920 --> 00:36:54,820
+هذا
+
+408
+00:36:54,820 --> 00:37:06,580
+المحور ال X لأن لو كانت ال Xبتساوي 0.5 هاي الـ 0.5
+
+409
+00:37:06,580 --> 00:37:10,520
+جاي هنا إذا
+
+410
+00:37:10,520 --> 00:37:16,460
+كان 0.5 بيقول هذا إيش الواحد تقريبا إذا
+
+411
+00:37:16,460 --> 00:37:22,700
+0.5 هدولة إيش من التلاتة من التلاتة هذا A3 وهذا A2
+
+412
+00:37:22,700 --> 00:37:34,470
+وهذا إيش A1 لأن هذي X بتساوي 0.5X وهي Project
+
+413
+00:37:34,470 --> 00:37:38,890
+Funding افترض ان انا ال project مشروع و الميزانية
+
+414
+00:37:38,890 --> 00:37:46,250
+تبعته كانت 0.5 مليون يعني نص مليون دولار مثلا في
+
+415
+00:37:46,250 --> 00:37:53,410
+هذا الحالة هل هو large adequate ولا مش adequate ال
+
+416
+00:37:53,410 --> 00:37:56,410
+function هذا اللي بتقولي هذا ال function بتقولي
+
+417
+00:37:56,410 --> 00:37:57,910
+انه adequate ولا مش adequate
+
+418
+00:38:05,430 --> 00:38:12,370
+هذا الـ a ثلاثة اعتبره adequate و الـ a دي اعتبره
+
+419
+00:38:12,370 --> 00:38:18,370
+middle اذا كان الـ a inadequate فهو inadequate
+
+420
+00:38:18,370 --> 00:38:27,970
+وهذا middle وهذا adequate الـ
+
+421
+00:38:27,970 --> 00:38:35,130
+0.5 الآن ايش اعتبرها adequate ولا middle هي middle
+
+422
+00:38:37,760 --> 00:38:46,520
+بنسبة كم؟ 20% وفي نفس الوقت هي inadequate بنسبة 50
+
+423
+00:38:46,520 --> 00:38:52,160
+% ما معنى ذلك؟ معنى ذلك أن تصنيفي لهذا القيمة الـ
+
+424
+00:38:52,160 --> 00:39:00,000
+0.5 أصبح لها تصنيفين هي inadequate وفي نفس الوقت
+
+425
+00:39:00,000 --> 00:39:05,420
+هي middle هي inadequateهي inadequate inadequate
+
+426
+00:39:05,420 --> 00:39:12,880
+بنسبة 50% و middle بنسبة 20% هذا هو مصدر ال
+
+427
+00:39:12,880 --> 00:39:16,960
+fuzziness أو الضبابية ان القيمة الواحدة صنفناها
+
+428
+00:39:16,960 --> 00:39:22,020
+تنتمي إلى مجموعتين مش مجموعة واحدة يعني انا مثلا
+
+429
+00:39:22,020 --> 00:39:27,440
+لما بطلع على الرمول هذه بأتقل انه يا ما adequate
+
+430
+00:39:27,440 --> 00:39:33,710
+يا ما مش adequate وإن في هناك وإن في هناكخط فيصل
+
+431
+00:39:33,710 --> 00:39:37,610
+ان اللي جاب ال هيكة اللي من هنا و من هنا in
+
+432
+00:39:37,610 --> 00:39:41,710
+adequate و من هنا و فوق هذا adequate مش هيك .. انت
+
+433
+00:39:41,710 --> 00:39:46,470
+بتعتقد كده هيكة حالة small انت بتعتقد انه في تدريج
+
+434
+00:39:46,470 --> 00:39:52,610
+انه من هنا لهنا هذا small و من هنا لهنا هذا medium
+
+435
+00:39:52,610 --> 00:39:56,870
+و من هنا لهنا هذا large هيكة بتعتقد، ليس كأي واحد
+
+436
+00:39:56,870 --> 00:40:00,590
+بتعتقد لكن الواقع قال الأمر لا في منطقة ضبابية ما
+
+437
+00:40:00,590 --> 00:40:04,870
+بين الاشما بين تحدود هذه اللي هي هذه المنطقة
+
+438
+00:40:04,870 --> 00:40:08,830
+الضبابية أي حاجة واقعة في هذه المنطقة الضبابية
+
+439
+00:40:08,830 --> 00:40:15,570
+ممكن تصنف على الاش على الناحتين ولكن بنسب متفاوتة
+
+440
+00:40:15,570 --> 00:40:20,050
+هذه النسب المتفاوتة بدنا نشوف كيف قدام كيف بدنا
+
+441
+00:40:20,050 --> 00:40:25,190
+نعمل معالجة لها على أساس نطلع في الآخر الاش نطلع
+
+442
+00:40:25,190 --> 00:40:28,630
+الاستنتاج النهائي والاستنتاج النهائي هذا جداش برضه
+
+443
+00:40:28,630 --> 00:40:33,640
+درجة الموثقية منهفبنخلّي الكلام هذا للمحاضرة
+
+444
+00:40:33,640 --> 00:40:37,720
+الجاية بس المهم في الأمر ان احنا نفهم ان ما فيها
+
+445
+00:40:37,720 --> 00:40:42,420
+اكتر express systems ال rules بتاعتها fuzzy و ال
+
+446
+00:40:42,420 --> 00:40:47,260
+fuzzyness اللي جاي من ال fuzzy sets و بكرا
+
+447
+00:40:47,260 --> 00:40:50,080
+المحاضرة الجاية ان شاء الله بنشوف القالية ال
+
+448
+00:40:50,080 --> 00:40:55,820
+inference قالية معالجة ال rules و ال data في ال
+
+449
+00:40:55,820 --> 00:41:00,420
+fuzzy express systems ماشي اعطيكم العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/F5rU_T4XbF4_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/F5rU_T4XbF4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..7135a798966dee0126b238d4a6e39fa42f178891
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/F5rU_T4XbF4_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4815, "start": 21.31, "end": 48.15, "text": "ماشى بسم الله الرحمن الرحيم اليوم احنا ان شاء الله بنكمل الموضوع اللى كنا فيه و نبقى معانا و نبدأ ال chapter الجديد الموضوع الجديد اللى كنا احنا وصلنا اليه المحاضرة الماضية طبعا حسب الترتيب اللى لنا هنا احنا كنا وصلنا لل forecast example اه ده هو عبارة عن rule based express system بيتمد على ال Bayesian reasoning", "tokens": [2304, 33599, 7578, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 1975, 5016, 8315, 16472, 13412, 16606, 21984, 4724, 1863, 24793, 1211, 9673, 2407, 11242, 45367, 13672, 7578, 9122, 8315, 8978, 3224, 4032, 8717, 3555, 4587, 7578, 20449, 995, 8315, 4032, 8717, 44510, 10721, 2423, 7187, 25724, 16254, 3215, 9673, 2407, 11242, 45367, 25724, 16254, 3215, 13672, 7578, 9122, 8315, 1975, 5016, 8315, 4032, 36520, 8315, 45595, 3224, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 23032, 3555, 3615, 995, 11331, 35457, 16712, 2288, 31371, 3555, 13672, 7578, 5296, 8315, 34105, 1975, 5016, 8315, 9122, 8315, 4032, 36520, 8315, 24976, 14330, 1365, 1975, 3224, 11778, 3224, 31439, 6225, 3555, 9640, 3660, 18871, 4978, 2361, 5109, 1185, 4724, 36081, 2304, 3215, 15844, 2423, 7840, 42434, 21577], "avg_logprob": -0.24792479735333472, "compression_ratio": 1.8676470588235294, "no_speech_prob": 0.0, "words": [{"start": 21.31, "end": 21.69, "word": "ماشى", "probability": 0.5712890625}, {"start": 21.69, "end": 21.91, "word": " بسم", "probability": 0.85498046875}, {"start": 21.91, "end": 22.05, "word": " الله", "probability": 0.955078125}, {"start": 22.05, "end": 22.29, "word": " الرحمن", "probability": 0.9435221354166666}, {"start": 22.29, "end": 22.59, "word": " الرحيم", "probability": 0.9889322916666666}, {"start": 22.59, "end": 22.91, "word": " اليوم", "probability": 0.88525390625}, {"start": 22.91, "end": 23.11, "word": " احنا", "probability": 0.6944986979166666}, {"start": 23.11, "end": 23.23, "word": " ان", "probability": 0.66943359375}, {"start": 23.23, "end": 23.43, "word": " شاء", "probability": 0.970947265625}, {"start": 23.43, "end": 23.57, "word": " الله", "probability": 0.95556640625}, {"start": 23.57, "end": 24.47, "word": " بنكمل", "probability": 0.79315185546875}, {"start": 24.47, "end": 25.11, "word": " الموضوع", "probability": 0.986328125}, {"start": 25.11, "end": 25.25, "word": " اللى", "probability": 0.74853515625}, {"start": 25.25, "end": 25.47, "word": " كنا", "probability": 0.984619140625}, {"start": 25.47, "end": 25.93, "word": " فيه", "probability": 0.915771484375}, {"start": 25.93, "end": 26.27, "word": " و", "probability": 0.95068359375}, {"start": 26.27, "end": 26.61, "word": " نبقى", "probability": 0.63519287109375}, {"start": 26.61, "end": 26.93, "word": " معانا", "probability": 0.7822265625}, {"start": 26.93, "end": 27.05, "word": " و", "probability": 0.57958984375}, {"start": 27.05, "end": 27.73, "word": " نبدأ", "probability": 0.7869466145833334}, {"start": 27.73, "end": 28.51, "word": " ال", "probability": 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هذي", "probability": 0.5947265625}, {"start": 200.01, "end": 200.63, "word": " بتطلع", "probability": 0.9654541015625}, {"start": 200.63, "end": 201.31, "word": " صوت", "probability": 0.86083984375}, {"start": 201.31, "end": 202.27, "word": " غريبة", "probability": 0.8815104166666666}, {"start": 202.27, "end": 202.63, "word": " لما", "probability": 0.8056640625}, {"start": 202.63, "end": 202.91, "word": " اجي", "probability": 0.66455078125}, {"start": 202.91, "end": 203.63, "word": " اشتغلها", "probability": 0.8365885416666666}, {"start": 203.63, "end": 203.71, "word": " هي", "probability": 0.1807861328125}, {"start": 203.71, "end": 204.41, "word": " بتشتغلش", "probability": 0.930908203125}, {"start": 204.41, "end": 204.81, "word": " تمام", "probability": 0.810791015625}, {"start": 204.81, "end": 205.17, "word": " لما", "probability": 0.781005859375}, {"start": 205.17, "end": 205.47, "word": " اجي", "probability": 0.5996907552083334}, {"start": 205.47, "end": 206.09, "word": " 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"probability": 0.7594401041666666}, {"start": 232.46, "end": 233.04, "word": " السببية", "probability": 0.9708251953125}, {"start": 233.04, "end": 233.36, "word": " بين", "probability": 0.60400390625}, {"start": 233.36, "end": 235.2, "word": " موجود", "probability": 0.7329915364583334}, {"start": 235.2, "end": 235.34, "word": " ال", "probability": 0.82666015625}, {"start": 235.34, "end": 235.56, "word": " odd", "probability": 0.1611328125}, {"start": 235.56, "end": 236.0, "word": " noises", "probability": 0.927734375}], "temperature": 1.0}, {"id": 10, "seek": 26601, "start": 236.43, "end": 266.01, "text": "وما بين ان ال starter هو bad 70% صح 70% انه اذا العرض هو bad noises فبيكون السبب bad starter لان بناء على هذا الكلام ال 70% هذه بقدر ايضا استنتج انه ال 30% الأخرى ممكن تبقى في في bad noises او في odd noises", "tokens": [2407, 15042, 49374, 16472, 2423, 22465, 31439, 1578, 5285, 4, 20328, 5016, 5285, 4, 16472, 3224, 1975, 15730, 18863, 43042, 31439, 1578, 14620, 6156, 3555, 1829, 30544, 21136, 3555, 3555, 1578, 22465, 5296, 7649, 44945, 16606, 15844, 23758, 2423, 28820, 10943, 2423, 5285, 4, 29538, 4724, 28543, 2288, 1975, 1829, 11242, 995, 44713, 29399, 7435, 16472, 3224, 2423, 2217, 4, 16247, 34740, 7578, 3714, 43020, 6055, 3555, 4587, 7578, 8978, 8978, 1578, 14620, 1975, 2407, 8978, 7401, 14620], "avg_logprob": -0.2945015679431867, "compression_ratio": 1.6436170212765957, "no_speech_prob": 0.0, "words": [{"start": 236.43, "end": 236.89, "word": "وما", "probability": 0.37530517578125}, {"start": 236.89, "end": 237.19, "word": " بين", "probability": 0.990234375}, {"start": 237.19, "end": 237.87, "word": " ان", "probability": 0.71337890625}, {"start": 237.87, "end": 238.43, "word": " ال", "probability": 0.76708984375}, {"start": 238.43, "end": 238.97, "word": " starter", "probability": 0.83935546875}, {"start": 238.97, "end": 239.21, "word": " هو", "probability": 0.82958984375}, {"start": 239.21, "end": 239.47, "word": " bad", "probability": 0.64208984375}, {"start": 239.47, "end": 240.25, "word": " 70", "probability": 0.5556640625}, {"start": 240.25, "end": 240.81, "word": "%", "probability": 0.9521484375}, {"start": 240.81, "end": 241.21, "word": " صح", "probability": 0.89013671875}, {"start": 241.21, "end": 241.61, "word": " 70", "probability": 0.2744140625}, {"start": 241.61, "end": 242.03, "word": "%", "probability": 0.982421875}, {"start": 242.03, "end": 243.47, "word": " انه", "probability": 0.7529296875}, {"start": 243.47, "end": 243.77, "word": " اذا", "probability": 0.8505859375}, {"start": 243.77, "end": 244.75, "word": " العرض", "probability": 0.945556640625}, {"start": 244.75, "end": 245.07, "word": " هو", "probability": 0.9541015625}, {"start": 245.07, "end": 245.29, "word": " bad", "probability": 0.272216796875}, {"start": 245.29, "end": 245.73, "word": " noises", "probability": 0.796875}, {"start": 245.73, "end": 246.69, "word": " فبيكون", "probability": 0.71533203125}, {"start": 246.69, "end": 248.79, "word": " السبب", "probability": 0.9754231770833334}, {"start": 248.79, "end": 249.57, "word": " bad", "probability": 0.70263671875}, {"start": 249.57, "end": 251.67, "word": " starter", "probability": 0.78857421875}, {"start": 251.67, "end": 253.45, "word": " لان", "probability": 0.5740966796875}, {"start": 253.45, "end": 253.77, "word": " بناء", "probability": 0.81298828125}, {"start": 253.77, "end": 254.01, "word": " على", "probability": 0.89404296875}, {"start": 254.01, "end": 254.29, "word": " هذا", "probability": 0.68115234375}, {"start": 254.29, "end": 254.65, "word": " الكلام", "probability": 0.77587890625}, {"start": 254.65, "end": 254.83, "word": " ال", "probability": 0.65966796875}, {"start": 254.83, "end": 254.99, "word": " 70", "probability": 0.8671875}, {"start": 254.99, "end": 255.33, "word": "%", "probability": 0.99072265625}, {"start": 255.33, "end": 255.77, "word": " هذه", "probability": 0.406005859375}, {"start": 255.77, "end": 256.39, "word": " بقدر", "probability": 0.8115234375}, {"start": 256.39, "end": 256.69, "word": " ايضا", "probability": 0.9041748046875}, {"start": 256.69, "end": 257.31, "word": " استنتج", "probability": 0.7706705729166666}, {"start": 257.31, "end": 257.87, "word": " انه", "probability": 0.788330078125}, {"start": 257.87, "end": 259.65, "word": " ال", "probability": 0.91357421875}, {"start": 259.65, "end": 259.97, "word": " 30", "probability": 0.96435546875}, {"start": 259.97, "end": 260.29, "word": "%", "probability": 0.98974609375}, {"start": 260.29, "end": 260.79, "word": " الأخرى", "probability": 0.8097330729166666}, {"start": 260.79, "end": 261.37, "word": " ممكن", "probability": 0.698974609375}, {"start": 261.37, "end": 261.75, "word": " تبقى", "probability": 0.870361328125}, {"start": 261.75, "end": 262.09, "word": " في", "probability": 0.95556640625}, {"start": 262.09, "end": 263.87, "word": " في", "probability": 0.32080078125}, {"start": 263.87, "end": 264.13, "word": " bad", "probability": 0.74951171875}, {"start": 264.13, "end": 264.65, "word": " noises", "probability": 0.96435546875}, {"start": 264.65, "end": 265.07, "word": " او", "probability": 0.9423828125}, {"start": 265.07, "end": 265.25, "word": " في", "probability": 0.97412109375}, {"start": 265.25, "end": 265.55, "word": " odd", "probability": 0.330078125}, {"start": 265.55, "end": 266.01, "word": " noises", "probability": 0.935546875}], "temperature": 1.0}, {"id": 11, "seek": 29288, "start": 266.3, "end": 292.88, "text": "و يبقى ال starter مش bad و لا لأ مظبوطة الكلام و لا لأ؟ اه يعني اذا كان 70% من الحالات اللي بيكون فيها bad noises بيكون ال starter أطلع يبقى في حالات بيبقى فيها bad noises و يبقى ال starter مش أطلع اللي هي ال 30% الأخرى okay تمام فانا انا هذا الكلام ال probability of starter is good good يعني not bad عكس ال", "tokens": [2407, 7251, 3555, 4587, 7578, 2423, 22465, 37893, 1578, 4032, 20193, 5296, 10721, 3714, 19913, 3555, 2407, 9566, 3660, 2423, 28820, 10943, 4032, 20193, 5296, 10721, 22807, 1975, 3224, 37495, 22653, 1975, 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267.74, "end": 268.08, "word": " مش", "probability": 0.37841796875}, {"start": 268.08, "end": 268.42, "word": " bad", "probability": 0.482421875}, {"start": 268.42, "end": 269.14, "word": " و", "probability": 0.3701171875}, {"start": 269.14, "end": 269.22, "word": " لا", "probability": 0.97412109375}, {"start": 269.22, "end": 269.48, "word": " لأ", "probability": 0.93408203125}, {"start": 269.48, "end": 270.68, "word": " مظبوطة", "probability": 0.7014973958333334}, {"start": 270.68, "end": 270.94, "word": " الكلام", "probability": 0.8860677083333334}, {"start": 270.94, "end": 271.04, "word": " و", "probability": 0.4658203125}, {"start": 271.04, "end": 271.06, "word": " لا", "probability": 0.9716796875}, {"start": 271.06, "end": 271.46, "word": " لأ؟", "probability": 0.7073974609375}, {"start": 271.46, "end": 271.72, "word": " اه", "probability": 0.7919921875}, {"start": 271.72, "end": 271.98, "word": " يعني", "probability": 0.801025390625}, {"start": 271.98, "end": 272.18, "word": " اذا", "probability": 0.854736328125}, {"start": 272.18, "end": 272.36, "word": " كان", "probability": 0.9951171875}, {"start": 272.36, "end": 272.68, "word": " 70", "probability": 0.65625}, {"start": 272.68, "end": 272.92, "word": "%", "probability": 0.96923828125}, {"start": 272.92, "end": 273.1, "word": " من", "probability": 0.9794921875}, {"start": 273.1, "end": 273.6, "word": " الحالات", "probability": 0.8693033854166666}, {"start": 273.6, "end": 274.2, "word": " اللي", "probability": 0.776611328125}, {"start": 274.2, "end": 274.46, "word": " بيكون", "probability": 0.9627278645833334}, {"start": 274.46, "end": 274.7, "word": " فيها", "probability": 0.830078125}, {"start": 274.7, "end": 275.14, "word": " bad", "probability": 0.84814453125}, {"start": 275.14, "end": 275.54, "word": " noises", "probability": 0.9501953125}, {"start": 275.54, "end": 276.5, "word": " بيكون", "probability": 0.8450520833333334}, {"start": 276.5, "end": 276.62, "word": " ال", "probability": 0.95947265625}, {"start": 276.62, "end": 276.9, "word": " starter", "probability": 0.96728515625}, {"start": 276.9, "end": 277.32, "word": " أطلع", "probability": 0.72747802734375}, {"start": 277.32, "end": 278.02, "word": " يبقى", "probability": 0.89208984375}, {"start": 278.02, "end": 278.2, "word": " في", "probability": 0.94921875}, {"start": 278.2, "end": 278.76, "word": " حالات", "probability": 0.9775390625}, {"start": 278.76, "end": 279.04, "word": " بيبقى", "probability": 0.90419921875}, {"start": 279.04, "end": 279.22, "word": " فيها", "probability": 0.73974609375}, {"start": 279.22, "end": 279.42, "word": " bad", "probability": 0.95458984375}, {"start": 279.42, "end": 279.7, "word": " noises", "probability": 0.935546875}, {"start": 279.7, "end": 279.88, "word": " و", "probability": 0.9521484375}, {"start": 279.88, "end": 280.0, "word": " يبقى", "probability": 0.901611328125}, {"start": 280.0, "end": 280.12, "word": " ال", "probability": 0.94775390625}, {"start": 280.12, "end": 280.3, "word": " starter", "probability": 0.970703125}, {"start": 280.3, "end": 280.56, "word": " مش", "probability": 0.97900390625}, {"start": 280.56, "end": 280.98, "word": " أطلع", "probability": 0.9708251953125}, {"start": 280.98, "end": 281.42, "word": " اللي", "probability": 0.92919921875}, {"start": 281.42, "end": 281.52, "word": " هي", "probability": 0.9287109375}, {"start": 281.52, "end": 281.58, "word": " ال", "probability": 0.56591796875}, {"start": 281.58, "end": 281.78, "word": " 30", "probability": 0.974609375}, {"start": 281.78, "end": 282.1, "word": "%", "probability": 0.98779296875}, {"start": 282.1, "end": 283.36, "word": " الأخرى", "probability": 0.7723795572916666}, {"start": 283.36, "end": 283.7, "word": " okay", "probability": 0.395263671875}, {"start": 283.7, "end": 284.72, "word": " تمام", "probability": 0.91748046875}, {"start": 284.72, "end": 285.26, "word": " فانا", "probability": 0.7921549479166666}, {"start": 285.26, "end": 285.7, "word": " انا", "probability": 0.5655517578125}, {"start": 285.7, "end": 285.98, "word": " هذا", "probability": 0.295654296875}, {"start": 285.98, "end": 287.1, "word": " الكلام", "probability": 0.841796875}, {"start": 287.1, "end": 288.62, "word": " ال", "probability": 0.53271484375}, {"start": 288.62, "end": 289.02, "word": " probability", "probability": 0.9736328125}, {"start": 289.02, "end": 289.46, "word": " of", "probability": 0.978515625}, {"start": 289.46, "end": 290.0, "word": " starter", "probability": 0.35009765625}, {"start": 290.0, "end": 290.28, "word": " is", "probability": 0.93310546875}, {"start": 290.28, "end": 290.58, "word": " good", "probability": 0.93115234375}, {"start": 290.58, "end": 290.86, "word": " good", "probability": 0.4521484375}, {"start": 290.86, "end": 291.1, "word": " يعني", "probability": 0.9775390625}, {"start": 291.1, "end": 291.3, "word": " not", "probability": 0.91552734375}, {"start": 291.3, "end": 291.6, "word": " bad", "probability": 0.966796875}, {"start": 291.6, "end": 292.66, "word": " عكس", "probability": 0.8917643229166666}, {"start": 292.66, "end": 292.88, "word": " ال", "probability": 0.6962890625}], "temperature": 1.0}, {"id": 12, "seek": 31522, "start": 293.34, "end": 315.22, "text": "وحتى على الرغم من وجود ال event أو ال evidence اللي هو bad noises فكيف حسبنا ال probability هذه فرحنا ل probability تبع ال bad من الواحد فطلع اللي هو 0.3 صح؟ الآن افترض الآن اذكر هذا الكلام", "tokens": [2407, 33753, 7578, 15844, 34892, 17082, 2304, 9154, 49610, 23328, 2423, 2280, 34051, 2423, 4467, 13672, 1829, 31439, 1578, 14620, 6156, 4117, 33911, 11331, 35457, 8315, 2423, 8482, 29538, 6156, 2288, 5016, 8315, 5296, 8482, 6055, 3555, 3615, 2423, 1578, 9154, 2423, 14407, 24401, 6156, 9566, 1211, 3615, 13672, 1829, 31439, 1958, 13, 18, 20328, 5016, 22807, 6024, 48506, 1975, 5172, 2655, 43042, 6024, 48506, 1975, 8848, 37983, 23758, 2423, 28820, 10943], "avg_logprob": -0.38505992497483343, "compression_ratio": 1.5396825396825398, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 293.34, "end": 294.46, "word": "وحتى", "probability": 0.5696207682291666}, {"start": 294.46, "end": 295.06, "word": " على", "probability": 0.449462890625}, {"start": 295.06, "end": 295.32, "word": " الرغم", "probability": 0.7506510416666666}, {"start": 295.32, "end": 295.46, "word": " من", "probability": 0.98193359375}, {"start": 295.46, "end": 295.86, "word": " وجود", "probability": 0.97314453125}, {"start": 295.86, "end": 296.04, "word": " ال", "probability": 0.4833984375}, {"start": 296.04, "end": 296.9, "word": " event", "probability": 0.0888671875}, {"start": 296.9, "end": 297.42, "word": " أو", "probability": 0.529296875}, {"start": 297.42, "end": 297.56, "word": " ال", "probability": 0.8740234375}, {"start": 297.56, "end": 297.9, "word": " evidence", "probability": 0.79833984375}, {"start": 297.9, "end": 298.06, "word": " اللي", "probability": 0.583251953125}, {"start": 298.06, "end": 298.28, "word": " هو", "probability": 0.9130859375}, {"start": 298.28, "end": 298.46, "word": " bad", "probability": 0.71337890625}, {"start": 298.46, "end": 298.94, "word": " noises", "probability": 0.81884765625}, {"start": 298.94, "end": 299.88, "word": " فكيف", "probability": 0.8948567708333334}, {"start": 299.88, "end": 300.82, "word": " حسبنا", "probability": 0.7508951822916666}, {"start": 300.82, "end": 300.98, "word": " ال", "probability": 0.360107421875}, {"start": 300.98, "end": 301.44, "word": " probability", "probability": 0.95068359375}, {"start": 301.44, "end": 301.86, "word": " هذه", "probability": 0.7607421875}, {"start": 301.86, "end": 302.72, "word": " فرحنا", "probability": 0.684112548828125}, {"start": 302.72, "end": 303.58, "word": " ل", "probability": 0.5166015625}, {"start": 303.58, "end": 304.02, "word": " probability", "probability": 0.84228515625}, {"start": 304.02, "end": 304.4, "word": " تبع", "probability": 0.7687174479166666}, {"start": 304.4, "end": 304.58, "word": " ال", "probability": 0.587890625}, {"start": 304.58, "end": 304.98, "word": " bad", "probability": 0.93994140625}, {"start": 304.98, "end": 306.28, "word": " من", "probability": 0.8818359375}, {"start": 306.28, "end": 306.9, "word": " الواحد", "probability": 0.8746744791666666}, {"start": 306.9, "end": 308.02, "word": " فطلع", "probability": 0.77239990234375}, {"start": 308.02, "end": 308.14, "word": " اللي", "probability": 0.797607421875}, {"start": 308.14, "end": 308.28, "word": " هو", "probability": 0.97265625}, {"start": 308.28, "end": 308.48, "word": " 0", "probability": 0.59619140625}, {"start": 308.48, "end": 308.98, "word": ".3", "probability": 0.96484375}, {"start": 308.98, "end": 312.4, "word": " صح؟", "probability": 0.6248372395833334}, {"start": 312.4, "end": 312.88, "word": " الآن", "probability": 0.58660888671875}, {"start": 312.88, "end": 313.64, "word": " افترض", "probability": 0.8525390625}, {"start": 313.64, "end": 314.0, "word": " الآن", "probability": 0.6650390625}, {"start": 314.0, "end": 314.72, "word": " اذكر", "probability": 0.6397298177083334}, {"start": 314.72, "end": 314.94, "word": " هذا", "probability": 0.896484375}, {"start": 314.94, "end": 315.22, "word": " الكلام", "probability": 0.92578125}], "temperature": 1.0}, {"id": 13, "seek": 33987, "start": 318.49, "end": 339.87, "text": "النقطة الأخرى هي هنا ال rule هذه if the starter is bad, the symptom is انجلب هنا الموضوع في الأول كنا بيقول ال symptom كذا فالاستنتاج ان ال starter is bad هنا العكس لما بيكون ال starter bad", "tokens": [6027, 1863, 47432, 3660, 16247, 34740, 7578, 39896, 34105, 2423, 4978, 29538, 498, 264, 22465, 307, 1578, 11, 264, 29370, 307, 16472, 7435, 46152, 34105, 9673, 2407, 11242, 45367, 8978, 16247, 12610, 9122, 8315, 4724, 1829, 39648, 2423, 29370, 9122, 15730, 6156, 6027, 995, 14851, 29399, 26108, 16472, 2423, 22465, 307, 1578, 34105, 18863, 4117, 3794, 5296, 15042, 4724, 1829, 30544, 2423, 22465, 1578], "avg_logprob": -0.3524038461538462, "compression_ratio": 1.6257309941520468, 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368.15, "end": 368.55, "word": " starter", "probability": 0.767578125}, {"start": 368.55, "end": 368.93, "word": " bad", "probability": 0.97021484375}], "temperature": 1.0}, {"id": 15, "seek": 39797, "start": 369.97, "end": 397.97, "text": "هذا الكلام منطقي جدا ان ال starter is bad وفي 85% من الحالات ال starter بيكون مصاحبة بأصوات غريبة و بالتالي ال 15% اللي ماجين ميجاش فيه طلع الأرقام منها ال 15% و ال 85% لان لو انا جيت بدي احسب probability of ان ال starter is bad هاي ال event ايش ال hypothesis ان ال starter is bad", "tokens": [3224, 15730, 2423, 28820, 10943, 9154, 9566, 38436, 10874, 28259, 16472, 2423, 22465, 307, 1578, 4032, 41185, 14695, 4, 9154, 21542, 6027, 9307, 2423, 22465, 4724, 1829, 30544, 3714, 9381, 39319, 49401, 4724, 10721, 9381, 2407, 9307, 32771, 16572, 49401, 4032, 20666, 2655, 6027, 1829, 2423, 2119, 4, 13672, 1829, 3714, 26108, 9957, 3714, 1829, 7435, 33599, 8978, 3224, 23032, 1211, 3615, 16247, 2288, 4587, 10943, 9154, 11296, 2423, 2119, 4, 4032, 2423, 14695, 4, 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a ثلاثة اعتبره adequate و الـ a دي اعتبره middle اذا كان الـ a inadequate فهو inadequate وهذا middle وهذا adequate الـ 0.5 الآن ايش اعتبرها adequate ولا middle هي middle", "tokens": [3224, 15730, 2423, 39184, 257, 38637, 1211, 5718, 104, 3660, 1975, 34268, 26890, 3224, 20927, 4032, 2423, 39184, 257, 11778, 1829, 1975, 34268, 26890, 3224, 2808, 1975, 15730, 25961, 2423, 39184, 257, 42107, 6156, 3224, 2407, 42107, 37037, 15730, 2808, 37037, 15730, 20927, 2423, 39184, 1958, 13, 20, 6024, 48506, 1975, 1829, 8592, 1975, 34268, 26890, 11296, 20927, 49429, 2808, 39896, 2808], "avg_logprob": -0.5803571466415648, "compression_ratio": 1.8235294117647058, "no_speech_prob": 0.0, "words": [{"start": 2285.43, "end": 2285.73, "word": "هذا", "probability": 0.7607421875}, {"start": 2285.73, "end": 2285.87, "word": " الـ", "probability": 0.5252685546875}, {"start": 2285.87, "end": 2286.03, "word": " a", "probability": 0.366943359375}, {"start": 2286.03, "end": 2287.35, "word": " ثلاثة", "probability": 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"word": " معالجة", "probability": 0.9853515625}, {"start": 2452.2, "end": 2452.38, "word": " ال", "probability": 0.9736328125}, {"start": 2452.38, "end": 2452.8, "word": " rules", "probability": 0.849609375}, {"start": 2452.8, "end": 2453.74, "word": " و", "probability": 0.82177734375}, {"start": 2453.74, "end": 2454.02, "word": " ال", "probability": 0.94921875}, {"start": 2454.02, "end": 2454.48, "word": " data", "probability": 0.98876953125}, {"start": 2454.48, "end": 2455.48, "word": " في", "probability": 0.90576171875}, {"start": 2455.48, "end": 2455.82, "word": " ال", "probability": 0.74658203125}, {"start": 2455.82, "end": 2456.12, "word": " fuzzy", "probability": 0.935546875}, {"start": 2456.12, "end": 2456.68, "word": " express", "probability": 0.8837890625}, {"start": 2456.68, "end": 2457.24, "word": " systems", "probability": 0.88916015625}, {"start": 2457.24, "end": 2459.64, "word": " ماشي", "probability": 0.818359375}, {"start": 2459.64, "end": 2460.04, "word": " اعطيكم", "probability": 0.8404296875}, {"start": 2460.04, "end": 2460.42, "word": " العافية", "probability": 0.7947591145833334}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2461.1295, "duration_after_vad": 2327.927499999993}
\ No newline at end of file
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@@ -0,0 +1,1796 @@
+1
+00:00:21,310 --> 00:00:23,570
+ماشى بسم الله الرحمن الرحيم اليوم احنا ان شاء الله
+
+2
+00:00:23,570 --> 00:00:28,510
+بنكمل الموضوع اللى كنا فيه و نبقى معانا و نبدأ ال
+
+3
+00:00:28,510 --> 00:00:33,510
+chapter الجديد الموضوع الجديد اللى كنا احنا وصلنا
+
+4
+00:00:33,510 --> 00:00:37,390
+اليه المحاضرة الماضية طبعا حسب الترتيب اللى لنا
+
+5
+00:00:37,390 --> 00:00:42,510
+هنا احنا كنا وصلنا لل forecast example اه ده هو
+
+6
+00:00:42,510 --> 00:00:46,950
+عبارة عن rule based express system بيتمد على ال
+
+7
+00:00:46,950 --> 00:00:52,810
+Bayesian reasoningالان احنا وقفنا المحاضرة هذه
+
+8
+00:00:53,940 --> 00:00:57,260
+المفتوحين هدولة اللي هم الملاحظات على أداء ال
+
+9
+00:00:57,260 --> 00:01:01,120
+Bayesian method وعلى أيضا مقارنة ما بينهم وبين ال
+
+10
+00:01:01,120 --> 00:01:04,620
+certainty factor method يعني لإن اللي هو bias of
+
+11
+00:01:04,620 --> 00:01:07,680
+the system of the Bayesian method لإنه تاني
+
+12
+00:01:07,680 --> 00:01:11,320
+comparison مقارنة ما بين ال Bayesian reasoning and
+
+13
+00:01:11,320 --> 00:01:15,900
+ال certainty factor فبدأ أنطق لهذا الكلام بس مش من
+
+14
+00:01:15,900 --> 00:01:22,570
+هذه ال slides مش من هذه ال power pointsPower point
+
+15
+00:01:22,570 --> 00:01:28,670
+file أو slides مختلفة اللي هي slides اللي أصلا
+
+16
+00:01:28,670 --> 00:01:33,070
+موجودة عندكم مع الكتاب تمام فهننتقل على طول على ال
+
+17
+00:01:33,070 --> 00:01:35,790
+bias of the Bayesian method و certain factors
+
+18
+00:01:35,790 --> 00:01:41,410
+theory and evidential reasoning ال comparison طيب
+
+19
+00:01:41,410 --> 00:01:42,010
+ال bias
+
+20
+00:01:50,970 --> 00:01:56,570
+أحنا كل الكلام احنا شوفناه خلاصنا منه ال bias ده
+
+21
+00:01:56,570 --> 00:02:00,110
+Bayesian method المقصود بيه؟ إيش يعني كلمة bias؟
+
+22
+00:02:00,110 --> 00:02:05,550
+ال bias يعني انحياز ولا لأ يعني لما نقول إنسان
+
+23
+00:02:05,550 --> 00:02:10,810
+biased يعني منحاز فهنا ال bias المقصود بيه انحياز
+
+24
+00:02:10,810 --> 00:02:17,410
+أو حيوطما هو المنصوب بالظبط بالـ bias هذا؟ إنه لو
+
+25
+00:02:17,410 --> 00:02:23,230
+أنا جيت قرنت ما بين الأرقام اللي باخدها من خلال ال
+
+26
+00:02:23,230 --> 00:02:27,370
+statistics حاجاتيها مش مطابقة تماما للي بيعطينيها
+
+27
+00:02:27,370 --> 00:02:30,480
+ال human expertThe human expert ممكن يعطينا
+
+28
+00:02:30,480 --> 00:02:35,040
+تقديرات مختلفة عن تقديرات اللي باخدها من ال ..
+
+29
+00:02:35,040 --> 00:02:37,940
+بناء على ال statistics تتذكر لو احنا قلنا كل ال
+
+30
+00:02:37,940 --> 00:02:41,860
+probabilities بتيجي في ال Bayesian reasoning بتيجي
+
+31
+00:02:41,860 --> 00:02:45,200
+بناء على ال statistics أحيانا انت بيجي فيه نقص في
+
+32
+00:02:45,200 --> 00:02:50,780
+هذا في هذه ال probabilities فبيجي ال human expert
+
+33
+00:02:50,780 --> 00:02:56,040
+هو اللي يوفي هذا النقص بناء على خبرته لو احنا
+
+34
+00:02:56,040 --> 00:03:01,090
+طلعنا علىالبيانات اللي بيعطينا إياها ال human
+
+35
+00:03:01,090 --> 00:03:06,550
+expert ممكن نلاقيها مش مطابقة لما نستنتجه من خلال
+
+36
+00:03:06,550 --> 00:03:10,250
+ال statistics على سبيل المثال انا في عندي هنا rule
+
+37
+00:03:10,250 --> 00:03:14,210
+بتقول the symptom is odd noises then the starter
+
+38
+00:03:14,210 --> 00:03:18,810
+is bad يعني افضل ان في سيارة عطلانة و العرض اللي
+
+39
+00:03:18,810 --> 00:03:22,910
+أمامي ان السيارة هذي بتطلع صوت غريبة لما اجي
+
+40
+00:03:22,910 --> 00:03:27,150
+اشتغلها هي بتشتغلش تمام لما اجي اشتغلها تطلع صوت
+
+41
+00:03:27,660 --> 00:03:33,780
+أسواق غريبة ف ال rule هنا بتقول إذا ال symptom اض
+
+42
+00:03:33,780 --> 00:03:36,680
+noises then the starter is bad المشكلة بتكون في
+
+43
+00:03:36,680 --> 00:03:39,760
+الاش في ال starter اش ال starter زي نوع ما ايه ال
+
+44
+00:03:39,760 --> 00:03:43,140
+starter برضه ال motor تبع السيارة فيه و ال starter
+
+45
+00:03:43,140 --> 00:03:48,320
+motor بيحرك البسطونات علشان تبدأ دورة ال cycle
+
+46
+00:03:48,320 --> 00:03:53,360
+تماما فال probability هنا او العلاقة السببية بين
+
+47
+00:03:53,360 --> 00:04:00,250
+موجود ال odd noisesوما بين ان ال starter هو bad 70
+
+48
+00:04:00,250 --> 00:04:08,790
+% صح 70% انه اذا العرض هو bad noises فبيكون السبب
+
+49
+00:04:08,790 --> 00:04:15,770
+bad starter لان بناء على هذا الكلام ال 70% هذه
+
+50
+00:04:15,770 --> 00:04:23,870
+بقدر ايضا استنتج انه ال 30% الأخرى ممكن تبقى في في
+
+51
+00:04:23,870 --> 00:04:28,080
+bad noises او في odd noisesو يبقى ال starter مش
+
+52
+00:04:28,080 --> 00:04:32,360
+bad و لا لأ مظبوطة الكلام و لا لأ؟ اه يعني اذا كان
+
+53
+00:04:32,360 --> 00:04:36,620
+70% من الحالات اللي بيكون فيها bad noises بيكون ال
+
+54
+00:04:36,620 --> 00:04:39,880
+starter أطلع يبقى في حالات بيبقى فيها bad noises و
+
+55
+00:04:39,880 --> 00:04:43,700
+يبقى ال starter مش أطلع اللي هي ال 30% الأخرى okay
+
+56
+00:04:43,700 --> 00:04:50,000
+تمام فانا انا هذا الكلام ال probability of starter
+
+57
+00:04:50,000 --> 00:04:55,460
+is good good يعني not bad عكس الوحتى على الرغم من
+
+58
+00:04:55,460 --> 00:04:58,940
+وجود ال event أو ال evidence اللي هو bad noises
+
+59
+00:04:58,940 --> 00:05:04,020
+فكيف حسبنا ال probability هذه فرحنا ل probability
+
+60
+00:05:04,020 --> 00:05:12,400
+تبع ال bad من الواحد فطلع اللي هو 0.3 صح؟
+
+61
+00:05:12,400 --> 00:05:15,220
+الآن افترض الآن اذكر هذا الكلام
+
+62
+00:05:18,490 --> 00:05:23,090
+النقطة الأخرى هي هنا ال rule هذه if the starter is
+
+63
+00:05:23,090 --> 00:05:29,030
+bad, the symptom is انجلب هنا الموضوع في الأول كنا
+
+64
+00:05:29,030 --> 00:05:34,690
+بيقول ال symptom كذا فالاستنتاج
+
+65
+00:05:34,690 --> 00:05:38,910
+ان ال starter is bad هنا العكس لما بيكون ال
+
+66
+00:05:38,910 --> 00:05:44,790
+starter badفبيكون بيصاحب هذا الأمر بيصاحب هذا
+
+67
+00:05:44,790 --> 00:05:49,750
+الخلل اللي هو starter bad بيصاحبه أصوات أشهر أصوات
+
+68
+00:05:49,750 --> 00:05:56,550
+غريبة أو أصوات مش طبيعية في 85% من الحالات و ال 15
+
+69
+00:05:56,550 --> 00:06:05,210
+% أنه ممكن تصدر يمكن يكون starter bad و مايطلعش
+
+70
+00:06:05,210 --> 00:06:08,930
+أصوات ممكن ما تطلعش أصوات حتى وين كان starter bad
+
+71
+00:06:09,970 --> 00:06:15,490
+هذا الكلام منطقي جدا ان ال starter is bad وفي 85%
+
+72
+00:06:15,490 --> 00:06:19,550
+من الحالات ال starter بيكون مصاحبة بأصوات غريبة و
+
+73
+00:06:19,550 --> 00:06:26,270
+بالتالي ال 15% اللي ماجين ميجاش فيه طلع الأرقام
+
+74
+00:06:26,270 --> 00:06:30,290
+منها ال 15% و ال 85% لان لو انا جيت بدي احسب
+
+75
+00:06:30,290 --> 00:06:34,170
+probability of ان ال starter is bad هاي ال event
+
+76
+00:06:34,170 --> 00:06:37,970
+ايش ال hypothesis ان ال starter is bad
+
+77
+00:06:41,000 --> 00:06:46,420
+والـ evidence الان دي اللي هو الاش الـ odd noises
+
+78
+00:06:46,420 --> 00:06:51,000
+لأن لو أنا بتحسب ايش ال probability ان ال starter
+
+79
+00:06:51,000 --> 00:06:59,800
+is bad في ضل ال odd noises ايش بسوي ال probability
+
+80
+00:06:59,800 --> 00:07:04,580
+of odd noises لما بيكون ال starter bad ضارب ال
+
+81
+00:07:04,580 --> 00:07:09,500
+probability of ان ال starter is bad على ايش
+
+82
+00:07:12,440 --> 00:07:17,820
+أيش تحت في المقام ده اجمع؟
+
+83
+00:07:17,820 --> 00:07:23,940
+هذا معناه قلوب ده لأ the probability of
+
+84
+00:07:47,410 --> 00:07:51,710
+طبعا هذا الكلام ايش هو ايش بيقولك انه probability
+
+85
+00:07:51,710 --> 00:07:58,810
+of انه بيكون ال starter bad ومصحوب بيش اد noises و
+
+86
+00:07:58,810 --> 00:08:02,430
+هذه ال probability of ال starter not bad ومصحوب
+
+87
+00:08:02,430 --> 00:08:09,550
+باد noises okay starter is not bad مش هي هذه ال
+
+88
+00:08:09,550 --> 00:08:11,170
+rules بتعطيني الكلام هذا
+
+89
+00:08:15,240 --> 00:08:19,040
+Stutter is bad مصحوب بـ Odd noises و Stutter is
+
+90
+00:08:19,040 --> 00:08:25,720
+bad مصحوب بـ Not odd noises فايش معناته معناته ال
+
+91
+00:08:25,720 --> 00:08:39,440
+85 ضرب P of H زائد التانية التي هي 15 ضرب P of not
+
+92
+00:08:39,440 --> 00:08:49,640
+H هذا المقام بالظبط فوقthe probability of 85 ضرب P
+
+93
+00:08:49,640 --> 00:08:55,220
+of H طب P of H هذه من وين بتجيبها من وين بتجيبها
+
+94
+00:08:55,220 --> 00:09:04,920
+ال rule هذه التنتين مابيعطونيش صح P of H ال rule
+
+95
+00:09:04,920 --> 00:09:12,620
+اللي قبل برضه كمان هذه مابتعطيني P of H صح صح هذي
+
+96
+00:09:12,620 --> 00:09:21,450
+بتعطيني إذاوهو الـ evidence الـ P
+
+97
+00:09:21,450 --> 00:09:27,830
+of H هو
+
+98
+00:09:27,830 --> 00:09:32,000
+الـ P of Eو كمان ال P of not H يعني إذا جبت ال P
+
+99
+00:09:32,000 --> 00:09:38,200
+of H بجيب ال P of not H هنا إذا ال statistics مش
+
+100
+00:09:38,200 --> 00:09:41,620
+معطياني الكلام هذا إيش هو الكلام هذا إيش start
+
+101
+00:09:41,620 --> 00:09:45,860
+الرزباد ايش احتمالية أن يكون start الرزباد يعني
+
+102
+00:09:45,860 --> 00:09:51,360
+عندي سيارة عطلانة في كل حالة السيارات سيارة بتكون
+
+103
+00:09:51,360 --> 00:09:57,230
+عطلانة كدهش نسبة أن عطلانة بسبب ال starterمش هو
+
+104
+00:09:57,230 --> 00:10:01,530
+هذا ال P of H مش هي ده معناه ال P of H بيجي لأنا
+
+105
+00:10:01,530 --> 00:10:04,870
+human expert هو اللي ممكن إذا ال statistic هذه مش
+
+106
+00:10:04,870 --> 00:10:09,310
+متوفرة بيجي ال human expert بيعطيني إياها فممكن ال
+
+107
+00:10:09,310 --> 00:10:14,050
+human expert يجي يقولي 5% 5% من حالة إنه السيارة
+
+108
+00:10:14,050 --> 00:10:20,390
+مابتشتغلش بيكون بسبب ال إيش بسبب ال starter ف5%
+
+109
+00:10:20,390 --> 00:10:26,800
+فبعدين أنا بحط إيش هنا إيش بحط هنابحط ال 5% وهنا
+
+110
+00:10:26,800 --> 00:10:33,400
+إيش بحط؟ العكس منها .. لأ العكس منها .. هنا بحط ال
+
+111
+00:10:33,400 --> 00:10:38,700
+5% وهنا ال not edge عليها تقدر و تسير أطلالها مش
+
+112
+00:10:38,700 --> 00:10:50,360
+بالسبب ال starter 95% الباجي ولا لأ؟ أنا حاطس .. 5
+
+113
+00:10:50,360 --> 00:10:51,480
+صحيح صحيح
+
+114
+00:10:56,420 --> 00:11:01,700
+هذا الكلام ماذا يعطيني بيعطيني ال parameter of H
+
+115
+00:11:01,700 --> 00:11:11,700
+given E بيساوي ماهي الحسبة النهائية Zero
+
+116
+00:11:11,700 --> 00:11:19,880
+point مظبوط 23% بس هذا الكلام أجابناه على ايش مش
+
+117
+00:11:19,880 --> 00:11:25,380
+كله statistics أجابناه على statistics مع تقديرطيب
+
+118
+00:11:25,380 --> 00:11:31,160
+ايش رأيك ان هذا الكلام بيتعارض مع ال rules اللي
+
+119
+00:11:31,160 --> 00:11:37,980
+موجودة في ال system هذه ال rules مش
+
+120
+00:11:37,980 --> 00:11:44,580
+تفسيرها هي probability of H given E probability ال
+
+121
+00:11:44,580 --> 00:11:51,480
+70% هذه هي احتمالية انه ال hypothesis هذا ال
+
+122
+00:11:51,480 --> 00:11:57,780
+starter bad بسببأو إذا صدر في حالة ال event هدا up
+
+123
+00:11:57,780 --> 00:12:01,700
+noises بيكون ال hypothesis هدا true اللي هو إيش
+
+124
+00:12:01,700 --> 00:12:05,720
+starter is bad وهي اللي أنا كتبتها هنا طب هي مش هي
+
+125
+00:12:05,720 --> 00:12:10,480
+برضه هادى اللي حسرناها هنا بس هنا هي السبعة وهنا
+
+126
+00:12:10,480 --> 00:12:18,300
+عشرين اختلاف هذا اختلاف كبير هنا ال rule هادى ال
+
+127
+00:12:18,300 --> 00:12:21,770
+rule هادىجاي بنان على ال Bayesian reasoning جاي
+
+128
+00:12:21,770 --> 00:12:27,250
+بنان على ال statistics قدرتلي ال probability of ال
+
+129
+00:12:27,250 --> 00:12:31,530
+hypothesis هذا في ظل ال evidence هذا بينها 70%
+
+130
+00:12:31,530 --> 00:12:36,610
+بينما لما جينا حسبنا من ال rules الأخرى اللي هو ال
+
+131
+00:12:36,610 --> 00:12:41,070
+rules الأخرى اللي برضه سليمة بس دخل فيها ايش؟ دخل
+
+132
+00:12:41,070 --> 00:12:45,290
+في حسابها تقدير ال human expert لجزئية واحدة وهي
+
+133
+00:12:45,290 --> 00:12:51,210
+ال P of Hطلع عندي نتائج مختلفة من هنا هذا اللي هو
+
+134
+00:12:51,210 --> 00:12:55,930
+اللي بنقول عنه ال bias تبع ال .. ال .. ال Bayesian
+
+135
+00:12:55,930 --> 00:13:01,150
+reasoning ال Bayesian reasoning ممكن يختلف يكون
+
+136
+00:13:01,150 --> 00:13:04,870
+فيه فرق ما بينه و ما بين تقدير ال .. تقدير ال
+
+137
+00:13:04,870 --> 00:13:09,850
+human expert ال human expert قدر هذا بناء على
+
+138
+00:13:09,850 --> 00:13:13,770
+خبرته المفروض هو يفحص شوية المفروض هي تبقى أكتر من
+
+139
+00:13:13,770 --> 00:13:18,450
+ذلك عشان تقترب من ال 70%اللي هي German statistics
+
+140
+00:13:18,450 --> 00:13:27,650
+فهذه النقطة الأولى اللي هي ال bias of the number
+
+141
+00:13:27,650 --> 00:13:32,610
+obtained الرقم هذا is significantly lower than the
+
+142
+00:13:32,610 --> 00:13:38,610
+express estimate of 7 given at the beginning of في
+
+143
+00:13:38,610 --> 00:13:39,730
+المثال السابق
+
+144
+00:13:45,190 --> 00:13:48,090
+فهذه هي النقطة الأولى اللى هى اختلاف ما بين
+
+145
+00:13:48,090 --> 00:13:52,270
+التقديرات اللى جاية من ال based reasoning وما بين
+
+146
+00:13:52,270 --> 00:13:59,750
+الخبرة ال expert وممكن
+
+147
+00:13:59,750 --> 00:14:04,150
+تكون على فكرة وممكن تكون اشي العكس بمعنى انه هذا
+
+148
+00:14:04,150 --> 00:14:07,870
+ال rule هو اصلا ال human expert هو اللى حط نسبه دى
+
+149
+00:14:07,870 --> 00:14:12,130
+وحطها برضه بالان على تقديره وكانت عالى كتير اعلى
+
+150
+00:14:12,130 --> 00:14:20,440
+من تقديره نفسه في هذا النقطةالخمسة في المئة مخفضة
+
+151
+00:14:20,440 --> 00:14:28,420
+كثيرا عن تقريره للسبعين في المائة طيب
+
+152
+00:14:28,420 --> 00:14:31,660
+ماشي هذه هي النقطة الأولى النقطة التانية اللي هي
+
+153
+00:14:31,660 --> 00:14:38,820
+احنا الآن بدنا نبص على مقارنة سريعة ما بين ال ال
+
+154
+00:14:41,380 --> 00:14:43,680
+الـ Bayesian Reasoning هو الـ Certainty Factor
+
+155
+00:14:43,680 --> 00:14:46,520
+Reasoning تذكروا الـ Certainty Factors؟ احنا كنا
+
+156
+00:14:46,520 --> 00:14:54,700
+بنحط Certainty Factors مع ال rules ال
+
+157
+00:14:54,700 --> 00:14:57,620
+Bayesian Reasoning احنا بنعتمد على ال statistical
+
+158
+00:14:57,620 --> 00:15:05,020
+data اللي جمعناها وعلى أساسها بنحسب ال hypothesis
+
+159
+00:15:05,020 --> 00:15:10,280
+المختلفة كل hypothesis ايش ال probability تبعتها
+
+160
+00:15:10,830 --> 00:15:17,210
+فال probability theory هي الأساس لمين؟ لـ Bayesian
+
+161
+00:15:17,210 --> 00:15:23,690
+reasoning وبالتالي ال Bayesian reasoning بيظبط أو
+
+162
+00:15:23,690 --> 00:15:29,390
+works well في المجالات اللي بيكون زي مثلا ال
+
+163
+00:15:29,390 --> 00:15:33,450
+forecasting و ال planningاللي بيكون في عنا
+
+164
+00:15:33,450 --> 00:15:36,910
+statistical data usually available ايش معنى بيكون
+
+165
+00:15:36,910 --> 00:15:40,110
+في ال forecasting و ال planning بيبقى فيه
+
+166
+00:15:40,110 --> 00:15:42,970
+statistical data available لأنه احنا كل سنة في ال
+
+167
+00:15:42,970 --> 00:15:46,510
+forecasting يعني التنقل بالليش بالتوقع حد الجو كل
+
+168
+00:15:46,510 --> 00:15:49,850
+سنة احنا بنجمع البيانات فبنسجر قداش المطار وبنسجر
+
+169
+00:15:49,850 --> 00:15:53,730
+قداش سرعة الرياح وبنسجر الداطق كلها فبيكون في عنا
+
+170
+00:15:53,730 --> 00:15:58,650
+historical data available عشان نقدر نتوقع اللي هو
+
+171
+00:15:58,650 --> 00:16:06,370
+ال ..بكرا او الأيام اللي بعد كده كيف
+
+172
+00:16:06,370 --> 00:16:11,610
+حدكون حالتي الجامعة فبالتالي لما يكون فيه هندي ال
+
+173
+00:16:11,610 --> 00:16:15,790
+statistical data بقدر اعتمد على ال Bayesian لكن
+
+174
+00:16:15,790 --> 00:16:20,850
+هذا الكلام مش متوفر دايما قلت النقطة هدا قبل ايه
+
+175
+00:16:20,850 --> 00:16:24,110
+كأنه مش دايما بتكون متوفر عندنا statistical data
+
+176
+00:16:24,110 --> 00:16:24,970
+يعني زي مثلا
+
+177
+00:16:29,110 --> 00:16:34,690
+زي مثلا ايش؟
+
+178
+00:16:34,690 --> 00:16:41,530
+خليني اشوف هنا في ال slide هنا هذا
+
+179
+00:16:41,530 --> 00:16:46,070
+بالذكر example مابظبط مابظبطش في ال ال Bayesian
+
+180
+00:16:46,070 --> 00:16:49,930
+reasoning او نقدرش نعتمد فيه على ال Bayesian
+
+181
+00:16:49,930 --> 00:16:58,400
+reasoning في التشخيص مثلا تشخيص الأمراض في الطبمش
+
+182
+00:16:58,400 --> 00:17:02,900
+دايما الطبيب عنده statistical data لكل عرض و كل
+
+183
+00:17:02,900 --> 00:17:09,560
+مرض علشان لما انت تعطيله عراضك يقدر يحسب او يدخلها
+
+184
+00:17:09,560 --> 00:17:13,320
+في ال system و ال system يحسبله ايش الاحتمالية كل
+
+185
+00:17:13,320 --> 00:17:18,660
+واحد من ال .. جداش ال probability تبع كل واحد من
+
+186
+00:17:18,660 --> 00:17:25,540
+الاحتمالات اللي ممكن ان يكون سبب المرض طبعا ماشي
+
+187
+00:17:28,980 --> 00:17:33,640
+ومرة تانية، ماتما توفرت statistical data بيكون الـ
+
+188
+00:17:33,640 --> 00:17:36,820
+Bayesian reasoning مناسب، ماتوافرتش ال statistical
+
+189
+00:17:36,820 --> 00:17:42,200
+data بيكون الأنسب الاعتماد على تقديرات ال human
+
+190
+00:17:42,200 --> 00:17:47,900
+expert على الرغم من ان تقديرات ال human expert
+
+191
+00:17:47,900 --> 00:17:51,640
+ممكن تبقى مش دقيقة يعني احنا في ال certainty
+
+192
+00:17:51,640 --> 00:17:55,020
+factors ما بنبقاش .. ما بنبقاش عندنا ال
+
+193
+00:17:55,020 --> 00:17:56,680
+mathematical correctness
+
+194
+00:17:58,510 --> 00:18:03,970
+يعني ما تطلعش معانا أرقام احنا دقيقة جدا مثل ما ..
+
+195
+00:18:03,970 --> 00:18:08,990
+ليش؟ لأنها مبنية على .. على تخمينات و تقديرات ما
+
+196
+00:18:08,990 --> 00:18:11,970
+بنقدرش نتأكد .. مش متأكدين أنها دقيقة وبالتالي
+
+197
+00:18:11,970 --> 00:18:15,810
+انتاج ماتطلع مش دقيقة ولكن و مع ذلك .. و مع ذلك مع
+
+198
+00:18:15,810 --> 00:18:20,470
+غضب من إيه أن ال certainty factors تفتقر إلى ال
+
+199
+00:18:20,470 --> 00:18:26,630
+mathematical correctness إلا إنها بتبقى هي الأنسب
+
+200
+00:18:26,860 --> 00:18:30,120
+في كثير من الأمور زي ما قلت انا في كثير من
+
+201
+00:18:30,120 --> 00:18:32,500
+المجالات زي ما قلت انا بتاعتوي اللي هو ال
+
+202
+00:18:32,500 --> 00:18:36,920
+diagnosis ال diagnostics التشخيص خاصة ال medical
+
+203
+00:18:36,920 --> 00:18:44,680
+diagnostics فبالتالي
+
+204
+00:18:44,680 --> 00:18:49,140
+يكون ال certainty factor مستخدمة في المجالات اللي
+
+205
+00:18:49,140 --> 00:18:52,600
+ال probabilities are not known الحصائيات بتبقى مش
+
+206
+00:18:52,600 --> 00:18:59,270
+متوفرة او صعب جداأو مكلفة جدا ان انا اعمل احصائيات
+
+207
+00:18:59,270 --> 00:19:03,210
+عشان اطلع الـ posterior و ال prior probabilities
+
+208
+00:19:03,210 --> 00:19:08,170
+النقطة
+
+209
+00:19:08,170 --> 00:19:14,510
+التانية انه زي ما شوفنا احنا ال base in reasoning
+
+210
+00:19:14,510 --> 00:19:19,050
+انا بعمل حسبة و بعمل معادلات و بطلع بالاخر بأن ال
+
+211
+00:19:19,050 --> 00:19:23,990
+H1 و ال H2 و ال H3 ال hypothesis المختلفة تبعتي كل
+
+212
+00:19:23,990 --> 00:19:28,000
+واحد قدش ال probability تبعتههذا الكلام مابتنسى مش
+
+213
+00:19:28,000 --> 00:19:32,500
+كتير مع ال rule-based express system اللي محتاج
+
+214
+00:19:32,500 --> 00:19:36,740
+يعمل explanation يعني إذا ال user إذا ال system
+
+215
+00:19:36,740 --> 00:19:40,460
+جلّى ال user فيه تلت احتمالات واحد اتنين تلتة و
+
+216
+00:19:40,460 --> 00:19:43,280
+اعلى واحد هو كده بالنسبة له الجد أو التاني بالنسبة
+
+217
+00:19:43,280 --> 00:19:47,140
+له هذا أو ال user طلب explanationماذا سيعطيه ال
+
+218
+00:19:47,140 --> 00:19:50,540
+system؟ سيعطيه المعادلات الرياضية والحسبة والأرقام
+
+219
+00:19:50,540 --> 00:19:55,820
+بينما لو أنا استخدم ال certainty factor مع ال
+
+220
+00:19:55,820 --> 00:20:01,160
+rules فانا ال system و ال user طلب explanation ال
+
+221
+00:20:01,160 --> 00:20:05,040
+system يعطيه ال rules واحد ورا التاني ويقول له انه
+
+222
+00:20:05,040 --> 00:20:11,830
+احنا تسلسلنا في استنتاجالقرار اللي اعطاناكيا
+
+223
+00:20:11,830 --> 00:20:15,670
+بالكيفية هذه ال اولة ثم ال rule التاني ثم ال rule
+
+224
+00:20:15,670 --> 00:20:18,110
+التالته وبالتالي ال approach of certain factors
+
+225
+00:20:18,110 --> 00:20:24,350
+بيقدر بيعطي better explanation of the control flow
+
+226
+00:20:24,350 --> 00:20:28,690
+ال control flow يعني اللي هو تسلسل ال rules اللي
+
+227
+00:20:28,690 --> 00:20:33,130
+على أساسها وصلنا لاستنتاجة
+
+228
+00:20:37,290 --> 00:20:41,230
+فخلص هذا الكلب أصبح بديه جدا أن ال method is
+
+229
+00:20:41,230 --> 00:20:47,010
+likely to be most appropriate if ال method more
+
+230
+00:20:47,010 --> 00:20:52,530
+appropriate إذا ال data exist و ال knowledge
+
+231
+00:20:52,530 --> 00:20:55,230
+engineer اللي هو الشخص اللي بصمم ال express system
+
+232
+00:20:55,230 --> 00:21:01,830
+بستطيع أنه ياخد هذه ال statistical و يصمم على
+
+233
+00:21:01,830 --> 00:21:07,470
+أساسهاالصمم على أساسها ال system بينما in the
+
+234
+00:21:07,470 --> 00:21:14,370
+absence of في حالة غياب من ال statistical data
+
+235
+00:21:14,370 --> 00:21:21,750
+فبيكون الأفضل اللي هو ال certainty
+
+236
+00:21:21,750 --> 00:21:26,870
+factor method أضافة على هذا كله أن ال Bayesian
+
+237
+00:21:26,870 --> 00:21:32,810
+reasoning بحتاج إلىcalculations أكتر بكتير من اللي
+
+238
+00:21:32,810 --> 00:21:36,430
+بتعمل في ال certainty factor method صح الكلام ولا
+
+239
+00:21:36,430 --> 00:21:42,170
+غلط ك true or false question Bayesian reasoning
+
+240
+00:21:42,170 --> 00:21:49,710
+requires أو has a very high computational cost
+
+241
+00:21:49,710 --> 00:21:53,810
+compared to بالمقارنة مع ال certainty factor
+
+242
+00:21:53,810 --> 00:22:00,140
+method صح ولا غلط صحأنه في كتير .. يعني شوفتي احنا
+
+243
+00:22:00,140 --> 00:22:04,020
+كنا بنضرب ال bus و المقام و الأمور هذه عملية
+
+244
+00:22:04,020 --> 00:22:08,380
+calculations كتيرةبالتم هذا و احنا كنا بنحكي على
+
+245
+00:22:08,380 --> 00:22:12,000
+تلاتة hypotheses و تلاتة evidences تخيل انت
+
+246
+00:22:12,000 --> 00:22:18,620
+knowledge base فيها statistics كتيرة و انا ب .. ب
+
+247
+00:22:18,620 --> 00:22:22,560
+.. بدي اختبر عشرة ولا عشرين hypotheses اشوف مين
+
+248
+00:22:22,560 --> 00:22:26,880
+اكتر واحد فيهم اعلى واحد probability و .. و يمكن
+
+249
+00:22:26,880 --> 00:22:29,780
+في عندي عدة events كتير عشرة ولا عشرين event انا
+
+250
+00:22:29,780 --> 00:22:34,460
+بدي قيم ال hypotheses على أساسهمتخيلوا كمية ال
+
+251
+00:22:34,460 --> 00:22:40,380
+calculations فبتبقى ال complexity ال computational
+
+252
+00:22:40,380 --> 00:22:44,620
+complexity بتبقى exponential ايش انا exponential
+
+253
+00:22:44,620 --> 00:22:48,620
+يعني كل ما زدنا شوية في ال hypotheses و في ال
+
+254
+00:22:48,620 --> 00:22:54,480
+events بزيد الزمن ال computational time بزيد بشكل
+
+255
+00:22:54,480 --> 00:23:01,190
+عالي جدا إضافة نقل ل Nلازم ال knowledge base تبقى
+
+256
+00:23:01,190 --> 00:23:06,610
+large مليانة جدال والتي هي statistical tables تمام
+
+257
+00:23:06,610 --> 00:23:11,570
+هذا هو نهاية النقطة التانية النقطة الأولى كانت ال
+
+258
+00:23:11,570 --> 00:23:21,670
+bias of Bayesian reasoning النقطة
+
+259
+00:23:21,670 --> 00:23:27,390
+التانية كانت ال comparison بين
+
+260
+00:23:27,390 --> 00:23:28,410
+ال Bayesian
+
+261
+00:23:32,240 --> 00:23:37,500
+هذا نهاية كلامنا في هذا الموضوع الموضوع ال
+
+262
+00:23:37,500 --> 00:23:43,600
+uncertainty باستخدام ال basin و ال certainty
+
+263
+00:23:43,600 --> 00:23:47,890
+factorالموضوع الجاي اللي هو برضه uncertainty بس
+
+264
+00:23:47,890 --> 00:23:51,210
+باستخدام حاجة اسمه ال fuzzy reasoning ال fuzzy
+
+265
+00:23:51,210 --> 00:23:55,990
+reasoning بنبدأ فيه الآن إذا ماحدش عنده سؤال او مش
+
+266
+00:23:55,990 --> 00:23:58,670
+عارف إذا كان ال homework الأولاني كان بدكوا تسألوا
+
+267
+00:23:58,670 --> 00:24:06,890
+فيه إشي تبع ال alpha beta pruning في سؤال محدد
+
+268
+00:24:06,890 --> 00:24:11,010
+لأنه مش هحل المسألة الآن كلها إذا في سؤال محدد انا
+
+269
+00:24:11,010 --> 00:24:12,810
+الحين بفتح ال slide تبع
+
+270
+00:24:16,140 --> 00:24:21,880
+فش سؤال محدد فش سؤال محدد طيب خلاص هي اللي طلع انك
+
+271
+00:24:21,880 --> 00:24:25,260
+اشهر ال form كويس طيب انا دلوقتي بفهمك اياها بعدها
+
+272
+00:24:25,260 --> 00:24:32,220
+بيصير .. بيصير ممكن تحلها خليني نرجع وين على
+
+273
+00:24:32,220 --> 00:24:39,340
+الكتاب الأولاني صح هاي
+
+274
+00:24:39,340 --> 00:24:47,600
+ال extra صح adversarial search في آخره مظبوطهذه
+
+275
+00:24:47,600 --> 00:24:53,280
+control and هذه
+
+276
+00:24:53,280 --> 00:25:00,840
+shift فقط اخر خمسة طيب انا بس اوضح ان المطلوب منها
+
+277
+00:25:00,840 --> 00:25:05,560
+كان المطلوب
+
+278
+00:25:05,560 --> 00:25:08,960
+كان ان اول اشي تعمل propagate لل values propagate
+
+279
+00:25:08,960 --> 00:25:12,200
+لل values يعني هي عندي انا هذه ال values محطوطة بس
+
+280
+00:25:12,200 --> 00:25:17,240
+لمين لل leaf nodes مظبوطأما ال parent nodes ماعناش
+
+281
+00:25:17,240 --> 00:25:20,540
+value فهو ماعناش values فهو المطلوب منك في دقيقة
+
+282
+00:25:20,540 --> 00:25:25,620
+واحد انه ترحل بناء على ايش بدك ترحل بناء على كل
+
+283
+00:25:25,620 --> 00:25:30,820
+node هي موجودة في ال في ال door تبع من ولا تبع max
+
+284
+00:25:30,820 --> 00:25:38,760
+هذا max فابتدى هذا من max من max فواضح جدا نبدأ
+
+285
+00:25:38,760 --> 00:25:42,680
+مثلا من هنا ال zero السبعة هذا بدأ تجه ال zero هذا
+
+286
+00:25:42,680 --> 00:25:46,280
+بدون pruningهذا بدون formal حتى الآن سبعة و تمانية
+
+287
+00:25:46,280 --> 00:25:50,380
+هذه بتنتبه ايش تمانية
+
+288
+00:25:50,380 --> 00:25:59,680
+هذا تلاتة و خمسة ال minimum تلاتة هنا هنا هنا zero
+
+289
+00:25:59,680 --> 00:26:05,900
+و خمسة ايش ال max كمسة هنا اربعة و تمانية و خمسة
+
+290
+00:26:05,900 --> 00:26:12,280
+من ال minimum اربعة هنا اربعة و تلاتة ايش الماكسوم
+
+291
+00:26:12,280 --> 00:26:15,900
+أربعة صح هذا هو الجزء الأولاني من السؤال الآن
+
+292
+00:26:15,900 --> 00:26:18,640
+الجزء التاني اللي بدك تعمل pruning يعني انك انت لو
+
+293
+00:26:18,640 --> 00:26:23,500
+بدك تتوفر على ال system ال system ايش بده كيف يوفر
+
+294
+00:26:23,500 --> 00:26:29,420
+هو الآن هذه التلاتة بعدين الخمسة لازم يشوف الخمسة
+
+295
+00:26:29,420 --> 00:26:32,940
+صح لازم يدخل على الخمسة يعني هنا تبقى التلاتة هي
+
+296
+00:26:32,940 --> 00:26:36,960
+beta ماشي
+
+297
+00:26:36,960 --> 00:26:41,180
+لسه هنا مافي ألفةمافي Alpha اللي انا اقرب لزكان
+
+298
+00:26:41,180 --> 00:26:46,360
+البيت هذا اكبر ولا امشي ولا لأ فهذا لازم يشوف
+
+299
+00:26:46,360 --> 00:26:51,720
+الخمسة الخمسة اكبر من تلاتة فثبتت الآن التلاتة هي
+
+300
+00:26:51,720 --> 00:26:57,740
+ذالب تبقى هذا النوع الان هذه التلاتة بتترحى على
+
+301
+00:26:57,740 --> 00:27:05,080
+أساس انها Alpha لا ال A نخش هيك الآنالـ zero الـ
+
+302
+00:27:05,080 --> 00:27:07,560
+zero بنتفجر على أنه الـ zero هو ال minimum فمن
+
+303
+00:27:07,560 --> 00:27:12,100
+الجانب اللي شوفنا الـ zero فبدنا ما نضمنش أي اي
+
+304
+00:27:12,100 --> 00:27:17,800
+شيء تاني مش ممكن خلاص مش هتشوفه مباشرة على فرضية
+
+305
+00:27:17,800 --> 00:27:22,060
+إذا في السؤال معضلك أنه مافيش أقل من الـ zero وهذا
+
+306
+00:27:22,060 --> 00:27:26,800
+مش معضل السؤال الآن حلت على هذا الأساس إذا مافيش
+
+307
+00:27:26,800 --> 00:27:31,090
+هذا الأساس معناته بدك تكمل الـ zeroإذا الـ zero
+
+308
+00:27:31,090 --> 00:27:34,170
+ممكن يكون فيه أجال من النمرة فلازم ال algorithm
+
+309
+00:27:34,170 --> 00:27:38,290
+تكمل فإحنا افترضنا إنه مافيش شكل من ال zero فحطينا
+
+310
+00:27:38,290 --> 00:27:48,630
+هناش فحطينا شرق لإن ال zero هادي الأن بدأ تترحل ل
+
+311
+00:27:48,630 --> 00:27:59,170
+F على أساس أنها Alpha ألفة لأن ال alpha هادي من ال
+
+312
+00:27:59,170 --> 00:28:03,020
+parentالـ parent هذا الـ C الـ C هذا مش معروف لسه
+
+313
+00:28:03,020 --> 00:28:09,940
+ايش ال .. ال beta تبقى تبقى كده مش عارفين لما نعرف
+
+314
+00:28:09,940 --> 00:28:14,600
+هذا و نرحلها ك beta لهذا الان هنا الخمسة هذه ممكن
+
+315
+00:28:14,600 --> 00:28:20,480
+اكمل انا عشان اشوف اه احنا كملنا صح لأ لسه
+
+316
+00:28:20,480 --> 00:28:25,540
+ماكملناش فالان لازم اخش على هذه عشان اشوف اذا كان
+
+317
+00:28:25,540 --> 00:28:31,980
+ممكن احصل على اكبر من ال 0بالطبع الخامسة أكبر ف ..
+
+318
+00:28:31,980 --> 00:28:37,860
+فبتصير هي الألفة مافيش other children يقول خلاص
+
+319
+00:28:37,860 --> 00:28:42,940
+فبتثبت الخامسة لأن أنا هنا الخامسة هذه بدت راحة
+
+320
+00:28:42,940 --> 00:28:50,940
+إلى هنا على ايش؟ أساسي ايش؟ beta الان ال beta هذه
+
+321
+00:28:50,940 --> 00:28:57,380
+أكبر من الالفة وال بيرون تبعها صح أو لا؟ معناته؟
+
+322
+00:29:00,220 --> 00:29:09,580
+هذه مثالة جديدة معناته إيش؟ بقدر أوقف؟ بقدر تسأل
+
+323
+00:29:09,580 --> 00:29:12,780
+مش مفروض غير مقارنة من فوق، مفروض غير مقارنة من
+
+324
+00:29:12,780 --> 00:29:15,320
+اللي تتحكم فيها مفروض، صح أكمل، أول مقارنة .. مالش
+
+325
+00:29:15,320 --> 00:29:18,420
+أنا الآن هنا مبدئي أن ال node هي دي قرفت واحدة من
+
+326
+00:29:18,420 --> 00:29:24,060
+ال children تبعهم هنا صح؟ و .. و صار مرشح الخمسة
+
+327
+00:29:24,060 --> 00:29:27,460
+مرشحها اللي هتكون هي ال value فبقى هذا ال node صح؟
+
+328
+00:29:27,460 --> 00:29:33,380
+مش هي كمان ال beta؟طيب هلأ أكمل؟ أكمل .. أكمل ليش؟
+
+329
+00:29:33,380 --> 00:29:36,960
+مابتطبقش ال rule ال rule طبعا تتطبق لما نكون أجالي
+
+330
+00:29:36,960 --> 00:29:39,400
+أجالي عارفش يعني أجالي يعني أنا اللي بدي أستمر
+
+331
+00:29:39,400 --> 00:29:42,440
+عشان أجيب أجالي طب ليش أستمر أجيب أجالي إذا جال ال
+
+332
+00:29:42,440 --> 00:29:46,380
+payroll تبقى هيك؟ بده أكتر فأنا هنا بكمل بخش على
+
+333
+00:29:46,380 --> 00:29:50,880
+ال G ال G الأهم تلقائيا لازم أشوف ال K صح؟ ال K
+
+334
+00:29:50,880 --> 00:29:57,310
+سبعة فهذه الألفة بالسبع سبعة okayالأن ال alpha
+
+335
+00:29:57,310 --> 00:30:02,810
+أكبر من ال beta تبع ال parent إيش
+
+336
+00:30:02,810 --> 00:30:08,170
+أقول؟ بتقول لي مين معروف؟ وإذا أنا واقف على قدر من
+
+337
+00:30:08,170 --> 00:30:13,570
+node و ال beta تبعتي أسف أنا واقف هنا أنا واقف على
+
+338
+00:30:13,570 --> 00:30:17,530
+max node و ال alpha تبعتي أكبر من ال beta تبع
+
+339
+00:30:17,530 --> 00:30:24,000
+parent أستمر؟ لا أستمرش أحط slash هناطبعا حطيت ال
+
+340
+00:30:24,000 --> 00:30:27,260
+slash هنا يعني مجفتي ممكن سبتت السبعة هنا سبتت
+
+341
+00:30:27,260 --> 00:30:34,040
+ممكن بترحل هنا صراحة برحلش
+
+342
+00:30:34,040 --> 00:30:39,640
+بس برحلش برحلش طيب مجفت هنا الآن بده اخش هنا اه
+
+343
+00:30:39,640 --> 00:30:43,920
+بده اخش هنا على اساس ايش عندي انا على اساس انا
+
+344
+00:30:43,920 --> 00:30:47,840
+اشوف النور هالي النور هالي اربعة طبعا فالاربعة
+
+345
+00:30:47,840 --> 00:30:52,020
+هالي مابينها و مابين الخمسة والسبعة
+
+346
+00:31:13,690 --> 00:31:17,330
+القضية هي لو انا جيت هوفر حكاية اكتر ولا لو جيت من
+
+347
+00:31:17,330 --> 00:31:23,290
+اليامين هوفر وجت يعني في ال calculation اكترخلاص
+
+348
+00:31:23,290 --> 00:31:27,090
+هذا ببساطة اللي هو السؤال خلينا الآن في الوقت اللي
+
+349
+00:31:27,090 --> 00:31:31,550
+ضايل عشر دقيقة معانا نحكي فيهم في موضوع الجديد
+
+350
+00:31:31,550 --> 00:31:36,930
+الموضوع الجديد اللي هو ال fuzzy reasoning ال fuzzy
+
+351
+00:31:36,930 --> 00:31:40,570
+reasoning بيجي تحت نفس الإطار اللي احنا شغالين فيه
+
+352
+00:31:40,570 --> 00:31:45,790
+اللي هو expert systems بتشتغل في ال uncertainty
+
+353
+00:31:45,790 --> 00:31:51,490
+بتتعامل مع مشكلة ال uncertaintyمشكلة ال
+
+354
+00:31:51,490 --> 00:31:57,190
+uncertainty اللي ببساطة هي عدم توفر معلومات دقيقة
+
+355
+00:31:57,190 --> 00:32:02,830
+فاحنا في عندنا شوية غمض في عندنا شوية ضبابية ال
+
+356
+00:32:02,830 --> 00:32:08,750
+Bayesian rule و ال certainty factor method هدولة
+
+357
+00:32:08,750 --> 00:32:16,650
+طرق لتعامل مع عدم دقة ال data فعنا احنا عدم دقة
+
+358
+00:32:17,320 --> 00:32:22,880
+العلاقة ما بين المعطيات وبين ال conclusion يعني
+
+359
+00:32:22,880 --> 00:32:28,760
+احنا الفظي reasoning ببدأ
+
+360
+00:32:28,760 --> 00:32:33,900
+معانا من slide رقم أربعة في الكتاب من slide رقم
+
+361
+00:32:33,900 --> 00:32:39,440
+أربعة طبعا
+
+362
+00:32:39,440 --> 00:32:41,760
+الفايلين هدولة
+
+363
+00:32:48,800 --> 00:32:54,660
+Lecture 4 و Lecture 5 Lecture 4 و Lecture 5 بتعامل
+
+364
+00:32:54,660 --> 00:33:00,640
+من الموضوع الفuzzy بس الـFuzzy inference اللي هو
+
+365
+00:33:00,640 --> 00:33:04,380
+القالي اللي بتتم فيها أوضيف الـFuzzy concepts في
+
+366
+00:33:04,380 --> 00:33:09,040
+ال rules بيبدأ من خمسة وهذا اللي انا هابدأ فيه
+
+367
+00:33:09,040 --> 00:33:13,900
+الآن و بعد كده بنرجع نراجع المفاهيم الأساسية اللي
+
+368
+00:33:13,900 --> 00:33:18,490
+في الأولاللي بدنا نطلع عليه الآن من هذه ال slides
+
+369
+00:33:18,490 --> 00:33:25,270
+هو ببساطة شديدة قالية ال inference قالية ال
+
+370
+00:33:25,270 --> 00:33:31,390
+inference قالية ال inference في ال fuzzy express
+
+371
+00:33:31,390 --> 00:33:34,390
+systems يعني ال express systems اللي بتوظف ال
+
+372
+00:33:34,390 --> 00:33:37,330
+fuzzy logic أو fuzzy rules
+
+373
+00:33:47,330 --> 00:33:49,850
+ماذا يعني عندما يقول fuzzy express systems؟ يعني
+
+374
+00:33:49,850 --> 00:33:54,910
+في express systems تستخدم rules ال rules هذي fuzzy
+
+375
+00:33:54,910 --> 00:33:59,210
+طب إيه يعني fuzzy rules؟
+
+376
+00:33:59,210 --> 00:34:06,250
+هي عبارة عن rules زيها زي أي rule شوفناها حتى الآن
+
+377
+00:34:06,250 --> 00:34:10,950
+بس الله ما إلا بدل ما نحط فيها probabilities أو ما
+
+378
+00:34:10,950 --> 00:34:14,010
+نحط فيها certainty factors نحط فيها هذي اسمها
+
+379
+00:34:14,010 --> 00:34:18,620
+membershipأنا أخد مثلا على سبيل المثال رول هذي
+
+380
+00:34:18,620 --> 00:34:24,220
+بدون أي فزي values أو membership الشرط بحنقول إذا
+
+381
+00:34:24,220 --> 00:34:31,120
+x if x is a ثلاثة or y is بي واحد يعني a ثلاثة و b
+
+382
+00:34:31,120 --> 00:34:34,400
+واحدة تبقى لهم values زي ما كنا بنحكي في عندي أنا
+
+383
+00:34:34,400 --> 00:34:38,140
+object linguistic objects و linguistic variables
+
+384
+00:34:38,140 --> 00:34:42,680
+وكل variable أو object له عدة values مسموح إبها
+
+385
+00:34:42,680 --> 00:34:50,280
+صح؟ و هنا نفس الشيءفإذا X is A3 و Y is B1 ثم Z هو
+
+386
+00:34:50,280 --> 00:34:56,700
+C1 هذا الآن لا هو فظي ولا هو certainty factor ولا
+
+387
+00:34:56,700 --> 00:35:02,860
+هو بيزيان بالفظي في
+
+388
+00:35:02,860 --> 00:35:08,780
+يدي أنا الآن project funding is adequate
+
+389
+00:35:12,510 --> 00:35:17,790
+يعني c1 الآن صار معناتها low و b1 معناتها small و
+
+390
+00:35:17,790 --> 00:35:21,750
+a3 معناتها adequate طيب إيش اللي بيخليني أحكم على
+
+391
+00:35:21,750 --> 00:35:26,670
+المتغير هذا إنه long ولا high ولا medium؟ إيش اللي
+
+392
+00:35:26,670 --> 00:35:30,590
+بيخليني أحكم على هذا إنه small ولا big؟ إيش اللي
+
+393
+00:35:30,590 --> 00:35:34,830
+بيخليني أحكم على هذا إنه adequate ولا مش adequate؟
+
+394
+00:35:34,830 --> 00:35:38,570
+في هنا بيدخل حاجة اسمها اللي هو الفظيثات
+
+395
+00:35:42,300 --> 00:35:47,820
+فهمنا ايش يعني فظرورها الحين هي رول القيم ال
+
+396
+00:35:47,820 --> 00:35:54,480
+variables هذه ال variables هذه عبارة عن أوصاف ال
+
+397
+00:35:54,480 --> 00:36:00,740
+أوصاف هذه مش قيم مش قيم ثابت يعني ممكن هنا في ال
+
+398
+00:36:00,740 --> 00:36:03,700
+.. ممكن يكون ال reward بيقول project funding أكبر
+
+399
+00:36:03,700 --> 00:36:08,000
+من 500أكبر من خمسمية لخمسمية ده التيمة و انا بقدر
+
+400
+00:36:08,000 --> 00:36:12,040
+اقطع اذا ال project funding مثلا تلاتمية يبقى هو
+
+401
+00:36:12,040 --> 00:36:16,420
+اقل مش اكبر اذا هو سبعمية يبقى هو اكبر بس هنا مافي
+
+402
+00:36:16,420 --> 00:36:20,720
+قطع هنا يقولي اذا small ولا مش small small ولا
+
+403
+00:36:20,720 --> 00:36:24,200
+large طيب كيف بتحدد اذا كان هو small ولا large
+
+404
+00:36:24,200 --> 00:36:29,920
+بتحدد و على اساس membership function يعني مثلا
+
+405
+00:36:29,920 --> 00:36:38,500
+الشكل هذابنطلع على A3 هذه A3 مرة ثانية فوق هنا A3
+
+406
+00:36:38,500 --> 00:36:46,920
+صح X A3 Y H B1 بنطلع على الرسم هذا بس بتكبره شوية
+
+407
+00:36:46,920 --> 00:36:54,820
+هذا
+
+408
+00:36:54,820 --> 00:37:06,580
+المحور ال X لأن لو كانت ال Xبتساوي 0.5 هاي الـ 0.5
+
+409
+00:37:06,580 --> 00:37:10,520
+جاي هنا إذا
+
+410
+00:37:10,520 --> 00:37:16,460
+كان 0.5 بيقول هذا إيش الواحد تقريبا إذا
+
+411
+00:37:16,460 --> 00:37:22,700
+0.5 هدولة إيش من التلاتة من التلاتة هذا A3 وهذا A2
+
+412
+00:37:22,700 --> 00:37:34,470
+وهذا إيش A1 لأن هذي X بتساوي 0.5X وهي Project
+
+413
+00:37:34,470 --> 00:37:38,890
+Funding افترض ان انا ال project مشروع و الميزانية
+
+414
+00:37:38,890 --> 00:37:46,250
+تبعته كانت 0.5 مليون يعني نص مليون دولار مثلا في
+
+415
+00:37:46,250 --> 00:37:53,410
+هذا الحالة هل هو large adequate ولا مش adequate ال
+
+416
+00:37:53,410 --> 00:37:56,410
+function هذا اللي بتقولي هذا ال function بتقولي
+
+417
+00:37:56,410 --> 00:37:57,910
+انه adequate ولا مش adequate
+
+418
+00:38:05,430 --> 00:38:12,370
+هذا الـ a ثلاثة اعتبره adequate و الـ a دي اعتبره
+
+419
+00:38:12,370 --> 00:38:18,370
+middle اذا كان الـ a inadequate فهو inadequate
+
+420
+00:38:18,370 --> 00:38:27,970
+وهذا middle وهذا adequate الـ
+
+421
+00:38:27,970 --> 00:38:35,130
+0.5 الآن ايش اعتبرها adequate ولا middle هي middle
+
+422
+00:38:37,760 --> 00:38:46,520
+بنسبة كم؟ 20% وفي نفس الوقت هي inadequate بنسبة 50
+
+423
+00:38:46,520 --> 00:38:52,160
+% ما معنى ذلك؟ معنى ذلك أن تصنيفي لهذا القيمة الـ
+
+424
+00:38:52,160 --> 00:39:00,000
+0.5 أصبح لها تصنيفين هي inadequate وفي نفس الوقت
+
+425
+00:39:00,000 --> 00:39:05,420
+هي middle هي inadequateهي inadequate inadequate
+
+426
+00:39:05,420 --> 00:39:12,880
+بنسبة 50% و middle بنسبة 20% هذا هو مصدر ال
+
+427
+00:39:12,880 --> 00:39:16,960
+fuzziness أو الضبابية ان القيمة الواحدة صنفناها
+
+428
+00:39:16,960 --> 00:39:22,020
+تنتمي إلى مجموعتين مش مجموعة واحدة يعني انا مثلا
+
+429
+00:39:22,020 --> 00:39:27,440
+لما بطلع على الرمول هذه بأتقل انه يا ما adequate
+
+430
+00:39:27,440 --> 00:39:33,710
+يا ما مش adequate وإن في هناك وإن في هناكخط فيصل
+
+431
+00:39:33,710 --> 00:39:37,610
+ان اللي جاب ال هيكة اللي من هنا و من هنا in
+
+432
+00:39:37,610 --> 00:39:41,710
+adequate و من هنا و فوق هذا adequate مش هيك .. انت
+
+433
+00:39:41,710 --> 00:39:46,470
+بتعتقد كده هيكة حالة small انت بتعتقد انه في تدريج
+
+434
+00:39:46,470 --> 00:39:52,610
+انه من هنا لهنا هذا small و من هنا لهنا هذا medium
+
+435
+00:39:52,610 --> 00:39:56,870
+و من هنا لهنا هذا large هيكة بتعتقد، ليس كأي واحد
+
+436
+00:39:56,870 --> 00:40:00,590
+بتعتقد لكن الواقع قال الأمر لا في منطقة ضبابية ما
+
+437
+00:40:00,590 --> 00:40:04,870
+بين الاشما بين تحدود هذه اللي هي هذه المنطقة
+
+438
+00:40:04,870 --> 00:40:08,830
+الضبابية أي حاجة واقعة في هذه المنطقة الضبابية
+
+439
+00:40:08,830 --> 00:40:15,570
+ممكن تصنف على الاش على الناحتين ولكن بنسب متفاوتة
+
+440
+00:40:15,570 --> 00:40:20,050
+هذه النسب المتفاوتة بدنا نشوف كيف قدام كيف بدنا
+
+441
+00:40:20,050 --> 00:40:25,190
+نعمل معالجة لها على أساس نطلع في الآخر الاش نطلع
+
+442
+00:40:25,190 --> 00:40:28,630
+الاستنتاج النهائي والاستنتاج النهائي هذا جداش برضه
+
+443
+00:40:28,630 --> 00:40:33,640
+درجة الموثقية منهفبنخلّي الكلام هذا للمحاضرة
+
+444
+00:40:33,640 --> 00:40:37,720
+الجاية بس المهم في الأمر ان احنا نفهم ان ما فيها
+
+445
+00:40:37,720 --> 00:40:42,420
+اكتر express systems ال rules بتاعتها fuzzy و ال
+
+446
+00:40:42,420 --> 00:40:47,260
+fuzzyness اللي جاي من ال fuzzy sets و بكرا
+
+447
+00:40:47,260 --> 00:40:50,080
+المحاضرة الجاية ان شاء الله بنشوف القالية ال
+
+448
+00:40:50,080 --> 00:40:55,820
+inference قالية معالجة ال rules و ال data في ال
+
+449
+00:40:55,820 --> 00:41:00,420
+fuzzy express systems ماشي اعطيكم العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FQsjFCfm0Ao.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FQsjFCfm0Ao.srt
new file mode 100644
index 0000000000000000000000000000000000000000..cb8ee1980ba9867a879e507425eb4d9627b99850
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FQsjFCfm0Ao.srt
@@ -0,0 +1,1417 @@
+
+1
+00:00:20,960 --> 00:00:23,280
+بسم الله الرحمن الرحيم. اليوم، إن شاء الله،  نحن
+
+2
+00:00:23,280 --> 00:00:27,560
+نبدأ موضوعًا جديدًا، تقنية أخرى من التقنيات التي ممكن
+
+3
+00:00:27,560 --> 00:00:31,800
+تستخدم في الذكاء الاصطناعي. هذه التقنية معروفة
+
+4
+00:00:31,800 --> 00:00:35,400
+بالاسم العلمي  Evolutionary computing أو
+
+5
+00:00:35,400 --> 00:00:41,140
+Evolutionary computation، وأشهر مثال عليها، أشهر
+
+6
+00:00:41,140 --> 00:00:47,180
+تقنية تحت هذا الإطار، وهو الـ Genetic Algorithm
+
+7
+00:00:47,180 --> 00:00:54,000
+أو algorithms. تمام. في هذا الموضوع، سيُمتد معنا إلى
+
+8
+00:00:54,000 --> 00:01:00,400
+two slides، ملفين يعني. في الجزء الأول، نأخذ ما هو
+
+9
+00:01:00,400 --> 00:01:05,000
+هو الفكرة الأساسية عن آلية عمل هذه التقنية، الـ
+
+10
+00:01:05,000 --> 00:01:09,240
+Genetic Algorithm، ونشوف عليها example. وفي الجزء
+
+11
+00:01:09,240 --> 00:01:13,880
+التالي، بنشوف استخدامات أخرى لهذه التقنية،  بس في
+
+12
+00:01:13,880 --> 00:01:18,890
+الأول، نحن نأخذ فكرة عن الـ Basic Mechanism،
+
+13
+00:01:18,890 --> 00:01:23,470
+الآلية أو الخطوات الأساسية لـ Genetic Algorithm.
+
+14
+00:01:23,470 --> 00:01:29,090
+فبداية، الاسم Evolutionary Computation من Evolution،
+
+15
+00:01:29,090 --> 00:01:33,230
+Evolution يعني التطور، تذكر نظرية التطور وداروين،
+
+16
+00:01:33,230 --> 00:01:38,750
+والكلام هذا؟ جاي يعني الـ Genetic Algorithm جاي
+
+17
+00:01:38,750 --> 00:01:46,190
+على هذا المبدأ. مبدأ إيه؟ في الـ computing، إذا كان
+
+18
+00:01:46,190 --> 00:01:50,790
+عندي مثل، وهذه الأمثلة صعب أن أحط لها solution
+
+19
+00:01:50,790 --> 00:01:57,990
+بخوارزمية محددة الخطوات، نحن ممكن نتبع الـ Genetic
+
+20
+00:01:57,990 --> 00:02:02,790
+Algorithm، الخوارزمية الجينية. فكرتها تقوم على
+
+21
+00:02:02,790 --> 00:02:08,990
+أساس أن نحن نضع solutions عديدة، كلها عشوائية،
+
+22
+00:02:10,530 --> 00:02:14,570
+ونترك الـ algorithm تعمل نوعًا من الانتخاب الطبيعي
+
+23
+00:02:14,570 --> 00:02:20,270
+بين هذه الـ solutions، iteration
+
+24
+00:02:20,270 --> 00:02:25,290
+ورا iteration، تبدأ الـ algorithm تتحسن في الـ solutions،
+
+25
+00:02:25,290 --> 00:02:31,850
+وصولاً إلى الـ solution المطلوب. بمعنى أنه أنا
+
+26
+00:02:31,850 --> 00:02:38,150
+لا أضع steps محددة لحل المسألة، بل آتي وأقول okay،
+
+27
+00:02:38,150 --> 00:02:42,470
+إذا كانت عندي المسألة هكذا، معنى هذا أنني أضع
+
+28
+00:02:42,470 --> 00:02:46,290
+solutions عشوائية، وبعدين أقيم هذه الـ solutions،
+
+29
+00:02:46,290 --> 00:02:52,200
+آخذ أفضل مجموعة، وأروح أعمل عليها نوعًا من الـ
+
+30
+00:02:52,200 --> 00:02:56,540
+reproduction، وهو التكاثر أو التزاوج، أطلق عليها
+
+31
+00:02:56,540 --> 00:03:00,220
+solutions جديدة. هذه الـ solutions الجديدة، على فرض
+
+32
+00:03:00,220 --> 00:03:07,160
+أنها  جاءت من parents، خليني أقول من
+
+33
+00:03:07,160 --> 00:03:12,200
+آباء يعني، أو من generation،  فستطلع أبناؤهم جيدين،
+
+34
+00:03:12,200 --> 00:03:15,920
+الأبناء،  جيل في الـ generation التالي، سأقول أحفاد
+
+35
+00:03:15,920 --> 00:03:22,910
+أفضل، وصولاً إلى… وصولاً إلى… نشوف مثالاً على هذا الكلام،
+
+36
+00:03:22,910 --> 00:03:27,110
+مثال بسيط
+
+37
+00:03:27,110 --> 00:03:35,450
+على هذا الكلام. فأنا سأتجاوز الـ introduction، وأدخل
+
+38
+00:03:35,450 --> 00:03:40,070
+على طول على الـ Genetic Algorithm، ولماذا تم عمله، هذا
+
+39
+00:03:40,070 --> 00:03:43,770
+الكلام في المقدمة، وهو التأصيل النظري، من أين
+
+40
+00:03:43,770 --> 00:03:47,950
+جاء هذا الموضوع، الـ Evolutionary computing.
+
+41
+00:03:57,900 --> 00:04:06,500
+آخذ مثالًا بسيطًا على هذا الكلام، هذه
+
+42
+00:04:06,500 --> 00:04:10,840
+معادلة بسيطة. لو… لو أردنا أن نسأل السؤال: متى
+
+43
+00:04:10,840 --> 00:04:15,900
+تكون قيمة هذه المعادلة أعلى ما يمكن؟ يعني f of x،
+
+44
+00:04:15,900 --> 00:04:19,700
+متى تكون أعلى؟ لو أنا جئت أخذت الـ values  لـ x،
+
+45
+00:04:19,700 --> 00:04:25,380
+من، مثلًا، واحد إلى عشرين، إلى مئة، ورسمت الـ
+
+46
+00:04:25,380 --> 00:04:30,700
+curve. فماذا لدينا هنا؟ المعادلة مرة ثانية؟
+
+47
+00:04:30,700 --> 00:04:40,680
+خليني أكتبها على اللوحة: 15x - x²،  لما
+
+48
+00:04:40,680 --> 00:04:49,220
+تكون x  بساوي صفر، صحيح؟
+
+49
+00:04:49,220 --> 00:04:54,840
+f of 1 بيساوي، صحيح؟
+
+50
+00:04:56,700 --> 00:05:02,800
+F of 2، F
+
+51
+00:05:02,800 --> 00:05:17,820
+of
+
+52
+00:05:17,820 --> 00:05:20,160
+6
+
+53
+00:05:26,930 --> 00:05:39,270
+خمسة في خمسة عشر، ستين، صحيح؟ ناقص 25، يطلع 50
+
+54
+00:05:39,270 --> 00:05:47,270
+four، تقريبًا. 54 هنا، 60، أقل من
+
+55
+00:05:47,270 --> 00:05:54,950
+60 شوي. كم في سبعة؟ جدش؟ سبعة في… زيد على
+
+56
+00:05:54,950 --> 00:06:01,730
+هذا، خمسة عشر، مئة وخمسة ناقص 49،  6 و
+
+57
+00:06:01,730 --> 00:06:09,770
+خمسين… إيش؟ 56… لا، 66… 66… 6
+
+58
+00:06:09,770 --> 00:06:16,970
+و60، صحيح؟  حسابها يطلع لسة okay، فبقف في 8،
+
+59
+00:06:16,970 --> 00:06:24,350
+69، 69، 69… 6 أو 6 أو 6 أو
+
+60
+00:06:24,350 --> 00:06:30,130
+6 أو 6 أو 6 أو 6 أو 56 أو 56 أو 56 أو 56 أو 56 أو
+
+61
+00:06:30,130 --> 00:06:34,470
+56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56
+
+62
+00:06:34,470 --> 00:06:35,170
+56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56
+
+63
+00:06:35,170 --> 00:06:35,250
+أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو
+
+64
+00:06:35,250 --> 00:06:38,790
+56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56
+
+65
+00:06:38,790 --> 00:06:40,270
+أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو
+
+66
+00:06:40,270 --> 00:06:42,490
+56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56 أو 56
+
+67
+00:06:42,490 --> 00:06:48,310
+أو 56 أو 56
+
+68
+00:06:48,310 --> 00:06:49,330
+أو 56
+
+69
+00:07:02,830 --> 00:07:06,910
+مفروض يعني خلاص معي… معي أكثر من هنا، مفروض
+
+70
+00:07:06,910 --> 00:07:14,350
+تنزل هكذا، تصبح؟
+
+71
+00:07:14,350 --> 00:07:17,590
+خمسين، خمسين، آه، بدأت تنزل، عشر، نعم.
+
+72
+00:07:21,750 --> 00:07:30,510
+مش هكذا؟ خمسين؟ أربعة؟ 54، إلى هنا خلاص.
+
+73
+00:07:30,510 --> 00:07:34,690
+واضح أنه بدأ ينزل، وواضح أن المنحنى ينزل. نحن
+
+74
+00:07:34,690 --> 00:07:38,210
+الآن نستخدم
+
+75
+00:07:38,210 --> 00:07:44,530
+هذا كمثال في الـ Genetic Algorithm، يعني
+
+76
+00:07:44,530 --> 00:07:48,850
+نحن عمليًا نقدر نطلع القيمة التي عندها بالضبط، كم
+
+77
+00:07:48,850 --> 00:07:54,770
+الـ F of X تكون maximum، تكون أعلى ما يمكن، تمام.
+
+78
+00:07:54,770 --> 00:07:59,350
+التي هي النقطة الـ peak التي هنا، نقدر نحسبها عادي
+
+79
+00:07:59,350 --> 00:08:03,770
+بطريقة سهلة، أو نحسب الـ derivative، ونرى أن الـ
+
+80
+00:08:03,770 --> 00:08:07,250
+derivative تساوي صفر، المشتقة تساوي صفر، وعند
+
+81
+00:08:07,250 --> 00:08:11,370
+المشتقة التي تساوي صفر، الـ X هي التي تكون أعلى، صحيح؟ لأنه
+
+82
+00:08:11,370 --> 00:08:16,990
+الـ slope  هذا سيكون يساوي صفر عند الـ maximum،
+
+83
+00:08:16,990 --> 00:08:22,050
+عند الـ maximum.  مفهوم؟ فنحسب أين المشتقة تكون صفر، و
+
+84
+00:08:22,050 --> 00:08:26,370
+نطلع الـ X.  بس نحن نستخدم الـ Genetic Algorithm
+
+85
+00:08:26,370 --> 00:08:28,650
+لتوضيح فكرة الـ Genetic Algorithm. فماذا نحن
+
+86
+00:08:28,650 --> 00:08:32,610
+سنفعل؟  يقول:  ماذا نبحث عنه؟
+
+87
+00:08:32,610 --> 00:08:36,750
+قيمة X التي عندها F of X تساوي maximum.
+
+88
+00:08:36,750 --> 00:08:41,410
+فنحن لا نعرف قيمة X، فنذهب لنضع قيمًا عشوائية،
+
+89
+00:08:42,770 --> 00:08:49,170
+قيمًا عشوائية لـ X، ونبقى نأخذها في عملية evolutionary،
+
+90
+00:08:49,170 --> 00:08:55,970
+عملية انتخاب طبيعي، أو evolutionary fitness. فهنا
+
+91
+00:08:55,970 --> 00:09:00,230
+ماذا لدينا؟ لدينا الـ X1، X2، X3، X4، X5، X6،
+
+92
+00:09:00,230 --> 00:09:05,710
+نأخذ ستة random solutions. هذه الـ solutions
+
+93
+00:09:05,710 --> 00:09:13,780
+random، كل واحد منها له قيمة عشرية، نعبر عنها بـ
+
+94
+00:09:13,780 --> 00:09:22,820
+binary. نحن الآن، هذا الـ binary string، نسميه
+
+95
+00:09:22,820 --> 00:09:25,860
+chromosome، على نفس التسمية في الـ biology،
+
+96
+00:09:25,860 --> 00:09:31,680
+chromosome. نحن نبحث… نبحث… نبحث… نبحث…
+
+97
+00:09:31,680 --> 00:09:32,780
+نبحث… نبحث… نبحث… نبحث… نبحث… نبحث…
+
+98
+00:09:32,780 --> 00:09:33,820
+نبحث… نبحث… نبحث… نبحث… نبحث… نبحث…
+
+99
+00:09:33,820 --> 00:09:35,920
+نبحث… نبحث… نبحث… نبحث… نبحث… نبحث…
+
+100
+00:09:35,920 --> 00:09:38,980
+نبحث… نبحث… نبحث… نبحث… نبحث… نبحث…
+
+101
+00:09:38,980 --> 00:09:41,900
+نبحث… نبحث… نبحث… نبحث… نبحث… لأننا وضعنا
+
+102
+00:09:41,900 --> 00:09:45,960
+أرقامًا عشوائية، وقيمًا عشوائية. هذه القيم، ربما لا يوجد
+
+103
+00:09:45,960 --> 00:09:51,580
+فيها واحد هو الـ solution، لكن عندما نجربها، ونأخذ
+
+104
+00:09:51,580 --> 00:09:55,960
+أفضل مجموعة منها، ونعمل تزاوجًا من هذه أفضل مجموعة،
+
+105
+00:09:55,960 --> 00:10:02,600
+نتقدم خطوة للأمام، وتدريجيًا، نصل إلى best
+
+106
+00:10:02,600 --> 00:10:08,620
+solution. الخطوة الأولى: أن نضع… نضع random solutions،
+
+107
+00:10:08,620 --> 00:10:14,140
+نمثلها على شكل binary، على شكل string of
+
+108
+00:10:14,140 --> 00:10:17,160
+binary values، التي هي الـ ones والـ zeros.  لماذا؟
+
+109
+00:10:17,160 --> 00:10:22,160
+لأننا سنقوم بتقييمها، لنرى أيها أفضل،
+
+110
+00:10:22,160 --> 00:10:26,320
+ما هو الأفضل؟ الذي يعطيني قيمة الـ f of x،
+
+111
+00:10:26,320 --> 00:10:31,020
+هذا الاثنا عشر،
+
+112
+00:10:31,020 --> 00:10:36,420
+ماذا يعطيني؟ عندما أضع f of 12، لاحظوا أنني توقفت هنا
+
+113
+00:10:36,420 --> 00:10:40,340
+عند التسعة، ولكن هناك قيم أخرى كثيرة لم نجربها،
+
+114
+00:10:40,340 --> 00:10:43,000
+لذلك، هذا الاثنا عشر واحد من التي لم نجربها، ماذا هو f
+
+115
+00:10:43,000 --> 00:10:48,780
+of 12؟  تمام، كم يطلع؟  6 و30، okay.
+
+116
+00:10:48,780 --> 00:10:55,400
+هذه الآن هي القيم لـ f of x،  لو أننا أدخلنا
+
+117
+00:10:55,400 --> 00:11:01,840
+كل واحد من هذه x، صحيح؟ الآن، أيها أفضل؟ الأعلى، صحيح؟
+
+118
+00:11:01,840 --> 00:11:06,720
+لأننا سنأخذ… مثلًا،  هذه المدينة… أعلى… فهذه أفضل،
+
+119
+00:11:06,720 --> 00:11:10,300
+هذه أفضل شيء. نحن الآن، في الخطوة الثانية في الـ
+
+120
+00:11:10,300 --> 00:11:15,320
+Genetic Algorithm، نأخذ الأفضل، نأخذ الأفضل، ونعمل
+
+121
+00:11:15,320 --> 00:11:20,500
+منهم new generation.  هذا هو first generation، الجيل
+
+122
+00:11:20,500 --> 00:11:26,360
+الأول. نطلع منه جيلًا جديدًا، ستة أخرى. كيف ممكن نطلع
+
+123
+00:11:26,360 --> 00:11:30,720
+جيلًا جديدًا من الجيل الأول؟ تزاوج، يعني، مثلًا لو
+
+124
+00:11:30,720 --> 00:11:35,340
+جئت اخترت أفضل ثلاثة من هؤلاء،  من هذا وهذا،
+
+125
+00:11:35,340 --> 00:11:41,040
+وهذا، صحيح؟ هؤلاء أفضل ثلاثة، لو أخرجت
+
+126
+00:11:41,040 --> 00:11:45,180
+منهم ثلاثة أخرى، لو جئت عملت تزاوجًا بين كل اثنين
+
+127
+00:11:45,180 --> 00:11:54,040
+مع بعض، أخذت هذا وهذا، مع هذا وهذا، أخذت الثلاثة
+
+128
+00:11:54,040 --> 00:11:58,340
+هؤلاء، وعملت… هؤلاء، صحيح؟ أنا الآن أتعامل فقط مع
+
+129
+00:11:58,340 --> 00:12:02,450
+الـ binary representation، وعملت تزاوجًا بشكل أو آخر.
+
+130
+00:12:02,450 --> 00:12:07,650
+قلت مثلًا، هذا أريد أن آخذه مع هذا، وأخرج منهما a
+
+131
+00:12:07,650 --> 00:12:11,750
+child جديدًا، بعدين هذا مع هذا، أخرج كمان child، اصلاً
+
+132
+00:12:11,750 --> 00:12:15,770
+two children. بعدين هذا مع هذا، أخرج child ثالث،
+
+133
+00:12:15,770 --> 00:12:19,790
+تعرفون أن الثلاثة الأولين، الذين هم الأفضل، وثلاثة
+
+134
+00:12:19,790 --> 00:12:23,530
+children خرجوا منهم،  هؤلاء، أنا لا أعرف، ممكن
+
+135
+00:12:23,530 --> 00:12:28,670
+يكونوا أفضل من آبائهم، وممكن يكونوا أسوأ. أدخلهم الآن
+
+136
+00:12:28,670 --> 00:12:32,680
+على الـ generation الجديد، وأقيمهم، وأعيد الكرة، وكل
+
+137
+00:12:32,680 --> 00:12:40,220
+مرة أعمل ماذا؟ أعمل reproduction،  عادة تكاثر يعني، و
+
+138
+00:12:40,220 --> 00:12:45,260
+أعمل تقييمًا، ودائمًا ما ننتخب حتى متى؟ حتى
+
+139
+00:12:45,260 --> 00:12:50,860
+حتى نصل إلى… حتى نصل إلى…  أن لا يوجد تحسن،  يعني الذي… الذي…
+
+140
+00:12:50,860 --> 00:12:55,380
+الذي… الذي… الذي يطلع معي، الـ fitness تبعه،
+
+141
+00:12:55,910 --> 00:12:59,910
+لا يوجد. يعني، آخذ الفرق بين الـ fitness لهذا
+
+142
+00:12:59,910 --> 00:13:03,310
+الجيل، والـ fitness  للجيل الذي قبله، ضئيل،  المعنى
+
+143
+00:13:03,310 --> 00:13:07,390
+هذا، كأننا وصلنا إلى أفضل ما يمكن، صحيح؟ لا داعي أن أستمر
+
+144
+00:13:07,390 --> 00:13:12,010
+أكثر من هذا، في عملية الـ reproduction، وآخذ أفضل
+
+145
+00:13:12,010 --> 00:13:16,610
+واحد من الذي طلع معي في هذا الجيل، كزوج،  بيصير
+
+146
+00:13:16,610 --> 00:13:19,830
+على values distinct.  يعني، مثلًا، لو الـ value طلعت 56،
+
+147
+00:13:19,830 --> 00:13:26,190
+كررت عندي مرتين، هل آخذ أربعة values؟  آه،  مفترض… لا…
+
+148
+00:13:26,190 --> 00:13:36,190
+بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+149
+00:13:36,190 --> 00:13:36,390
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+150
+00:13:36,390 --> 00:13:37,590
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+151
+00:13:37,590 --> 00:13:37,650
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+152
+00:13:37,650 --> 00:13:37,910
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+153
+00:13:37,910 --> 00:13:38,610
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+154
+00:13:38,610 --> 00:13:42,390
+قيمة… بس آخذ قيمة… بس آخذ قيمة… بس آخذ
+
+155
+00:13:42,390 --> 00:13:50,320
+قيمة… بس آخذ قيمة…  لكن كانوا من المجموعة
+
+156
+00:13:50,320 --> 00:13:55,140
+الأفضل، آخدهم… آخدهم، آه، لأنه ليس مهم أن يكونوا
+
+157
+00:13:55,140 --> 00:13:58,500
+متساويين في الـ fitness، المهم أن يكونوا two different
+
+158
+00:13:58,500 --> 00:14:03,100
+two different solutions، صحيح؟ نحن الآن، إذا…
+
+159
+00:14:03,100 --> 00:14:08,400
+يعني، لكي نبلور هذه الفكرة بشكل أفضل، نحن نريد
+
+160
+00:14:08,400 --> 00:14:13,840
+أن نأتي  نتبع المثال. أول شيء، أن هناك نقطة مهمة
+
+161
+00:14:13,840 --> 00:14:18,220
+أقولها، أريد أن أحسبها، أنني لا أريد أن أنظر إلى الـ
+
+162
+00:14:18,220 --> 00:14:23,540
+fitness هذا كما هو، أريد أن أحسب شيء اسمه الـ fitness
+
+163
+00:14:23,540 --> 00:14:29,320
+ratio، الـ fitness ratio. لو أنني جئت جمعت إجمالي الـ
+
+164
+00:14:29,320 --> 00:14:33,840
+fitness كلها،  أجمعها، يطلع على ما أعتقد، كم؟ 100
+
+165
+00:14:33,840 --> 00:14:43,500
+و28، أظن، 128. أنا
+
+166
+00:14:43,500 --> 00:14:53,260
+باختصار، أريد أن آخذ 224.
+
+167
+00:14:53,260 --> 00:15:00,620
+224. أنا آخذ كل واحدة منها،  قسمة، كل واحدة على
+
+168
+00:15:00,620 --> 00:15:07,840
+هذا الـ total، يعني الـ 16.5 هذه هي عبارة عن قسمة 36
+
+169
+00:15:07,840 --> 00:15:12,860
+على المجموع، 44 على المجموع، وبعدين 20، فأنا آخذ الـ
+
+170
+00:15:12,860 --> 00:15:15,960
+ratio، على أنه هو مع
+
+223
+00:19:14,810 --> 00:19:17,790
+فرصة عالية.. هتقولك شغل بس.. احنا في الطريقة هذه
+
+224
+00:19:17,790 --> 00:19:20,510
+على الرغم من أنه في عندنا randomization في الأمر
+
+225
+00:19:20,510 --> 00:19:24,950
+إلا أنه في فرصة أكبر لمن؟  للـ solutions اللي more
+
+226
+00:19:24,950 --> 00:19:31,950
+fit يعني هذا الـ X، كلما كان الـ fitness له عالي، فرصته
+
+227
+00:19:31,950 --> 00:19:37,180
+هيحصله من الـ.. ليش؟ من الـ wheel، فرصته أكبر حتى
+
+228
+00:19:37,180 --> 00:19:40,540
+على الرغم من وجود randomization، بس فرصته أكبر في
+
+229
+00:19:40,540 --> 00:19:46,380
+أنه يطلع على الـ generation اللي اللاحقة، صح؟ أنا
+
+230
+00:19:46,380 --> 00:19:49,960
+كان ممكن أعمل، و أنا بأعمل، آخذ الأفضل دائماً، آخذ
+
+231
+00:19:49,960 --> 00:19:54,300
+الأفضل، بس بدنا نحط عنصر الـ randomization، لأنه هذا
+
+232
+00:19:54,300 --> 00:20:00,540
+واقع الأمر في الطبيعة، أن حتى اللي مش أفضل ممكن يصمد
+
+233
+00:20:00,540 --> 00:20:03,820
+ويترحل للـ generation اللي بعده، ممكن ما تبانش
+
+234
+00:20:03,820 --> 00:20:06,820
+viable، بس لما يكون عندك معادلات فيها ثلاث.. ثلاث
+
+235
+00:20:06,820 --> 00:20:11,060
+مجاهيل، و بدك تحل مشكلة زي.. زي simplex method
+
+236
+00:20:11,060 --> 00:20:14,340
+مثلاً.. تتذكر.. تتذكر.. إذا.. إذا تتذكر، و احنا
+
+237
+00:20:14,340 --> 00:20:18,920
+بنحكي في الـ السياسي، لما كنا بنحكي في اللي هو الـ.. الـ
+
+238
+00:20:18,920 --> 00:20:22,870
+hill climbing، و قلنا أنه ممكن تقع في الـ local
+
+239
+00:20:22,870 --> 00:20:27,330
+minima، ما تصلش لـ global minima، ايش المخرج؟ أنه أنا
+
+240
+00:20:27,330 --> 00:20:31,590
+أعمل randomization، عشان أخرج من الـ local minima، أن
+
+241
+00:20:31,590 --> 00:20:34,530
+أختار أي واحد من الـ possible solutions اللي حواليه
+
+242
+00:20:34,530 --> 00:20:38,990
+حتى وإن كان سيء، و أخش فيه، علشان ربما يدخلني على
+
+243
+00:20:38,990 --> 00:20:43,810
+مسار يطلعني لـ solution أحسن من الـ local اللي أنا
+
+244
+00:20:43,810 --> 00:20:48,690
+كنت واجده، فاحنا هنا الـ randomization عشان نحط هامش
+
+245
+00:20:48,690 --> 00:20:56,000
+ولو لِ solutions اللي رديئة، نعطيها فرصة، لربما
+
+246
+00:20:56,000 --> 00:21:03,080
+ييجي من وراها offspring، يعني ذرية صالحة، ذرية هي في
+
+247
+00:21:03,080 --> 00:21:08,700
+حد ذاتها سيئة، رديئة، لكن لربما يطلع منها، لما أنتَ
+
+248
+00:21:08,700 --> 00:21:13,460
+عملت تزاوج مع.. واضح؟ واضحة الفكرة؟
+
+249
+00:21:14,350 --> 00:21:18,650
+الآن ما بنحكي في التزاوج، الآن هدول اللي بنختارهم
+
+250
+00:21:18,650 --> 00:21:22,530
+عشان نأسس عليهم الـ generation اللاحق، اخترناهم على
+
+251
+00:21:22,530 --> 00:21:26,010
+أساس مش بس الـ fitness لحاله، أو الـ fitness ratio
+
+252
+00:21:26,010 --> 00:21:29,410
+لحاله، لأ، اللي على أيضاً فرصته في الـ roulette wheel
+
+253
+00:21:29,410 --> 00:21:36,050
+في الـ roulette wheel، اه تمام، الآن الآن
+
+254
+00:21:36,050 --> 00:21:43,180
+هدول الـ six solutions، و هذا We have an initial
+
+255
+00:21:43,180 --> 00:21:47,180
+population of 6 chromosomes، الآن ده أعمل new
+
+256
+00:21:47,180 --> 00:21:52,740
+generation، برضه بتكون فيه 6 chromosomes، فبدي أجيب
+
+257
+00:21:52,740 --> 00:21:57,360
+.. بدي أختار pairs اللي أعمل منها تزاوج، عشان أطلع
+
+258
+00:21:57,360 --> 00:22:02,160
+.. okay، 6 تانيين، لما أنا بعمل تزاوج في هيدا، هات
+
+259
+00:22:02,160 --> 00:22:08,120
+اسمها crossover، crossover، بجيب two parents، هات two
+
+260
+00:22:08,120 --> 00:22:11,240
+parents، two chromosomes، P1 و P2
+
+261
+00:22:13,730 --> 00:22:18,070
+طبعاً الـ generation هو عبارة عن binary strings، خلّي
+
+262
+00:22:18,070 --> 00:22:27,650
+المعادلة، يهمني هنا طبعاً
+
+263
+00:22:27,650 --> 00:22:33,590
+نفس القول، احنا أربعة bits ولا لأ، بس نفترض إنهم
+
+264
+00:22:33,590 --> 00:22:36,890
+أكثر من ذلك، أتر أتر أتر أتر أتر أتر أتر أتر أتر
+
+265
+00:22:36,890 --> 00:22:40,250
+أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر
+
+266
+00:22:40,250 --> 00:22:42,010
+أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر
+
+267
+00:22:42,010 --> 00:22:42,230
+أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر أتر
+
+268
+00:22:42,230 --> 00:22:45,060
+أتر أتر أتر أتر أتر أتر أتر أتر أتر، نقطة انقسام
+
+269
+00:22:45,060 --> 00:22:50,820
+بروحي ببدّل، بطلّع يعني من هدول بطلّع two children
+
+270
+00:22:50,820 --> 00:22:56,040
+two children، يعني الزوج بيطلّعلي زوج، مش بيطلّعلي
+
+271
+00:22:56,040 --> 00:22:59,800
+واحد، الـ two parents بيطلّعولي ايش؟ two children
+
+272
+00:22:59,800 --> 00:23:07,040
+okay، اللي هو بيكون هذا الجزء، يعني أقول مثلاً أنا
+
+273
+00:23:07,040 --> 00:23:09,340
+عندي 00100100
+
+274
+00:23:13,840 --> 00:23:17,800
+لازم يكون جزء آخر بالصحيح، لازم طبعاً لازم الـ.. لأ
+
+275
+00:23:17,800 --> 00:23:21,160
+الجزء، الواحد، اللي يقسم من أي مكان بالصحيح، اه
+
+276
+00:23:21,160 --> 00:23:24,140
+بس إن أنا عند نفس النقطة، أنا بقسم عند الثالثة
+
+277
+00:23:24,140 --> 00:23:28,600
+لازم هنا أقسم عند الثالثة، صح؟ فهذا الآن الـ try
+
+278
+00:23:28,600 --> 00:23:33,760
+addition بيكون zero one one، وبعدين الثالثة
+
+279
+00:23:33,760 --> 00:23:37,820
+الثانية اللي بجيبها، بتصير ايش؟ one one zero، أيوة، ايش؟
+
+280
+00:23:37,820 --> 00:23:44,490
+zero one one zero، تمام، شق من الـ pyramid الأول، الشق
+
+281
+00:23:44,490 --> 00:23:47,110
+الأول من الـ parent الأول، و الشق الثاني من الـ parent
+
+282
+00:23:47,110 --> 00:23:54,510
+الثاني، و العكس عند الـ child الآخر، هذا بنزله زي ما هو
+
+283
+00:23:54,510 --> 00:24:01,590
+و بأخذ الشق الثاني من مين؟ أنا
+
+284
+00:24:01,590 --> 00:24:06,250
+هيك عملت crossover، عملت generation لـ two new
+
+285
+00:24:06,250 --> 00:24:10,890
+children، من الـ two parents الأصليين، باستخدام
+
+286
+00:24:10,890 --> 00:24:15,090
+Microsoft Word، عملية random، صح؟ مالهاش أي معنى
+
+287
+00:24:15,090 --> 00:24:20,370
+سواءً إنه نأمل إن بعض الخصائص الجيدة الموجودة في
+
+288
+00:24:20,370 --> 00:24:26,050
+هذا الـ parent، تجعل
+
+289
+00:24:26,050 --> 00:24:31,930
+معها خصائص جيدة من الـ parent الآخر، تمام؟ هو هذا
+
+290
+00:24:31,930 --> 00:24:35,410
+أصلاً اللي بيصير في الـ metabolism، أظن أنه يسميه، و
+
+291
+00:24:35,410 --> 00:24:39,210
+لا، ايش الـ chromosomes، أنا الناس الكلام هذا في الـ
+
+292
+00:24:39,210 --> 00:24:43,370
+biology، مش بيصير انقسام الـ chromosomes، وبعدين
+
+293
+00:24:43,370 --> 00:24:48,110
+تلتحم تاني، فعشان بهذه الطريقة تختلط الجينات من
+
+294
+00:24:48,110 --> 00:24:54,590
+الذكر و من الأنثى، مظبوط، تمام، فبنقول احنا الآن هذا
+
+295
+00:24:54,590 --> 00:24:57,570
+الـ generation الجديد، الستة الجداد اللي هنولدهم
+
+296
+00:24:57,570 --> 00:24:59,230
+بهذه الطريقة
+
+297
+00:25:01,960 --> 00:25:09,580
+مورفزم مورفزم مورفزم
+
+298
+00:25:09,580 --> 00:25:23,920
+مورفزم مورفزم مورفزم مورفزم مورفزم مورفزم
+
+299
+00:25:24,010 --> 00:25:27,710
+مش مشكلة، تمام، أنا الآن بهذه الطريقة، أنا أخذت two
+
+300
+00:25:27,710 --> 00:25:31,490
+parents، ثم another two parents، و كذلك أنا اتنين
+
+301
+00:25:31,490 --> 00:25:37,330
+تانيين، و عملت منهم a new set of children، بنفس العدد
+
+302
+00:25:37,330 --> 00:25:41,150
+اللي هو ايش؟ ستة كانوا في الأصل، صاروا ستة، هذا الجيل
+
+303
+00:25:41,150 --> 00:25:45,730
+التاني، هدول كانوا تابعين لـ generation one، لأن
+
+304
+00:25:45,730 --> 00:25:49,250
+هدول خلصوا في يوم، بدي أعمل evaluation عليهم، أو
+
+305
+00:25:49,970 --> 00:25:54,070
+يعني أحسب الـ fitness تبعهم، عشان أشوف مين الأفضل
+
+306
+00:25:54,070 --> 00:25:57,630
+في هالـ generation، عشان أُعيد الكرة من جديد، و بضلني
+
+307
+00:25:57,630 --> 00:26:02,250
+أعيد، بقول مرة ورا مرة، إلى أن أُشاهد، إلى أن ألاقي أن
+
+308
+00:26:02,250 --> 00:26:08,170
+الـ errors أو الـ
+
+309
+00:26:08,170 --> 00:26:13,890
+fitness تبع هدول ما يختلف كتير عن الـ fitness تبع
+
+310
+00:26:13,890 --> 00:26:17,610
+اللي جابهم، يمكن ما في تحسن و خلاص، بوقف، ما في داعي
+
+311
+00:26:17,610 --> 00:26:21,370
+أن أنا أستمر، إلى ما أهدف، في شغلة أخرى برضه، اللي
+
+312
+00:26:21,370 --> 00:26:24,190
+رح أحكيها، أنه كنا نقول الـ crossover هي الطريقة
+
+313
+00:26:24,190 --> 00:26:28,150
+الأساسية لتوليد الـ children، في شغلة أخرى غير الـ
+
+314
+00:26:28,150 --> 00:26:32,150
+crossover، ليه؟ الـ mutation، mutation، يعني طفرة
+
+315
+00:26:32,150 --> 00:26:35,270
+بالعربي، يعني إن واحد من الجينات هذا، الـ chromosome
+
+316
+00:26:35,270 --> 00:26:39,510
+بتسميه، كل واحد من هذول جين، واحد من الجينات، إنه
+
+317
+00:26:39,510 --> 00:26:44,230
+بشكل عشوائي يتغير، يعني الواحد يصير zero، الـ zero
+
+318
+00:26:44,230 --> 00:26:48,510
+يصير واحد، تمام؟ برضه هذا randomized، يعني بيجي على
+
+319
+00:26:48,510 --> 00:26:52,600
+الواحد، بيجي على هدول الست، بعد ما عملناهم بالـ
+
+320
+00:26:52,600 --> 00:27:01,140
+crossover، بنقول: هذا نعمل عليه mutation ولا لأ، بروح
+
+321
+00:27:01,140 --> 00:27:05,960
+و بنحط random number، إذا random number جاء أعلى من
+
+322
+00:27:05,960 --> 00:27:11,200
+أو أقل من الـ probability تبع الـ mutation، بنفس
+
+323
+00:27:11,200 --> 00:27:16,560
+ما نعملوش، بنسيبه، يعني بنعمل selection لواحد من هدول
+
+324
+00:27:16,560 --> 00:27:21,650
+أو لمجموعة من هدول، نعملهم ايش؟ إذا وقع الاختيار
+
+325
+00:27:21,650 --> 00:27:25,850
+على أي واحد منهم، بنروح برضه randomly، بناخد واحدة من
+
+326
+00:27:25,850 --> 00:27:33,810
+الـ genes، و بنقلبها، ففي عندنا احنا، في عندنا ايش؟ أنا
+
+327
+00:27:33,810 --> 00:27:36,770
+تذكرت، قلنا الـ probability تبع الـ mutation ايش؟
+
+328
+00:27:36,770 --> 00:27:40,790
+عندنا probability، يعني أنا بحط احتمال مثلاً
+
+329
+00:27:45,340 --> 00:27:48,940
+بعمل generational number، إذا الرقم هذا وقع أقل، إذا
+
+330
+00:27:48,940 --> 00:27:52,720
+أنا واقف الآن هنا، و عملت random generation، و طلع
+
+331
+00:27:52,720 --> 00:27:58,680
+الرقم أقل من هذا أو يساوي، يبقى الاختيار وقع، إذا
+
+332
+00:27:58,680 --> 00:28:02,120
+طلع number أكبر من ذلك، يبقى ما وقع الاختيار على
+
+333
+00:28:02,120 --> 00:28:07,200
+هذا الرقم، هذا الرقم، كل ما قل، كل ما زاد، كل ما قلت
+
+334
+00:28:07,200 --> 00:28:13,600
+احتمالية حدوث الاشياء، يعني لو أنا عملته خمسين في
+
+335
+00:28:13,600 --> 00:28:18,450
+المئة، Probability of mutation، إذا كانت خمسين، وجيت
+
+336
+00:28:18,450 --> 00:28:21,790
+هنا، و عملت random number، ايش احتمالية أن الـ random
+
+337
+00:28:21,790 --> 00:28:26,430
+number يطلع أقل من الخمسين؟ احتمالية 50%، يعني فرصة
+
+338
+00:28:26,430 --> 00:28:32,130
+هذا أن يعمله mutation، fifty fifty، كل واحد منهم
+
+339
+00:28:32,130 --> 00:28:36,570
+فرصته fifty fifty، كل ما صغر الرقم، كل ما صغرت الرقم
+
+340
+00:28:37,280 --> 00:28:40,500
+الكلمة، قلت فرصة الوقوع، و أنا أصلاً فعلاً هذا اللي
+
+341
+00:28:40,500 --> 00:28:45,240
+بدي إياه، أنا ما بديش أعمل mutation عليهم كلهم، أنا بدي
+
+342
+00:28:45,240 --> 00:28:48,320
+الـ mutation هذا، لأنها طفرة أصلاً، ايش يعني طفرة؟ يعني
+
+343
+00:28:48,320 --> 00:28:51,820
+حاجة بتحصل مرة في الـ.. rarely، very rarely، مظبوط
+
+344
+00:28:51,820 --> 00:28:57,140
+نادراً جداً، بيبقى الـ probability of mutation منخفضة
+
+345
+00:28:57,140 --> 00:29:02,480
+عشان ما.. ما نعملش mutation كثير، كذلك الحاجة برضه
+
+346
+00:29:02,480 --> 00:29:07,890
+الـ crossover، الـ crossover، بنقول probability ايش؟
+
+347
+00:29:07,890 --> 00:29:11,750
+احنا قلنا، اتفقنا، قلنا إنه اختيار، أنا عند الـ
+
+348
+00:29:11,750 --> 00:29:17,490
+generation الأولاني، بدي أختار منه مجموعة عشان أُولّد
+
+349
+00:29:17,490 --> 00:29:21,230
+منهم الجيل، تمام، هدول المجموعة اللي اخترتهم، الـ 6
+
+350
+00:29:21,230 --> 00:29:30,170
+P1، P2، الـ parents، يعني P3، P4، P5، P6، تمام
+
+351
+00:29:34,470 --> 00:29:39,910
+أنا الآن بدي أعمل crossover، بحتاج two parents، بدي
+
+352
+00:29:39,910 --> 00:29:43,610
+أختار من هدول الـ two parents، اتنين، أعمل لهم
+
+353
+00:29:43,610 --> 00:29:48,410
+crossover، لما أعمل crossover، هيطلع معي two
+
+354
+00:29:48,410 --> 00:29:55,130
+children، C1 و C2، صح؟ مين اللي أختارهم، أعمل بينهم
+
+355
+00:29:55,130 --> 00:29:59,260
+أعمل لهم crossover؟ هل آجي على كل اتنين، الأول
+
+356
+00:29:59,260 --> 00:30:01,860
+و الثاني، و الثاني و الثالث، و الرابع و الخامس،
+
+357
+00:30:01,860 --> 00:30:05,840
+و السادس؟ لا، ما بنعملش هيك، بهذه الطريقة، ليش؟ بنقول أنا
+
+358
+00:30:05,840 --> 00:30:11,580
+الآن بدي.. أنا عندي هنا صندوق لـ crossover، بسميه
+
+359
+00:30:11,580 --> 00:30:15,780
+أنا صندوق لـ crossover، الـ box هذا بتحط فيه اتنين
+
+360
+00:30:15,780 --> 00:30:19,560
+و بيطلع منه ايش؟ two children، صح؟ مين اللي بنخشّه في
+
+361
+00:30:19,560 --> 00:30:24,540
+الصندوق؟ بدي أختار برضه من هدول بشكل عشوائي، في
+
+362
+00:30:24,540 --> 00:30:29,860
+حاجة اسمها probability of crossover، برضه كمان ايش؟
+
+363
+00:30:29,860 --> 00:30:37,480
+بتبقى عالية، يعني، أو بتبقى أعلى من الـ mutation، ايش
+
+364
+00:30:37,480 --> 00:30:40,320
+معنى هذه probability؟ أنه هل، هل نختارهم ولا ما نختارهمش؟
+
+365
+00:30:40,320 --> 00:30:45,660
+طبعاً، إذا بنعمل random number generation، إذا وقع على
+
+366
+00:30:45,660 --> 00:30:49,920
+الاختيار، بنحطه، الآن بدنا تاني، بنكمل، إذا وقع على
+
+367
+00:30:49,920 --> 00:30:53,780
+الاختيار، بنحطه، خلاص، نعمل crossover، الآن هذول
+
+368
+00:30:53,780 --> 00:30:58,770
+بنشيلم، و نختار مرة أخرى، بمعنى آخر، أن ممكن الـ parent
+
+369
+00:30:58,770 --> 00:31:05,730
+الواحد يدخل مرتين في عملية الـ crossover، حسب كمان
+
+370
+00:31:05,730 --> 00:31:09,010
+.. حسب، و وقع عليه الـ random.. الاختيار الـ random
+
+371
+00:31:09,010 --> 00:31:17,030
+ولا لأ، ف أنا في عندي اللي هو الـ cross
+
+372
+00:31:17,030 --> 00:31:22,510
+over، نعم، نطبق نفس الـ procedure اللي فاتت، بعدها في
+
+373
+00:31:22,510 --> 00:31:26,030
+نوع من الـ procedure، أنا الآن بأطور في الـ procedure شوي
+
+374
+00:31:26,030 --> 00:31:29,650
+شوي، يعني بقول لك حاجة، وبعدين بروح بأعدل عليها، ايش
+
+375
+00:31:29,650 --> 00:31:36,050
+الخلاصة الآن، الخلاصة مرة أخرى، أن أنا أولاً بأعمل
+
+376
+00:31:36,050 --> 00:31:38,670
+random generation للـ first، أو للـ initial
+
+377
+00:31:38,670 --> 00:31:43,910
+generation، مظبوط، بعد كده أول شيء بسويه عليهم، بسوي
+
+378
+00:31:43,910 --> 00:31:49,870
+fitness، بحسب جودتهم، بدخلهم على الـ fitness، هذه
+
+379
+00:31:49,870 --> 00:31:52,830
+المعادلة هي اللي على أساسها أنا بدي أقرر من
+
+380
+00:31:52,830 --> 00:31:56,410
+المناسبين، اللي ده بطلّع الـ fitness، الـ fitness
+
+381
+00:31:56,410 --> 00:32:00,470
+value هذا، بطلّعه من الـ fitness ratio، صح؟ الـ fitness
+
+382
+00:32:00,470 --> 00:32:06,630
+ratio هذا عامل من عوامل اختياره للتأهيل للـ
+
+383
+00:32:06,630 --> 00:32:12,310
+generation القادم، بعمل الـ roulette wheel، علشان
+
+384
+00:32:12,310 --> 00:32:16,480
+أختار الـ generation الجديد، بختار اتنين، و بحطهم في
+
+385
+00:32:16,480 --> 00:32:22,380
+الخطوة، صح؟ بختارهم، و بدخل معي، في، أختار المبدأ
+
+386
+00:32:22,380 --> 00:32:28,460
+الآن هدول، بدي أطلع منهم الـ generation الجديد، فبدي
+
+387
+00:32:28,460 --> 00:32:32,560
+أول شيء أطبق الـ crossover operation، crossover
+
+388
+00:32:32,560 --> 00:32:35,860
+operation، بدي أطبقها مرة ورا مرة، إلى أن يكتمل
+
+389
+00:32:35,860 --> 00:32:40,000
+عندي ستة، اه، يكتمل عندي الـ generation، بدي أطبقها
+
+390
+00:32:40,000 --> 00:32:43,330
+يعني بدي أختار اتنين، الاتنين اللي بتختارهم في
+
+445
+00:37:19,320 --> 00:37:24,320
+بختار زوجين أو زوج، يعني two parents، الـ two parents
+
+446
+00:37:24,320 --> 00:37:28,380
+اللي بجلبهم أو بعمل crossover بيطلع معايا الـ new
+
+447
+00:37:28,380 --> 00:37:33,340
+children، الآن الـ children اللي طلعوا بروح بقرر مين
+
+448
+00:37:33,340 --> 00:37:36,700
+منهم أعمله mutation بناءً برضه على ليش الـ
+
+449
+00:37:36,700 --> 00:37:40,120
+probability تبع الـ mutation، PM بيطلع معايا هذا
+
+450
+00:37:40,120 --> 00:37:44,480
+مثلاً أوقع عليه الاختيار أنه يعمل mutation فبتتبدل
+
+451
+00:37:44,480 --> 00:37:50,160
+الـ gene .. الـ .. الـ .. واحد من الـ genes تبعه، تمام؟
+
+452
+00:37:50,160 --> 00:37:53,940
+الآن هذا خلاص هو نهاية، ليش نهاية عملية الـ mutation
+
+453
+00:37:53,940 --> 00:37:57,820
+بتدخل معايا كـ GT plus one plus one، يعني الـ
+
+454
+00:37:57,820 --> 00:38:01,230
+generation القادمة هذا، أو generation two generation
+
+455
+00:38:01,230 --> 00:38:05,230
+two، هذا بعمله تقييم وبعيده، مرة ومرة ومرة
+
+456
+00:38:05,230 --> 00:38:09,450
+إلى أن زي ما قلنا ما يصيرش فيه اللي هو difference
+
+457
+00:38:09,450 --> 00:38:13,530
+ده نهاية الـ example، محاضرة جايه إن شاء الله بنشوف
+
+458
+00:38:13,530 --> 00:38:17,770
+exam الآخر فيه تعديل بسيط، يعني معادلة أخرى، وبعد
+
+459
+00:38:17,770 --> 00:38:24,050
+كده بنشوف مثال عملي أكثر على استخدام الـ genetic
+
+460
+00:38:24,050 --> 00:38:26,230
+algorithm، ماشي، أعطيكم يا عزيزي
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9489a8234c62701bed0d78a892dc50ce44a107c4
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA.srt
@@ -0,0 +1,1766 @@
+1
+00:00:21,380 --> 00:00:24,880
+طيب ماشي بسم الله الرحمن الرحيم هذه المحاضرة أن
+
+2
+00:00:24,880 --> 00:00:27,420
+شاء الله نُكمّل الكلام الذي كنا بَدأنا به في المحاضرة
+
+3
+00:00:27,420 --> 00:00:31,280
+الماضية، والذي هو بالتحديد الـ fuzzy inference
+
+4
+00:00:31,280 --> 00:00:35,200
+باستخدام الممداني method، نكمله، الذي هو نحن
+
+5
+00:00:35,200 --> 00:00:40,160
+تقريباً وصلنا لنهاية تقريباً، وبعدين نشوف نفس الـ
+
+6
+00:00:40,160 --> 00:00:43,960
+inference، بس باستخدام، يشوفوا أيضاً يعني fuzzy
+
+7
+00:00:43,960 --> 00:00:47,760
+inference، بس باستخدام سوجينو الـ سوجينو method بعد
+
+8
+00:00:47,760 --> 00:00:52,400
+كده نرجع على النقطتين اللتين فاتتنا من البداية،
+
+9
+00:00:52,400 --> 00:00:56,980
+بداية الـ chapter الذي لم نذكره فيه موضوع
+
+10
+00:00:56,980 --> 00:01:02,540
+الذي هو الـ fuzzy sets، المقدمة
+
+11
+00:01:02,540 --> 00:01:05,340
+في البداية، الـ fuzzy sets، نحكي عن الذي فيه الذي
+
+12
+00:01:05,340 --> 00:01:06,060
+هو operations
+
+13
+00:01:09,190 --> 00:01:12,650
+on، الفرق التام بين fuzzy و crisp، بعدين فيه، إذا تذكروا
+
+14
+00:01:12,650 --> 00:01:20,310
+المفهوم،  إذا تذكروا هذا المصطلح، تمام، وأعتقد
+
+15
+00:01:20,310 --> 00:01:26,770
+في الآخر أيضاً، تمام، في  ياش بس
+
+16
+00:01:26,770 --> 00:01:30,810
+بالتحديد هذان النقطتان، نرجع لهما من ياش من
+
+17
+00:01:30,810 --> 00:01:36,780
+lecture أربعة، okay، لأن نحن نكمّل lecture خمسة من
+
+18
+00:01:36,780 --> 00:01:41,920
+عند الذي هو نهاية الممداني fuzzy inference، ممداني
+
+19
+00:01:41,920 --> 00:01:45,040
+fuzzy inference، أين كنا وصلنا بالضبط؟
+
+20
+00:01:45,040 --> 00:01:52,360
+أنهيناها للنقطة التي هي حساب أو الـ defuzzification
+
+21
+00:01:52,360 --> 00:01:57,540
+التي هي حساب الـ balance point، التي هي عندها التي
+
+22
+00:01:57,540 --> 00:02:01,820
+هي على أساسها التي هي في النهاية خلاصة الـ
+
+23
+00:02:01,820 --> 00:02:04,880
+conclusion تبع الـ system
+
+24
+00:02:16,010 --> 00:02:21,810
+الخطوات، كيف كانت؟ الخطوات الأولى كانت أنَّ نحن نَتِم
+
+25
+00:02:21,810 --> 00:02:23,690
+الـ classification، الـ classification الذي هو نحن
+
+26
+00:02:23,690 --> 00:02:27,310
+نأخذ الـ input، الـ crisp input، الذي هو Y1 و X1
+
+27
+00:02:27,720 --> 00:02:33,220
+ونشوف انتمائهما إلى different fuzzy sets، التي هي
+
+28
+00:02:33,220 --> 00:02:38,820
+بالتحديد الـ X1، انتماؤها إلى E1،
+
+29
+00:02:38,820 --> 00:02:45,280
+E2، E3، وY1 انتماؤها إلى E1، وE2، بعدها يأتي الـ rule
+
+30
+00:02:45,280 --> 00:02:49,880
+evaluation، نشوف أي من الـ rules التي can fire، وما
+
+31
+00:02:49,880 --> 00:02:53,200
+الـ conclusions التي تخرج معنا، الـ conclusions التي
+
+32
+00:02:53,200 --> 00:02:56,120
+تخرج معنا، هذه أيضاً نعمل لها evaluation من ناحية
+
+33
+00:02:56,120 --> 00:03:02,340
+أي الـ... الـ... الـ... الـ fuzzy value  تبع حقوق الـ
+
+34
+00:03:02,340 --> 00:03:07,680
+conclusion، لها fuzzy value، مظبوط، بناءً على الـ fuzzy
+
+35
+00:03:07,680 --> 00:03:10,260
+values تبعية الـ conditions، شو هو؟ حتى لو كان صفر
+
+36
+00:03:10,260 --> 00:03:14,780
+حتى لو كان صفر بالضبط، okay، وقلنا كيف نتعامل عندما
+
+37
+00:03:14,780 --> 00:03:19,040
+يكون الـ condition، يربط antecedence متعددة بالـ or
+
+38
+00:03:19,040 --> 00:03:23,590
+أو بالـ and، ونأخذ الـ minimum، ونأخذ الـ maximum، وهذا
+
+39
+00:03:23,590 --> 00:03:27,790
+تقريباً الـ slide تلخّص الثلاث، تلخّص الـ inference
+
+40
+00:03:27,790 --> 00:03:30,730
+الذي حصل بناءً على الثلاث rules، وليس الواحد، وليس
+
+41
+00:03:30,730 --> 00:03:35,710
+الاثنين، وليس الثلاث، وأخذنا الـ conclusions الثلاث
+
+42
+00:03:35,710 --> 00:03:39,790
+هذه الآن نعمل لها aggregation، للثلاث هذه نعمل لهم
+
+43
+00:03:39,790 --> 00:03:47,170
+aggregation، ندمج هذا مع هذا مع الأول، استنتاجات
+
+44
+00:03:47,170 --> 00:03:49,290
+الثلاث تبع الـ rules، ندمجها مع بعض
+
+45
+00:03:52,630 --> 00:03:59,530
+الآن أرجع إلى الـ slide التي راحت، بعدها أذهب إلى
+
+46
+00:03:59,530 --> 00:04:04,930
+الـ aggregation الذي حكيت فيه، ثم بعدها أذهب، عشان
+
+47
+00:04:04,930 --> 00:04:09,210
+ناتج الـ aggregation، دمجنا الثلاث results في
+
+48
+00:04:09,210 --> 00:04:12,130
+result واحدة، التي بعدها، آخر خطوة التي هي de
+
+49
+00:04:12,130 --> 00:04:16,170
+-fuzzification، التي نستخدم فيها الـ center of
+
+50
+00:04:16,170 --> 00:04:21,090
+gravity technique، لاستخلاص crisp value من الـ fuzzy
+
+51
+00:04:21,580 --> 00:04:26,360
+region، أو regional fuzzy set، center of gravity هو
+
+52
+00:04:26,360 --> 00:04:33,820
+أنَّ نحن نأخذ كافة الـ... نأخذ الـ group الـ...
+
+53
+00:04:33,820 --> 00:04:39,760
+الـ result المدمجة، ونشوف أين هو الـ steps، طبعاً خلي
+
+54
+00:04:39,760 --> 00:04:43,360
+بالك، نحن هنا عملنا segmentation على أساس من 0 إلى
+
+55
+00:04:43,360 --> 00:04:46,740
+10، و10 إلى 20، يعني الـ step واحدة عشرة، أنت ممكن
+
+56
+00:04:46,740 --> 00:04:52,010
+تَخْتَارها ياش... تخليها أقل، ممكن تخليها خمسات، خمسات
+
+57
+00:04:52,010 --> 00:04:55,790
+يعطيك دقة أكثر، صح ولا لا؟ المواقع التي مثل هذه
+
+58
+00:04:55,790 --> 00:05:03,010
+يحدث هنا، شيء ينضم إلى هذه المجموعة، وشيء ثانٍ
+
+59
+00:05:03,010 --> 00:05:08,590
+ينضم إلى مجموعة أخرى، فأنت كده تَصْغُر الـ stepping
+
+60
+00:05:08,590 --> 00:05:13,600
+كده تأخذ دقة أكثر، لكن تزيد على نفسك calculation في
+
+61
+00:05:13,600 --> 00:05:16,540
+المسائل التي تأتيك في الامتحان، ولا كده نحاول
+
+62
+00:05:16,540 --> 00:05:21,040
+نُبَسِّط الـ calculation، لأنَّ نحن لا نخبرك فيه، بتعرف
+
+63
+00:05:21,040 --> 00:05:24,800
+تجمع، وتطرح، وتضرب، نخبرك أنك أنت فاهم التقنية ولا
+
+64
+00:05:24,800 --> 00:05:31,160
+لا، okay، الـ... الـ... فاتتني الـ slide التي فاتتني
+
+65
+00:05:31,160 --> 00:05:35,960
+التي هي موضوع الـ clipping، و لماذا، و الـ scaling، الـ
+
+66
+00:05:35,960 --> 00:05:41,160
+clipping، و الـ scaling، نحن الآن عندما جئنا على مثال
+
+67
+00:05:41,160 --> 00:05:48,050
+... نصيبنا مثال على C2، وقلنا أنَّ بناءً على الـ rules
+
+68
+00:05:48,050 --> 00:05:50,850
+أو بناءً على الـ rule رقم، أعتقد كانت واحدة أو
+
+69
+00:05:50,850 --> 00:05:57,070
+اثنين، لستُ أذكر، الـ rule، تجرأنا لماذا أن Z تنتمي إلى C2
+
+70
+00:05:57,070 --> 00:06:02,790
+بنسبة 0.2، مضبوط، فذهبنا وحطينا الخط هذا، هذا نحن
+
+71
+00:06:02,790 --> 00:06:10,030
+اِقْتَصَصْنا من كافة الـ fuzzy space كله، وأخذنا منه 20%
+
+72
+00:06:11,720 --> 00:06:16,320
+أسلوب آخر لنفس
+
+73
+00:06:16,320 --> 00:06:23,280
+الشيء، هو أن نعمل rescaling، هذا يُسمّى clipping، نعمل
+
+74
+00:06:23,280 --> 00:06:29,180
+rescaling، لأنَّ الشكل نفسه هذا يحدد شكل الـ function
+
+75
+00:06:29,180 --> 00:06:35,160
+شكل الـ fuzzy function، نعمل rescaling بنسبة 20%
+
+76
+00:06:35,160 --> 00:06:42,120
+كأنه صورة وتريد تصغيرها، أو صورة تريد ضغطها،  بسَكِيل هذا
+
+77
+00:06:42,120 --> 00:06:47,000
+الذي هو من 0 إلى 1، يصبح تضغطه
+
+78
+00:06:47,000 --> 00:06:52,760
+إلى 20%، فماذا يحدث عندما يُضغَط؟ يصبح شكله مثل هذا
+
+79
+00:06:52,760 --> 00:06:59,360
+هو عندك الـ fuzzy region التي نتجت عن الـ rule الـ
+
+80
+00:06:59,360 --> 00:07:04,790
+mark، بعد كده تدمج هذا الشكل مع الشكل الذي يخرج
+
+81
+00:07:04,790 --> 00:07:08,710
+معك من الـ rules الأخرى، وتُدَمِّجُها مع بعض، وترجع
+
+82
+00:07:08,710 --> 00:07:12,530
+تكمّل الطريقة التي هي حساب الـ center of gravity
+
+83
+00:07:12,530 --> 00:07:17,330
+لكن نحن للتبسيط، يعني بالنسبة لك أنت لو الكلام هذا
+
+84
+00:07:17,330 --> 00:07:22,070
+يُعْمَل computerized، أنت لستَ مُفَرَّغ معك أن تفعله
+
+85
+00:07:22,070 --> 00:07:26,290
+clipped، يعني الـ result الـ output، تعمله clipping، تقص
+
+86
+00:07:26,290 --> 00:07:31,350
+إلى 20%، أو تعمل scaling down to 20%، لستَ مُفَرَّغ
+
+87
+00:07:31,350 --> 00:07:35,870
+لأنَّ الـ computer هو الذي سيحسبه، الذي سيحسب الشكل
+
+88
+00:07:35,870 --> 00:07:40,230
+هذا، كيف سيكون بعد الـ scaling، وهو الذي سيحسب كيف
+
+89
+00:07:40,230 --> 00:07:44,010
+يكون بالـ clipping، صح ولا لا؟ طبعاً هذا سيكون في
+
+90
+00:07:44,010 --> 00:07:47,730
+calculation أكثر على الـ computer من هذا، المهم أنَّ
+
+91
+00:07:47,730 --> 00:07:52,850
+نحن في الأمثلة التي نتدرّب عليها، نُبَسِّط الأمور
+
+92
+00:07:52,850 --> 00:07:57,690
+نأخذ شيء مثل clipping، أما عملياً عندما تريد أنت أن تبرمج
+
+93
+00:07:57,690 --> 00:08:02,370
+الأمور هذه، تذهب، تصمم function التي تعمل
+
+94
+00:08:02,370 --> 00:08:05,690
+scaling، ويبقى الـ Option مُتاح لمن؟ للـ User هو
+
+95
+00:08:05,690 --> 00:08:10,770
+الذي يُنفِّذ عملية الاستنتاج، هذا بالـ Clipping أو
+
+96
+00:08:10,770 --> 00:08:16,490
+بالـ Scaling، طيب، نرجع نكمّل الآن، فهمنا الـ
+
+97
+00:08:16,490 --> 00:08:19,690
+Aggregation، المقصود به دمج كل الـ Outputs، تبعة
+
+98
+00:08:19,690 --> 00:08:22,750
+كل الـ Rules مع بعض في Region واحدة، الـ Region هذه
+
+99
+00:08:22,750 --> 00:08:30,110
+الآن نعمل لها De-fuzzification، okay، خلاص، الآن نفس
+
+100
+00:08:30,110 --> 00:08:35,250
+الـ method، نفس الـ method، لكن يختلف عنها الذي هو أنَّ
+
+101
+00:08:35,250 --> 00:08:43,890
+في الـ subunit of a fuzzy inference، الـ
+
+102
+00:08:43,890 --> 00:08:53,730
+fuzzy values التي نستخدمها
+
+103
+00:08:53,730 --> 00:08:58,760
+بدلاً من أن يكون فيه عندي الـ fuzzy function، الـ Fuzzy
+
+104
+00:08:58,760 --> 00:09:01,120
+Function تبع الـ output، بدلاً من أن تكون عبارة عن مجموع
+
+105
+00:09:01,120 --> 00:09:06,660
+من الـ Fuzzy Sets، هي Fuzzy Samples، هذه الآن K1،
+
+106
+00:09:06,900 --> 00:09:12,680
+K2، K3، هي Fuzzy Samples، الآن عندما نحن نستنتج الـ
+
+107
+00:09:12,680 --> 00:09:17,240
+conclusion، تبعة أنَّ أنا على قول معيّن، نستنتج الـ
+
+108
+00:09:17,240 --> 00:09:24,920
+conclusion، أنَّ Z is، نقول ليش الآن is C1، is C2، is
+
+109
+00:09:24,920 --> 00:09:31,120
+C3، نقول is K1، K2 أو K3، وأيضاً بالنسبة لكم K1، وK2
+
+110
+00:09:31,120 --> 00:09:33,460
+وK3، وK4، وK5، وK6، وK7، وK8، وK9، وK10، وK10، و
+
+111
+00:09:33,460 --> 00:09:37,500
+K10، وK10، وK10، وK10، وK10، وK10، وK10، وK10، و
+
+112
+00:09:37,500 --> 00:09:44,000
+K10، وK10، وK10، وK10، وK10، وK10، وK10، وK10، و
+
+113
+00:09:44,000 --> 00:09:44,040
+K10، وK10، وK10، وK10، وK10، وK10، وK10، وK10، و
+
+114
+00:09:44,040 --> 00:09:54,220
+K10، وK10، وK10
+
+115
+00:09:54,220 --> 00:09:58,180
+وK10
+
+116
+00:09:58,180 --> 00:10:04,010
+وكذا أو كذا، فـ Z is k1، أي كي واحد، أو أي sample كي
+
+117
+00:10:04,010 --> 00:10:11,130
+واحد، هذا الرقم الآن، أريد أن آخذ من كي واحد على ارتفاع
+
+118
+00:10:11,130 --> 00:10:16,670
+0.1، okay، وأريد أن آخذ الآن الذي أنا أقول اثنين الذي
+
+119
+00:10:16,670 --> 00:10:23,690
+يقول لي is k2 بـ 0.2، أريد أن آخذ الآن من k2 على ارتفاع 0
+
+120
+00:10:23,690 --> 00:10:28,970
+.2،  الرولي بتاعة بتقول لي z is k ثلاثة بنسبة نصف
+
+121
+00:10:28,970 --> 00:10:33,670
+فأخذ مين؟ k ثلاثة بنسبة خمس، نرجع مين؟ بعد هيك نعمل
+
+122
+00:10:33,670 --> 00:10:36,890
+aggregation لمين؟ للـ samples، في الـ sample الذي خرج
+
+123
+00:10:36,890 --> 00:10:39,890
+معي تبع k واحد، والـ sample تبع k اثنين، والسبب
+
+124
+00:10:39,890 --> 00:10:44,560
+تبع k ثلاثة، هذه هي الـ aggregation، نفس الأشياء نحن
+
+125
+00:10:44,560 --> 00:10:49,040
+قلنا الـ method واحدة، لكن الذي اختلف أنَّ في الممداني
+
+126
+00:10:49,040 --> 00:10:52,920
+الـ output معبر عنه بـ fuzzy sets أو fuzzy function
+
+127
+00:10:52,920 --> 00:10:56,900
+وعندما في الـ سوجينو، معبر عنه بـ fuzzy samples، الـ
+
+128
+00:10:56,900 --> 00:11:00,020
+samples هي الـ case واحد، واثنين، واثنين، وثلاثة
+
+129
+00:11:00,020 --> 00:11:04,620
+فكيف أنا أدمج على هذا الأساس أنَّ صار فيه عندي الـ
+
+130
+00:11:04,620 --> 00:11:10,850
+fuzzy output، عبارة عن ثلاثة samples، كل واحد له
+
+131
+00:11:10,850 --> 00:11:14,930
+موضوع، يعني يُعَبِّر عن قيمة معيّنة، كي واحد يُعَبِّر عن قيمة
+
+132
+00:11:14,930 --> 00:11:21,030
+0.2، كي اثنين يُعَبِّر عن 0.5، وهذا 0.8، موضوع، حدد موضوع
+
+133
+00:11:21,030 --> 00:11:24,190
+اليك في المثال، أو أنت أصلاً يعني يوم أنك تعمل fuzzy
+
+134
+00:11:24,190 --> 00:11:27,950
+solution، أنت تحدد الـ case هذا بناءً على الـ expert
+
+135
+00:11:27,950 --> 00:11:31,350
+الـ human expectation، الذي يقول لك، المهم الآن بعدين
+
+136
+00:11:31,350 --> 00:11:34,870
+كيف نعمل defuzz، هذا aggregation ولا لا؟ جمعنا الـ
+
+137
+00:11:34,870 --> 00:11:38,550
+samples في مجموعة واحدة، كيف نعمل defuzzification؟
+
+138
+00:11:39,100 --> 00:11:51,640
+هذه هي الوصولة، نضرب كل sample في قيمته، لأنَّ
+
+139
+00:11:51,640 --> 00:12:04,460
+K1، K2، K3، 0.2، 0.8، 0.5، ممكن يكون التدريج من 0 إلى 100
+
+140
+00:12:04,460 --> 00:12:13,780
+وليس من 0 إلى 1، هذه هي قيمة الـ Sample، قيمته
+
+141
+00:12:13,780 --> 00:12:19,960
+هو في حد ذاته، مضمّن في نسبته، نسبته هي من أين أتت؟
+
+142
+00:12:19,960 --> 00:12:31,720
+من الـ rule، من الاستنتاج، K1 كانت نسبته 0.1، K2
+
+143
+00:12:31,720 --> 00:12:32,520
+كانت نسبته
+
+144
+00:12:45,260 --> 00:12:50,560
+صح، مش هم هيك كانوا، أنا أرجع إلى الـ slide، الـ K1 0.1، و
+
+145
+00:12:50,560 --> 00:12:56,740
+K2 0.2، و0.5، ماشي، فأنت تريد أن تفهم أن الـ sample نفسه
+
+146
+00:12:56,740 --> 00:13:03,840
+له قيمة، وهذه النسب هي مثل weights أو أوزان للـ
+
+147
+00:13:03,840 --> 00:13:08,320
+sample، فعشان أعمل aggregation، أضرب كل sample قيمته
+
+148
+00:13:08,320 --> 00:13:12,300
+في وزنه، في value تبعه في الـ weight تبعه، يعني
+
+149
+00:13:12,300 --> 00:13:21,260
+يصبح عندي weighted sum، W ضرب الـ value، W1 في value
+
+150
+00:13:21,260 --> 00:13:28,960
+1، زائد W2 في value 2، ماشي، الآن الـ weight هو أبعاد
+
+151
+00:13:28,960 --> 00:13:38,780
+الـ μ، الذي هو الـ membership، صح؟ μ، μ،
+
+152
+00:13:38,780 --> 00:13:45,410
+درجة انتماء الـ output إلى K1، μ كتنين، درجة انتماء الـ
+
+153
+00:13:45,410 --> 00:13:49,210
+output إلى كتنين، μ كتلتر، درجة انتماء الـ output
+
+154
+00:13:49,210 --> 00:13:54,810
+إلى كتلتر، درجة انتماء الـ output إلى كتلتر، درجة انتماء الـ
+
+155
+00:13:54,810 --> 00:14:00,290
+output إلى كتلتر، درجة انتماء الـ output إلى كتلتر، درجة
+
+156
+00:14:00,290 --> 00:14:01,650
+انتماء الـ output إلى كتلتر، درجة انتماء الـ output
+
+157
+00:14:01,650 --> 00:14:01,670
+إلى كتلتر، درجة انتماء الـ output إلى كتلتر، درجة انتماء الـ
+
+158
+00:14:01,670 --> 00:14:01,710
+إلى كتلتر، درجة انتماء الـ output إلى كتلتر، درجة انتماء الـ
+
+159
+00:14:01,710 --> 00:14:05,110
+output
+
+160
+00:14:05,110 --> 00:14:09,410
+إلى كتلتر
+
+161
+00:14:09,410 --> 00:14:14,500
+درجة انتماء الـ output إلى كتلتر، الأوزان يخرج عندي الآن
+
+162
+00:14:14,500 --> 00:14:21,160
+هذه
+
+163
+00:14:21,160 --> 00:14:25,020
+أُعِيدُ، عن الأوزان، μ كواحد، ممكن نسمّي μ كتلات
+
+164
+00:14:25,020 --> 00:14:29,680
+الأوزان، وليس الـ values، الـ values هي كل واحد أين واقف
+
+165
+00:14:29,680 --> 00:14:33,440
+على الـ scale تبع كل sample، أين واقف، هل يكونوا
+
+166
+00:14:33,440 --> 00:14:37,180
+يعطيني الأوزان؟ آه، طبعاً لا، الأوزان لا، الأوزان
+
+167
+00:14:37,180 --> 00:14:42,110
+هذه التي نحن استنتجناها، هي الـ μ، هي الأوزان
+
+168
+00:14:42,110 --> 00:14:45,650
+التي خرجت من الـ rules، الـ value، آ
+
+223
+00:19:27,520 --> 00:19:32,600
+هذا ابتدائها قدام الـ rules بتيجي يعني الـ values
+
+224
+00:19:32,600 --> 00:19:37,440
+rules اللى بده تمسك المتغيرات هذا ويقول إذا
+
+225
+00:19:37,440 --> 00:19:43,070
+المتغير كذا كذا then المتغير هذا بيكون كذا
+
+226
+00:19:43,070 --> 00:19:45,690
+لاحقا في الأول بدك تاخد اللي هو العناصر الأساسية
+
+227
+00:19:45,690 --> 00:19:49,870
+اللي على أساسها بترتب الـ decision كيف الـ human
+
+228
+00:19:49,870 --> 00:19:56,390
+expert بيفكر بفكر بناء على متغيرات أساسية
+
+229
+00:19:56,390 --> 00:20:00,170
+المتغيرات الأساسية هي اللي بدك تحصرها وتحصر أيش
+
+230
+00:20:00,170 --> 00:20:06,510
+القيم المحتملة تبعتها فهذا أولا you need to define
+
+231
+00:20:06,510 --> 00:20:09,950
+the linguistic premise طبعا مرة أخرى أنا بقولك في
+
+232
+00:20:09,950 --> 00:20:15,410
+امتحان هيجيلك الـ problem well defined بس أنت you
+
+233
+00:20:15,410 --> 00:20:20,170
+have to run الـ method وتورين الـ calculations بس لو
+
+234
+00:20:20,170 --> 00:20:24,450
+أنت بدك تبني system من scratch يعني من الصفر ماذا
+
+235
+00:20:24,450 --> 00:20:27,570
+لك أنت you will have to as a knowledge engineer
+
+236
+00:20:27,570 --> 00:20:32,350
+بدك تـ define الـ linguistic variables بدك لكل
+
+237
+00:20:32,350 --> 00:20:34,850
+linguistic variable تحدد أيش الـ sets تبعته يعني
+
+238
+00:20:34,850 --> 00:20:44,270
+مثلا Y ولا X هل هم two هل بالضرورة تلاتة six ولا
+
+239
+00:20:44,270 --> 00:20:48,250
+أكثر ولا أقل يعني ممكن يبقى تلاتة ممكن يبقى
+
+240
+00:20:48,250 --> 00:20:50,830
+اتنين أنت بدأت تحددها برضه بناء على الـ human
+
+241
+00:20:50,830 --> 00:20:53,910
+expert اللي بيقولك أن هذا المتغير عادة بيكون يا
+
+242
+00:20:53,910 --> 00:21:00,070
+أما طويل يا اما short بس أو طول medium short بعد
+
+243
+00:21:00,070 --> 00:21:04,110
+هيك الـ rules برضه هذا يعني لغاية الآن هنا كل هذا
+
+244
+00:21:04,490 --> 00:21:09,650
+استنادا أو بالتنسيق مع الـ human expert صح أنك أنت
+
+245
+00:21:09,650 --> 00:21:14,310
+elicit and construct الـ fuzzy rules الـ fuzzy rules
+
+246
+00:21:14,310 --> 00:21:18,110
+أنت لما بتعملها في البداية مش مضطر تبقى دقيقة جدا
+
+247
+00:21:18,110 --> 00:21:22,670
+يعني ممكن بعد تجربة الـ system واكتشاف وين المشاكل
+
+248
+00:21:22,670 --> 00:21:26,630
+اللي فيه وقد إيش دقة الأداء تبعه تروح تعدل تضيف rules
+
+249
+00:21:26,630 --> 00:21:31,730
+جديدة تحذف rules مالهاش أي لازمة تضيف برضه كمان في
+
+250
+00:21:31,730 --> 00:21:36,040
+المتغيرات ولا في الـ sets وتعدل في الـ sets. In code
+
+251
+00:21:36,040 --> 00:21:42,080
+الكلام على كل الـ process و الـ procedures كلها في
+
+252
+00:21:42,080 --> 00:21:45,840
+البرنامج اللي هتستخدمه أو اللي هتصممه لأن أنت ممكن
+
+253
+00:21:45,840 --> 00:21:49,820
+تصمم الـ system كله بالـ scratch بالـ Java ولا بالـ C
+
+254
+00:21:49,820 --> 00:21:54,760
+ولا بالـ C++ أو تستخدم بعض الـ shells اللي جاهزة
+
+255
+00:21:54,760 --> 00:21:57,860
+لبناء الـ expert systems واللي بتعتمد على rule
+
+256
+00:21:57,860 --> 00:22:02,300
+based فأنت تدخل الـ rules هذه وتدخل الـ variables و
+
+257
+00:22:02,300 --> 00:22:06,340
+تدخل الـ sets بناء على تصميم البرنامج البرنامج هو
+
+258
+00:22:06,340 --> 00:22:12,300
+بيعطيك interface اللي أنت تدخل... هل الكلام بتشوفه
+
+259
+00:22:12,300 --> 00:22:14,800
+في المعمل؟ إذا لسه ما شوفتهوش already تشوفه في
+
+260
+00:22:14,800 --> 00:22:19,700
+المعمل الـ...الـ...الـ...الـ rule basics في الـ
+
+261
+00:22:19,700 --> 00:22:22,660
+system تمام؟ هذا الـ encoding المقصود به اللي هي
+
+262
+00:22:22,660 --> 00:22:25,880
+إدخال الكلام كله إلى الـ system بهذه الـ system
+
+263
+00:22:25,880 --> 00:22:31,320
+يفترض أنك أنت تبدأ تعمله جربه جربه ببيانات already
+
+264
+00:22:31,320 --> 00:22:36,270
+معروفة الـ...القرار فيها أو الـ result بتاعتها بتدخل
+
+265
+00:22:36,270 --> 00:22:39,470
+وشوف أيش الـ performance تبع الـ system هل قريب ولا
+
+266
+00:22:39,470 --> 00:22:46,170
+بعيد عنه طبعا مش هيبقى الدقة 100% ولا حتى 90% في
+
+267
+00:22:46,170 --> 00:22:51,790
+البداية ف تبدأ أنت بناء على النتائج اللي بتطلع بناء
+
+268
+00:22:51,790 --> 00:22:58,170
+على الـ evaluation بتروح ترجع تعمل أيش تعمل
+
+269
+00:22:58,170 --> 00:22:58,550
+أيش؟
+
+270
+00:23:01,180 --> 00:23:04,940
+refinement أو fine-tuning للسيستم fine-tuning هو
+
+271
+00:23:04,940 --> 00:23:08,960
+كما قلت أما بتغيير الـ fuzzy sets تعديلها على الـ
+
+272
+00:23:08,960 --> 00:23:13,480
+fuzzy sets أو تعديلها على الـ rules تعديلها على الـ
+
+273
+00:23:13,480 --> 00:23:18,280
+rules هذا
+
+274
+00:23:18,280 --> 00:23:23,680
+المثال أنا بدي أتركه لكم هو عبارة عن system لـ
+
+275
+00:23:23,680 --> 00:23:30,100
+export system لـ maintenance shop أو maintenance
+
+276
+00:23:30,100 --> 00:23:37,020
+department بيجي له أجهزة بتصلح بيشخص المشكلة و
+
+277
+00:23:37,020 --> 00:23:41,600
+بيبدل إذا عرف القطعة اللي هتطلّع بيبدلها الآن الـ
+
+278
+00:23:41,600 --> 00:23:44,760
+system مش هو اللي بيقوم بالتشخيص الـ system بس
+
+279
+00:23:44,760 --> 00:23:48,800
+بيساعد الـ manager أنه دائما الـ spare parts اللي
+
+280
+00:23:48,800 --> 00:23:54,760
+عندهم على الرفوف تبقى أيش كافية لحسب حجم الشغل إذا
+
+281
+00:23:54,760 --> 00:23:59,100
+في كثير أجهزة بتيجي عطلانة أو في حركة كثير معناه
+
+282
+00:23:59,100 --> 00:24:05,500
+ذلك الـ system لازم يعطي مؤشر للمدير إنه بدك تزيد
+
+283
+00:24:05,500 --> 00:24:09,860
+العدد يقول له spare parts إذا العدد خف معناه ذلك
+
+284
+00:24:09,860 --> 00:24:14,380
+بده يخف الـ alert أو التنبيه لـ...فعندك أنت هنا في
+
+285
+00:24:14,380 --> 00:24:18,490
+الـ system هذا في عدة متغيرات اللي هي زي مثلا اللي
+
+286
+00:24:18,490 --> 00:24:22,450
+على أساسها الـ system بيقرر هذه المتغيرات اللي هي
+
+287
+00:24:22,450 --> 00:24:26,910
+linguistic variables الـ average waiting time يعني
+
+288
+00:24:26,910 --> 00:24:31,490
+تخيل أنه في وسيلة نشوف الزبون لما بيجي ويجيب معه
+
+289
+00:24:31,490 --> 00:24:35,630
+جهازه ما بين ما بيدخل وما بين ما بيطلع هذا اسمه
+
+290
+00:24:35,630 --> 00:24:40,570
+الـ waiting time في وسيلة لحساب الزمن هلأ كأنه مثلا
+
+291
+00:24:40,570 --> 00:24:46,120
+يبقى في ticket stand الزبون اللي بيجي بياخد Ticket
+
+292
+00:24:46,120 --> 00:24:50,000
+وبيقعد ماشي وبعدين بنناديه وبعدين بنصلح
+
+293
+00:24:50,000 --> 00:24:54,760
+الجهاز وبعدين لما بيطلع بنسجل وقتاش احنا أنجزنا
+
+294
+00:24:54,760 --> 00:24:58,700
+المهمة فالفرق ما بين دخوله وما بين ما احنا نسجل
+
+295
+00:24:58,700 --> 00:25:02,060
+أنجزنا المهمة هذا هو أيش الـ waiting time تبعه بين
+
+296
+00:25:02,060 --> 00:25:04,720
+حسب الـ average waiting time يعني زبون مرة زبون مرة
+
+297
+00:25:04,720 --> 00:25:07,540
+زبون بتجمعهم وبنحسب أيش الـ average فهذا الـ
+
+298
+00:25:07,540 --> 00:25:10,900
+average و waiting time هذا واحد من المعطيات اللي
+
+299
+00:25:10,900 --> 00:25:15,260
+الـ expert system يستند إليها هو واحد من المواضيع
+
+300
+00:25:15,260 --> 00:25:19,860
+التي تستند الـ Fuzzy Expert System لها في إعطائها
+
+301
+00:25:19,860 --> 00:25:23,120
+هذا الـ Main delay أو اختصارا الـ Repair
+
+302
+00:25:23,120 --> 00:25:27,420
+Utilization Factor of Service Center الـ Repair
+
+303
+00:25:27,420 --> 00:25:32,280
+Utilization Factor هو قد إيش إن فعلا كل واحد من
+
+304
+00:25:32,280 --> 00:25:36,400
+الموظفين الـ utilization تبعه يعني قد إيش بيعمل كم
+
+305
+00:25:36,400 --> 00:25:42,360
+جهاز بيصلحه في الساعة الـ number of servers الـ
+
+306
+00:25:42,360 --> 00:25:44,740
+servers هنا مش الأجهزة يعني الـ servers لأ الـ
+
+307
+00:25:44,740 --> 00:25:47,260
+servers هم الموظفين اللي بيقدموا خدمة التصنيع
+
+308
+00:25:47,260 --> 00:25:51,240
+because الـ servers إحنا بطلنا نفهمها إلا على أساس
+
+309
+00:25:51,240 --> 00:25:55,260
+الـ computer مع إنه هي بالأصل ممكن تبقى الخادم اللي
+
+310
+00:25:55,260 --> 00:25:59,240
+في مطعم ممكن تبقى الموظف اللي بيقدم خدمة في ورش
+
+311
+00:25:59,240 --> 00:26:02,720
+التصنيع أو أي حاجة تانية and initial number of
+
+312
+00:26:02,720 --> 00:26:05,360
+spare parts اللي هو أصلا قطع الغيار المتوفرة
+
+313
+00:26:05,360 --> 00:26:10,180
+قد إيش كانت أصلا في البداية الـ linguistic values
+
+314
+00:26:10,180 --> 00:26:15,480
+الآن إحنا أيش قلنا في الـ list الخطوات اللي
+
+315
+00:26:15,480 --> 00:26:18,940
+بيعملها الـ software إنه يحدد الـ values وبعدين
+
+316
+00:26:18,940 --> 00:26:22,700
+بيقول لك حدد الـ sets وبعدين بيجي دور الـ rules الـ
+
+317
+00:26:22,700 --> 00:26:26,740
+sets هذه مثلا هنا linguistic value اللي هو a value
+
+318
+00:26:26,740 --> 00:26:32,270
+اللي هو الـ mean الذي هو متوسط الانتظار وقت الانتظار
+
+319
+00:26:32,270 --> 00:26:38,230
+هذا له ثلاثة subsets ثلاثة fuzzy sets اللي هو very
+
+320
+00:26:38,230 --> 00:26:40,790
+short و short و medium يعني وقت الانتظار ممكن يبقى
+
+321
+00:26:40,790 --> 00:26:45,230
+very short لأنه ما أخذش وقت على طول أو يبقى short
+
+322
+00:26:45,230 --> 00:26:51,010
+أو يبقى medium okay فالـ...و هذه الرموز هنا وهذه
+
+323
+00:26:51,010 --> 00:26:55,090
+وين بدايتها يعني على الخط هذا
+
+324
+00:26:57,840 --> 00:27:06,740
+من عند الـ 0 إلى الـ 0.3 بيجي اللي هو مين الـ very
+
+325
+00:27:06,740 --> 00:27:16,280
+short ومن عند مين من الـ 0.1 إلى الـ 0.5 بيجي
+
+326
+00:27:16,280 --> 00:27:26,020
+أيش الـ short صح؟ من عند الـ 0.4 إلى الـ 0.7 بيجي أيش
+
+327
+00:27:27,300 --> 00:27:32,050
+اللي هو الـ medium واضح أنا بس عشان أوضح أيش الأرقام
+
+328
+00:27:32,050 --> 00:27:38,610
+هذه وكيف بتعبرها بالـ function هذه ليست rules هذه
+
+329
+00:27:38,610 --> 00:27:41,690
+fuzzy sets إحنا بنعمل الـ set اللي هو العمود الثالث
+
+330
+00:27:41,690 --> 00:27:45,930
+صحيح؟ العمود الثالث باسم الـ set أو اختصار اسمه هاي
+
+331
+00:27:45,930 --> 00:27:50,310
+اسم الـ set وهي اختصاره وهي حدوده حدوده؟ هذا حدوده
+
+332
+00:27:50,310 --> 00:27:54,970
+هم اللي كنت بتعمله وبعدها بتيجي الـ rules الـ fuzzy
+
+333
+00:27:54,970 --> 00:28:00,950
+rules هاي الـ sets إحنا بنينا عليها الكلام ده كله عملنا
+
+334
+00:28:00,950 --> 00:28:03,010
+اللي هو الـ Fuzzy Sets فهي الـ Fuzzy Sets ثم الـ
+
+335
+00:28:03,010 --> 00:28:05,830
+mean delay ثم الـ number of servers هذا كله عبارة
+
+336
+00:28:05,830 --> 00:28:09,270
+عن ترجمة للأرقام اللي هي الحدود اللي في العمود
+
+337
+00:28:09,270 --> 00:28:13,710
+الأخرى بعدها كان يجي اللي هو الـ Fuzzy Rules الـ
+
+338
+00:28:13,710 --> 00:28:16,210
+Fuzzy Rules الآن برضه زي ما قلنا بناء على الـ human
+
+339
+00:28:16,210 --> 00:28:19,590
+experts اللي بيعمل هذا الكلام بده يعطينا الـ rules
+
+340
+00:28:19,590 --> 00:28:23,210
+ممكن يعطينا إياها rules if و then أو يعطينا إياها
+
+341
+00:28:23,210 --> 00:28:25,970
+على شكل الـ matrix هذه الـ matrix هذه اللي
+
+342
+00:28:25,970 --> 00:28:29,490
+لاحظت هي عبارة عن صيغة أخرى للـ rules هذه هنا
+
+343
+00:28:29,490 --> 00:28:35,150
+ما أقول لك بالنسبة لـ main
+
+344
+00:28:35,150 --> 00:28:39,010
+delay و
+
+345
+00:28:39,010 --> 00:28:43,190
+علاقته بالـ main بالـ number of servers إذا الـ main
+
+346
+00:28:43,190 --> 00:28:47,430
+delay كان very short و الـ number of servers كان
+
+347
+00:28:47,430 --> 00:28:56,930
+small يبقى الـ utilization very low
+
+348
+00:29:00,100 --> 00:29:04,260
+ماشي هنا إذا هذا short mean delay وهذا short
+
+349
+00:29:04,260 --> 00:29:09,400
+فبيبقى low واضح فكل واحد من هدول المنطقيّات عبارة
+
+350
+00:29:09,400 --> 00:29:12,700
+عن الـ
+
+351
+00:29:12,700 --> 00:29:15,920
+conclusion تبعت rule عبارة عن rule صح عشان أنا
+
+352
+00:29:15,920 --> 00:29:23,140
+أتوصل لنتيجة إذا الـ mean delay very short وهذا
+
+353
+00:29:23,140 --> 00:29:28,940
+short ف very low اللي هو الـ utilization واضح هذه
+
+354
+00:29:28,940 --> 00:29:35,180
+الـ matrix بتجمع مجموعة من الـ rules تربط ما بين two
+
+355
+00:29:35,180 --> 00:29:41,040
+linguistic variables مع واحد ثالث صح؟ وممكن تلاقي
+
+356
+00:29:41,040 --> 00:29:44,920
+الآن أعبر لك عنها على شكل الـ table الـ table هذا
+
+357
+00:29:44,920 --> 00:29:49,360
+بيجمع عن باطلوا مجموعة من سبعة وعشرين rule هاي
+
+358
+00:29:49,360 --> 00:29:52,780
+تسعة وتسعة وكمان تسعة هذا الـ rule الرقم اللي راح
+
+359
+00:29:52,780 --> 00:29:58,090
+نقوله إذا الـ متغير هذا very short وهذا S وهذا L فـ
+
+360
+00:29:58,090 --> 00:30:03,510
+...الـ...أيش قلنا الـ N؟ هذا كان اختصار لأيش؟ هذا الـ
+
+361
+00:30:03,510 --> 00:30:06,230
+neutralization هذا أيش كان؟ number of spare parts
+
+362
+00:30:06,230 --> 00:30:11,810
+نعم فبقى very small very small لأن الـ...الـ...الـ
+
+363
+00:30:11,810 --> 00:30:15,170
+human...الـ administrator أو الـ manager بدي أستخدم
+
+364
+00:30:15,170 --> 00:30:18,390
+الـ system عشان في الآخر يطلع على الرقم هذا هل الـ
+
+365
+00:30:18,390 --> 00:30:21,790
+number of spare parts كبير ولا صغير وبالنسبة لـ قد إيش
+
+366
+00:30:21,790 --> 00:30:29,020
+عشان يقرر إذا كان يزيد ولا يقلّ له جلّ واضح فالـ
+
+367
+00:30:29,020 --> 00:30:31,860
+rules إحنا ممكن تتعبر على شكل table زي هيك أو على
+
+368
+00:30:31,860 --> 00:30:34,600
+شكل matrix أو على شكل rule base هذا الـ rule base
+
+369
+00:30:34,600 --> 00:30:40,400
+غلبه أنت بتعطيه الـ encoding اللي بتعطيه للـ shell
+
+370
+00:30:40,400 --> 00:30:46,260
+اللي هتستخدمها تمام الآن هذه عبارة عن matrix بس
+
+371
+00:30:46,260 --> 00:30:50,620
+cube يعني عدة matrices متجمعة مع بعض في شكل cube
+
+372
+00:30:50,620 --> 00:30:52,260
+في الحقيقة دي أنا
+
+373
+00:30:55,590 --> 00:31:01,950
+بس الـ matrix هذه عبارة عن أيش الـ two المتغيرين
+
+374
+00:31:01,950 --> 00:31:09,290
+هدول الـ m والـ s الـ matrix هذه أو البعد هذا بدخل
+
+375
+00:31:09,290 --> 00:31:17,890
+الـ variable الثالث يعني بمعنى آخر أنّه تخيل هذا الـ
+
+376
+00:31:17,890 --> 00:31:22,630
+L مخبأ وراء هذا الـ M
+
+377
+00:31:26,710 --> 00:31:33,770
+لأ صراحة دي هي بعض وهي بعض وهي كمان بعض تلات أبعاد
+
+378
+00:31:33,770 --> 00:31:39,950
+لتلات متغيرات واللي مخزن في الخلية الواحدة الخلية
+
+379
+00:31:39,950 --> 00:31:44,950
+الواحدة هي الـ result اللي هي المتغير الرابع صحيح
+
+380
+00:31:44,950 --> 00:31:54,990
+لأ إذا كان الـ mean small والـ servers median والـ
+
+381
+00:31:57,370 --> 00:32:02,670
+Utilization Medium فمعنى ذلك هيتم Small مع Medium
+
+382
+00:32:02,670 --> 00:32:10,630
+مع Medium مع Low مع Medium
+
+383
+00:32:10,630 --> 00:32:16,790
+مع Low فهذا هو الوضع صح؟ Small مع Medium مع High
+
+384
+00:32:16,790 --> 00:32:23,050
+فهذا هو الوضع واضح أنك كيوب يعني أيش بدك كيوب
+
+385
+00:32:23,050 --> 00:32:28,420
+هي ومرقم وموضح عندك الـ cube هذا هو وسيلة للتعبير
+
+386
+00:32:28,420 --> 00:32:33,620
+عن rules الـ conditions تبعتها فيها تلاتة متغيرات
+
+387
+00:32:33,620 --> 00:32:39,720
+والـ result فيها متغير واحد هذا كله بتعمله encoding
+
+388
+00:32:41,550 --> 00:32:45,750
+أما من خلال الـ scratch أو من خلال الـ shell وبعد
+
+389
+00:32:45,750 --> 00:32:49,150
+ذلك يحصل فيه evaluation الـ evaluation هي أداء الـ
+
+390
+00:32:49,150 --> 00:32:52,330
+system يعني نجرب الـ system ونشوف الـ results اللي
+
+391
+00:32:52,330 --> 00:32:57,810
+بيعطينا إياها هل منطقي ولا لو كان في أي إشكاليات على
+
+392
+00:32:57,810 --> 00:33:03,910
+الأداء بنروح وبنغيره لتحسين الـ performance of الـ
+
+393
+00:33:03,910 --> 00:33:08,010
+system we may use additional
+
+394
+00:33:12,140 --> 00:33:17,840
+Additional sets يعني أيش؟ إذا كان فيه بس
+
+395
+00:33:17,840 --> 00:33:22,360
+تلاتة sets ممكن ندخل set رابع يعني بدل مثلا الـ
+
+396
+00:33:22,360 --> 00:33:26,780
+waiting time يبقى short و very short و medium لأ
+
+397
+00:33:26,780 --> 00:33:31,920
+بنضيف لهم أربعة نخليهم مثلا medium و low وبعدين
+
+398
+00:33:31,920 --> 00:33:35,640
+medium و high و short و very short يصيروا أربعة
+
+399
+00:33:35,640
+
+445
+00:37:44,240 --> 00:37:47,080
+مش optimization بقول هي عبارة عن modification
+
+446
+00:37:47,080 --> 00:37:52,720
+تعديل على الـ shape، الـ shape ما تقولش الـ edge لأن هو
+
+447
+00:37:52,720 --> 00:37:55,000
+أكثر من الـ edge، الـ shape هي الـ edge و هي الـ edge و
+
+448
+00:37:55,000 --> 00:37:59,540
+هي الـ edge، صح؟ الـ shape تبع الـ fuzzy set بحيث أنه
+
+449
+00:37:59,540 --> 00:38:05,660
+يُعطي أكثر وصفةً لـ أو أكثر تعبيراً عن الـ linguistic
+
+450
+00:38:05,660 --> 00:38:11,280
+value، الـ stochastic value هو very short، كده كده is
+
+451
+00:38:11,280 --> 00:38:14,960
+كده كده مش اللي بعد الـ is هو الـ value، فالـ shape
+
+452
+00:38:14,960 --> 00:38:18,560
+لازم يكون أكثر تعبيراً عن هذا، عن الـ value، فما أقدرش
+
+453
+00:38:18,560 --> 00:38:23,500
+أستخدم هذا الشيء للـ short و للـ very short، هذا يصلح
+
+454
+00:38:23,500 --> 00:38:28,320
+للـ short، لكن للـ very short بدي أغيره وأبدله تماماً
+
+455
+00:38:28,320 --> 00:38:33,740
+الـ very tall عشان الناس اللي في الـ 180 وما بعدها
+
+456
+00:38:33,740 --> 00:38:38,230
+انتمائهم للـ very tall ضعيف، طولهم بدأوا يخشوا في
+
+457
+00:38:38,230 --> 00:38:41,310
+الطول، بس مش في الـ very tall، صح؟ الـ very tall هو
+
+458
+00:38:41,310 --> 00:38:47,230
+اللي بيفوق بعد الـ 90%، لأن الـ 90% اللي هنا ممكن يبدأ
+
+459
+00:38:47,230 --> 00:38:53,490
+ماخد اسمه عالية من ضمن مجموعة الطول، لكن اسمه مُقرف
+
+460
+00:38:53,490 --> 00:38:56,910
+أضعف من جماعة الـ very tall، انتماء أضعف لجماعة الـ
+
+461
+00:38:56,910 --> 00:38:59,970
+very tall، صح ولا لأ؟ فهذا هو مفهوم التجزئة، والتجزئة
+
+462
+00:38:59,970 --> 00:39:06,580
+هذه لها أشكال أو تحويرات متعارف عليها، طبعاً أنا
+
+463
+00:39:06,580 --> 00:39:11,040
+بقول little، آه little short، و little number of
+
+464
+00:39:11,040 --> 00:39:14,800
+parts، و little مش عارف إيش، تمام، اللي بيصير أنه
+
+465
+00:39:14,800 --> 00:39:20,120
+نفس الـ membership اللي كان في وضع اللي هو المثلث
+
+466
+00:39:20,120 --> 00:39:27,540
+العادي، بدنا نضربه في 1.3، 1.3 أي قيمة، القيمة هذه
+
+467
+00:39:27,540 --> 00:39:32,940
+طبعاً كلها الـ membership من 0 لـ 1، فهي كسور، تخيل لو
+
+468
+00:39:32,940 --> 00:39:40,980
+أنا عندي هنا value، وإيش أقول؟
+
+469
+00:39:40,980 --> 00:39:50,760
+مثلاً نص، 0.5، صح؟ لما أنا آخذ 0.5، أضربها في واحد وثلاثة
+
+470
+00:39:50,760 --> 00:39:55,940
+من عشرة، القيمة هتكبر ولا هتصغر؟ هتصغر، لأن أنا بكسر
+
+471
+00:39:55,940 --> 00:40:03,200
+لأن أقل من واحد، وهذا هو ليه نص
+
+472
+00:40:03,200 --> 00:40:12,290
+أضرب واحد point لها، فهذا الـ line يُعبّر عن إيش؟ القيمة
+
+473
+00:40:12,290 --> 00:40:15,810
+نفسها، الـ membership value نفسها مرفوعة لواحد
+
+474
+00:40:15,810 --> 00:40:19,330
+point ثلاثة، تمام. لو أنا قُلت one point seven،
+
+475
+00:40:19,330 --> 00:40:25,190
+التجويس أو التقاء حاد بيصير أشد ولا لأ؟ okay، لما
+
+476
+00:40:25,190 --> 00:40:31,610
+أقول أضرب اثنين بيصير أشد، أكثر التقاء، فأنا استخدمت
+
+477
+00:40:31,610 --> 00:40:39,130
+هذا الـ power للـ little، وهذا للـ slightly، وهذا للـ very
+
+478
+00:40:39,130 --> 00:40:44,570
+يعني أن أقول very short، كل ما أزيد حدة الـ variable
+
+479
+00:40:44,570 --> 00:40:51,310
+بدي أُقعّرها أكثر، extremely كذلك
+
+480
+00:40:51,310 --> 00:40:56,910
+هل very very very very زيها زي more or less؟ لأ، مش
+
+481
+00:40:56,910 --> 00:41:02,170
+more or less، very very، لأ، very very تقريباً زي
+
+482
+00:41:02,170 --> 00:41:07,090
+extremely، بس أشد حدة من extremely، أما الـ more or
+
+483
+00:41:07,090 --> 00:41:11,390
+less والـ somewhat هم اللي إيش؟ يعني نفس المصطلح في
+
+484
+00:41:11,390 --> 00:41:16,170
+الآخر، دلالته واحدة، أما يقول لك more or less نوعاً ما
+
+485
+00:41:16,170 --> 00:41:21,710
+أو يقول لك somewhat، نفس الشيء، الـ indeed معناها أنت
+
+486
+00:41:21,710 --> 00:41:25,990
+الجماعة هدول اللي جابوا النص اللي بدك تُقعّره، اللي
+
+487
+00:41:25,990 --> 00:41:31,120
+بعد معناه، فبدك تُشدّد على هذه المنطقة اللي هنا
+
+488
+00:41:31,120 --> 00:41:35,180
+بتعطيها membership عالي، واللي على الأطراف بتعطيهم
+
+489
+00:41:35,180 --> 00:41:39,680
+membership منخفضة، فتطلع المعادلة اللي تبعتها، وهنا
+
+490
+00:41:39,680 --> 00:41:44,540
+أنه إذا كان الـ membership value الأصلي تبع المثلث
+
+491
+00:41:44,540 --> 00:41:52,260
+من الـ 0 إلى النص، من الـ 0 إلى النص، فاستخدم
+
+492
+00:41:52,260 --> 00:42:05,820
+اثنين ضرب ميو، ترمية، وإذا كان من النص للواحد استخدم
+
+493
+00:42:05,820 --> 00:42:10,560
+المعادلة الثانية
+
+494
+00:42:15,740 --> 00:42:20,560
+أنا في عندي هنا table بالـ Excel ممكن تطلع عليها
+
+495
+00:42:20,560 --> 00:42:24,580
+حاطيتها على drop box، يعني هو هذا، يعني هذا يكون زي
+
+496
+00:42:24,580 --> 00:42:29,160
+standard للـ linguistics، أيوه، هذه standard
+
+497
+00:42:29,160 --> 00:42:35,280
+mathematical formula للـ
+
+498
+00:42:35,280 --> 00:42:39,880
+linguistic variables، standard mathematical formula
+
+499
+00:42:39,880 --> 00:42:45,970
+أو model للـ linguistic variables، هذا اسمه
+
+500
+00:42:45,970 --> 00:42:51,130
+linguistic values اللي بتوصف الـ fuzzy set، الـ fuzzy
+
+501
+00:42:51,130 --> 00:42:56,210
+set بنوصفه بالـ linguistic values، آه بنقول short
+
+502
+00:42:56,210 --> 00:43:01,650
+طول، وكده، لأن هذه التجزئة تعمل modification، التجزئة
+
+503
+00:43:01,650 --> 00:43:07,470
+هذه لها linguistic terms ولها mathematical اللي
+
+504
+00:43:07,470 --> 00:43:13,200
+يتعبّر عنها على الـ system، واضح؟ فضلاً هنا آخر شيء بعد
+
+505
+00:43:13,200 --> 00:43:19,240
+نقطة التجزئة، الـ operations هذه برضه بعتبرها بدائية
+
+506
+00:43:19,240 --> 00:43:24,760
+لأنه إحنا، إحنا بنعرف الـ sets العادية، أما اللي بقول
+
+507
+00:43:24,760 --> 00:43:28,620
+أنه أنا عندي مجموعة وهي الـ universe، عندي مجموعة هذه
+
+508
+00:43:28,620 --> 00:43:34,440
+A، وهذه نقطة A، صح؟ okay، هذا يسمى complement، هذا
+
+509
+00:43:34,440 --> 00:43:40,580
+بيحتوي على A، تمام، هذا اسمه contained، الكلام هذا في
+
+510
+00:43:40,580 --> 00:43:44,620
+الـ Fuzzy Sets، وهذا الـ intersection تبعهم، وهذا الـ union
+
+511
+00:43:44,620 --> 00:43:48,940
+يعني الـ two sets، intersection تبعهم، لأن هذا الكلام في
+
+512
+00:43:48,940 --> 00:43:51,880
+الـ fuzzy sets، الـ complement، لما نقول أن أنا في الـ
+
+513
+00:43:51,880 --> 00:43:56,480
+crisp sets، الـ complement تبع المجموعة هي العناصر
+
+514
+00:43:56,480 --> 00:44:00,680
+اللي does not belong to هذه المجموعة، الـ complement
+
+515
+00:44:00,680 --> 00:44:03,780
+تبع أي مجموعة هي العناصر اللي مش موجودة، موجودة برا
+
+516
+00:44:03,780 --> 00:44:08,640
+في الـ fuzzy sets ما عنديش أنا جوا وبرا، أنا عندي
+
+517
+00:44:08,640 --> 00:44:13,620
+درجة انتماء، فاللي… ال… الـ complement لـ fuzzy set
+
+518
+00:44:13,620 --> 00:44:21,600
+هو قد إيش الـ elements not belong، قد إيش ما بينتموش، إذا
+
+519
+00:44:21,600 --> 00:44:25,320
+عندي set… عندي element ينتمي للمجموعة، هيكون
+
+520
+00:44:25,320 --> 00:44:31,300
+بينتمي بـ نسبة مثلاً 75%، طب قد إيش لا ينتمي؟ 5%، فهمنا؟
+
+521
+00:44:31,300 --> 00:44:34,960
+نفس الـ elements اللي في ال… في الـ set هم اللي في
+
+522
+00:44:34,960 --> 00:44:38,820
+الـ complement تبعه، بس هتكون انتمائهم اللي انعكس، صح
+
+523
+00:44:38,820 --> 00:44:39,320
+ولا لأ؟
+
+524
+00:44:42,130 --> 00:44:46,990
+درجة الانتماء هي، تغيير لنفس العناصر، نُجمّل على
+
+525
+00:44:46,990 --> 00:44:50,230
+السريع، لأنه مش هنقدر نكمل الـ containment اللي هي
+
+526
+00:44:50,230 --> 00:44:53,070
+في الـ crisp set، which sets belong to which other
+
+527
+00:44:53,070 --> 00:44:57,010
+sets، الـ set، إيه العناصر اللي موجودة في هذا الـ set، و
+
+528
+00:44:57,010 --> 00:45:02,890
+أيضاً موجودة في اللي أكبر منه، في الـ fuzzy، which sets
+
+529
+00:45:02,890 --> 00:45:07,310
+belong to other sets، أي set موجود في اللي هو السلسلة
+
+530
+00:45:07,310 --> 00:45:11,790
+الثانية، عموماً هذا الكلام بتركه لكم، ترجعوا له، وبرضه
+
+531
+00:45:11,790 --> 00:45:15,730
+كمان لما كنا بنأخذ الـ minimum والـ maximum، دلالته
+
+532
+00:45:15,730 --> 00:45:19,610
+جاية من هنا، من الـ operations هذه، ليش كنا بنأخذ الـ
+
+533
+00:45:19,610 --> 00:45:22,110
+minimum في الـ unions، وبنأخذ الـ maximum في الـ
+
+534
+00:45:22,110 --> 00:45:25,650
+intersections، لأن دلالة الـ intersection ودلالة الـ
+
+535
+00:45:25,650 --> 00:45:33,230
+unions هي اللي فرضت ذلك، طيب هيك إحنا عملياً، وهنا
+
+536
+00:45:33,230 --> 00:45:38,610
+بحكي عن تمثيل، تمثيل الـ operations بشكل visual، تُسمى
+
+537
+00:45:38,610 --> 00:45:41,430
+لو إحنا بنمثّل الـ knot والـ complement والـ union
+
+538
+00:45:41,430 --> 00:45:45,230
+بشكل الـ Venn diagrams، هنا بنمثّل الـ fuzzy
+
+539
+00:45:45,230 --> 00:45:49,430
+operations، طيب okay، هيك إحنا بيكونوا عاملين، أجمّلنا
+
+540
+00:45:49,430 --> 00:45:54,790
+اللي بدنا إياه بالنسبة للـ fuzzy rule based express
+
+541
+00:45:54,790 --> 00:45:55,310
+systems
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..0dfddb1d10956770ea9209bf48cc501f9a8413c4
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_postprocess.srt
@@ -0,0 +1,2164 @@
+1
+00:00:21,380 --> 00:00:24,880
+طيب ماشي بسم الله الرحمن الرحيم المحاضرة هذه ان
+
+2
+00:00:24,880 --> 00:00:27,420
+شاء الله بنكمل الكلام اللي كنا بالينا في المحاضرة
+
+3
+00:00:27,420 --> 00:00:31,280
+الفاتة اللي هو بالتحديد ال fuzzy inference
+
+4
+00:00:31,280 --> 00:00:35,200
+باستخدام الممداني method بنكمله اللي هو احنا
+
+5
+00:00:35,200 --> 00:00:40,160
+تقريبا وصلنا لنهاية تقريبا و بعدين بنشوف نفس ال
+
+6
+00:00:40,160 --> 00:00:43,960
+inferenceبس باستخدام بيشوفوا أيضا يعني fuzzy
+
+7
+00:00:43,960 --> 00:00:47,760
+inference بس باستخدام صيجينو الصيجينو method بعد
+
+8
+00:00:47,760 --> 00:00:52,400
+كده بنرجع على النقطتين اللي فلطلهم من البداية
+
+9
+00:00:52,400 --> 00:00:56,980
+بداية ال chapter اللي هو ما كنا ذكرنا فيه موضوع
+
+10
+00:00:56,980 --> 00:01:02,540
+اللي هو ال fuzzy sets المقدمة
+
+11
+00:01:02,540 --> 00:01:05,340
+في البداية ال fuzzy sets بنحكي عن اللي هو فيه اللي
+
+12
+00:01:05,340 --> 00:01:06,060
+هو operations
+
+13
+00:01:09,190 --> 00:01:12,650
+on الفرق التامة الفظيسيوسيوم بعدين فيه اذا بتذكروا
+
+14
+00:01:12,650 --> 00:01:20,310
+المفهوم الهجز اذا بتذكروا مصطلح هذا تمام و اعتقد
+
+15
+00:01:20,310 --> 00:01:26,770
+في الآخر برضه تمام في ياش بس
+
+16
+00:01:26,770 --> 00:01:30,810
+بالتحديد هم هدول النقطتين هرجعلهم من ياش من
+
+17
+00:01:30,810 --> 00:01:36,780
+lecture أربعة okay لإن احنا بنكمل lecture خمسةمن
+
+18
+00:01:36,780 --> 00:01:41,920
+عند اللى هو نهاية الممدانى fuzzy inference ممدانى
+
+19
+00:01:41,920 --> 00:01:45,040
+fuzzy inference ايش كنا وصلنا لوين احنا بالظبط
+
+20
+00:01:45,040 --> 00:01:52,360
+خلصناها للنقطة اللى هو حساب او ال defuzzification
+
+21
+00:01:52,360 --> 00:01:57,540
+اللى هو حساب ال balance point اللى هي عندها اللى
+
+22
+00:01:57,540 --> 00:02:01,820
+هي على أساسها اللى هي في النهاية خلاصة ال
+
+23
+00:02:01,820 --> 00:02:04,880
+conclusion تبع ال system
+
+24
+00:02:16,010 --> 00:02:21,810
+الخطوات كيف كانت الخطوات الأولى كانت انه احنا بتتم
+
+25
+00:02:21,810 --> 00:02:23,690
+ال classification ال classification اللي هو احنا
+
+26
+00:02:23,690 --> 00:02:27,310
+بناخد ال input ال crisp input اللي هو Y1 و X1
+
+27
+00:02:27,720 --> 00:02:33,220
+وبنشوف انتمائهم الى different fuzzy sets اللي هم
+
+28
+00:02:33,220 --> 00:02:38,820
+بالتحديد ال X1 انتمائها ال E1
+
+29
+00:02:38,820 --> 00:02:45,280
+E2 E3 وY1 انتمائها ال E1 وE2 بعدها بيجي ال rule
+
+30
+00:02:45,280 --> 00:02:49,880
+evaluation نشوف من من ال rules الان can fire وإيش
+
+31
+00:02:49,880 --> 00:02:53,200
+ال conclusions اللي بتطلع معنا ال conclusions اللي
+
+32
+00:02:53,200 --> 00:02:56,120
+بتطلع معنا هذه برضه بنعملها evaluation من ناحية
+
+33
+00:02:56,120 --> 00:03:02,340
+إيشال .. ال .. ال .. ال fuzzy value تبع حقوق ال
+
+34
+00:03:02,340 --> 00:03:07,680
+conclusion لها fuzzy value مظبوط بناء على ال fuzzy
+
+35
+00:03:07,680 --> 00:03:10,260
+values تبعية ال conditions شو هو؟ حتى لو كان صفر
+
+36
+00:03:10,260 --> 00:03:14,780
+حتى لو كان صفر بالظبط okay و قولنا كيف نتعامل لما
+
+37
+00:03:14,780 --> 00:03:19,040
+نكون ال condition بيربط antecedence متعددة بال or
+
+38
+00:03:19,040 --> 00:03:23,590
+أو بال and و ناخد ال minimum و ناخد ال maximumوهذا
+
+39
+00:03:23,590 --> 00:03:27,790
+تقريبا ال slide بتلخص التلاتة بتلخص ال inference
+
+40
+00:03:27,790 --> 00:03:30,730
+اللى حصل بناء على التلاتة rules ومو الواحد ومو
+
+41
+00:03:30,730 --> 00:03:35,710
+الاثنين ومو التلاتة واخدنا ال conclusions التلاتة
+
+42
+00:03:35,710 --> 00:03:39,790
+هذه الان بنعملها aggregation للتلاتة هدولة بنعملهم
+
+43
+00:03:39,790 --> 00:03:47,170
+aggregation ندمج هذا مع هذا مع الاول استنتاجات
+
+44
+00:03:47,170 --> 00:03:49,290
+التلاتة تبع ال rules ندمجهم مع بعض
+
+45
+00:03:52,630 --> 00:03:59,530
+الان هرجى الى ال slide اللى راحت بعدها بروح ال
+
+46
+00:03:59,530 --> 00:04:04,930
+aggregation اللى حكيت فيه اتوا بعدها بروح عشان
+
+47
+00:04:04,930 --> 00:04:09,210
+ناتج ال aggregation دمجنا التلاتة results في
+
+48
+00:04:09,210 --> 00:04:12,130
+result واحدة اللى بعدها اخر خطوة اللى هى de
+
+49
+00:04:12,130 --> 00:04:16,170
+-fuzzification اللى بنستخدمها فيها ال center of
+
+50
+00:04:16,170 --> 00:04:21,090
+gravity technique لاستخلاص crisp value من الفuzzy
+
+51
+00:04:21,580 --> 00:04:26,360
+region or regional fuzzy set center of gravity هو
+
+52
+00:04:26,360 --> 00:04:33,820
+ان احنا بناخد كافة ال .. بناخد ال group ال ..
+
+53
+00:04:33,820 --> 00:04:39,760
+الرزق المدمجة و بنشوف وين اه ال steps طبعا خلي
+
+54
+00:04:39,760 --> 00:04:43,360
+بالك احنا هنا عملنا segmentation على اساس من 0 ل
+
+55
+00:04:43,360 --> 00:04:46,740
+10 و 10 ل 20 يعني ال step واحدة عشرة انت ممكن
+
+56
+00:04:46,740 --> 00:04:52,010
+تخليها ياش .. تخليها اقل ممكن تخليها خمساتخمسات
+
+57
+00:04:52,010 --> 00:04:55,790
+بيعطيك دقة اكتر صح ولا لا؟ المواقع اللي زي هذه
+
+58
+00:04:55,790 --> 00:05:03,010
+بيحصل من هنا على اشي ينضم لهذه المجموعة و اشي تاني
+
+59
+00:05:03,010 --> 00:05:08,590
+ينضم الى مجموعة اخرى فانت كده بتزغر ال stepping
+
+60
+00:05:08,590 --> 00:05:13,600
+كده بتاخد دقة اكتر بس بتزود على حالك calculationفي
+
+61
+00:05:13,600 --> 00:05:16,540
+المسائل اللي بتجيك في الامتحان و لا كده بنحاول
+
+62
+00:05:16,540 --> 00:05:21,040
+نبسط ال calculation عشان احنا مش بناخبرك فيه بتعرف
+
+63
+00:05:21,040 --> 00:05:24,800
+تجمع و تسأل و تطرح ناخبرك انك انت فاهم التقنية ولا
+
+64
+00:05:24,800 --> 00:05:31,160
+لا okay ال .. ال .. فلت انا ال slide اللي فلتتها
+
+65
+00:05:31,160 --> 00:05:35,960
+اللي هي موضوع ال clipping و ليش و ال scaling ال
+
+66
+00:05:35,960 --> 00:05:41,160
+clipping و ال scaling احنا الآن لما نجينا على مثال
+
+67
+00:05:41,160 --> 00:05:48,050
+.. نصيبنا مثالعلى C2 وقلنا انه بناء على ال rules
+
+68
+00:05:48,050 --> 00:05:50,850
+او بناء على ال rule رقم ما اعتقد كانت واحدة او
+
+69
+00:05:50,850 --> 00:05:57,070
+اتنين مش فاكر ال rule هتجرأت ليه ان Z تنتمي على C2
+
+70
+00:05:57,070 --> 00:06:02,790
+بنسبة 0.2 مزموط فروحنا و حطينا الخط هذا هذا احنا
+
+71
+00:06:02,790 --> 00:06:10,030
+اكتصصنا من كافة ال fuzzy space كله واخدنا منه 20%
+
+72
+00:06:11,720 --> 00:06:16,320
+أسلوب آخر لنفس
+
+73
+00:06:16,320 --> 00:06:23,280
+الشيء هو نعمل rescaling هذا اسمه clipping نعمل
+
+74
+00:06:23,280 --> 00:06:29,180
+rescaling لأن الشكل نفسه هذا يحدد شكل ال function
+
+75
+00:06:29,180 --> 00:06:35,160
+شكل ال fuzzy function نعمل rescaling بنسبة 20%
+
+76
+00:06:35,160 --> 00:06:42,120
+كإنه صورة و بدك تصغرها أو صورة بدك تضغطهابسكيل هذا
+
+77
+00:06:42,120 --> 00:06:47,000
+اللي هو من 0 ل 1 بيصير تضغطه
+
+78
+00:06:47,000 --> 00:06:52,760
+إلى 20% فإيش بيصير عندما ينضغط بيصير شكله زي هذا
+
+79
+00:06:52,760 --> 00:06:59,360
+هو عندك الفاضي ال region اللي نتجت عن ال rule ال
+
+80
+00:06:59,360 --> 00:07:04,790
+mark بعد كده تدمج هذا الشكل مع الشكلاللي بيطلع
+
+81
+00:07:04,790 --> 00:07:08,710
+معاك من ال rules الأخرى وبتدمجوا مع بعض وبترجع
+
+82
+00:07:08,710 --> 00:07:12,530
+بتكمل الطريقة اللي هي حساب ال center of gravity
+
+83
+00:07:12,530 --> 00:07:17,330
+لكن احنا للتبسيط يعني بالنسبالك انت لو الكلام هذا
+
+84
+00:07:17,330 --> 00:07:22,070
+بينعمل computerized انت مش هتفرج معاك انه تعملها
+
+85
+00:07:22,070 --> 00:07:26,290
+clipped يعني الرزا ال output تعمله clipping تقص
+
+86
+00:07:26,290 --> 00:07:31,350
+لعين ده 20% ولا تعمل scaling down to 20% مش هتفرج
+
+87
+00:07:31,350 --> 00:07:35,870
+لأن ال computer هو اللي هيحزبهو اللي هيحسب الشكل
+
+88
+00:07:35,870 --> 00:07:40,230
+هذا كيف هيكون بعد ال scaling وهو اللي هيحسب كيف
+
+89
+00:07:40,230 --> 00:07:44,010
+هيكون بال clipping صح ولا لأ طبعا هذا هيكون في
+
+90
+00:07:44,010 --> 00:07:47,730
+calculation اكتر على ال computer من هذا المهم انه
+
+91
+00:07:47,730 --> 00:07:52,850
+احنا في الأمثلة اللي بنتدرب عليها بنبسط القمر
+
+92
+00:07:52,850 --> 00:07:57,690
+بناخد اشي زي clipping انما عمليا لما بدك انت تبرمج
+
+93
+00:07:57,690 --> 00:08:02,370
+القمر هذا بروح بتصمم function اللي تعملتعمل
+
+94
+00:08:02,370 --> 00:08:05,690
+Scaling ويبقى الـ Option متاح لمن؟ للـ User هو
+
+95
+00:08:05,690 --> 00:08:10,770
+اللي ينفذ عملية استنتاج الهدا بالـ Clipping أو
+
+96
+00:08:10,770 --> 00:08:16,490
+بالـ Scaling طيب، نرجع نكمل الآن فهمنا الـ
+
+97
+00:08:16,490 --> 00:08:19,690
+Aggregation المقصود بيه الدمج كل الـ Outputs تبعد
+
+98
+00:08:19,690 --> 00:08:22,750
+كل ال Rules مع بعض في Region واحدة ال Region هذه
+
+99
+00:08:22,750 --> 00:08:30,110
+الآن من عملها De-Fossification okay خلاص الآننفس
+
+100
+00:08:30,110 --> 00:08:35,250
+ال method نفس ال method بس بيختلف عنها اللي هو انه
+
+101
+00:08:35,250 --> 00:08:43,890
+في ال subunit of a fuzzy inference ال
+
+102
+00:08:43,890 --> 00:08:53,730
+fuzzy values اللي احنا نستخدمه
+
+103
+00:08:53,730 --> 00:08:58,760
+بدل من يكون فيه عندي ال fuzzy functionالـ Fuzzy
+
+104
+00:08:58,760 --> 00:09:01,120
+Function تبع الـ output بدل ما هي عبارة عن مجموع
+
+105
+00:09:01,120 --> 00:09:06,660
+من الـ Fuzzy Sets هي Fuzzy Samples هدول الان K1,
+
+106
+00:09:06,900 --> 00:09:12,680
+K2, K3 هي Fuzzy Samples الآن لما احنا بنستنتج ال
+
+107
+00:09:12,680 --> 00:09:17,240
+conclusion تبعت ان انا علىقول معين بنستنتج ال
+
+108
+00:09:17,240 --> 00:09:24,920
+conclusion ان Z is بنقول ليش الان is C1, is C2, is
+
+109
+00:09:24,920 --> 00:09:31,120
+C3 بنقول is K1, K2 أو K3وبرضه بالنسبة كامه K1 و K2
+
+110
+00:09:31,120 --> 00:09:33,460
+و K3 و K4 و K5 و K6 و K7 و K8 و K9 و K10 و K10 و
+
+111
+00:09:33,460 --> 00:09:37,500
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+112
+00:09:37,500 --> 00:09:44,000
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+113
+00:09:44,000 --> 00:09:44,040
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+114
+00:09:44,040 --> 00:09:54,220
+K10 و K10 و K10
+
+115
+00:09:54,220 --> 00:09:58,180
+و K10
+
+116
+00:09:58,180 --> 00:10:04,010
+وكذا او كذا فz is k1 اي كي واحد او اي sample كي
+
+117
+00:10:04,010 --> 00:10:11,130
+واحد هذا الرقم الان بدي اخد من كي واحد على ارتفاع
+
+118
+00:10:11,130 --> 00:10:16,670
+0.1 okay و بدي اخد الان اللي انا اقول اتنين اللي
+
+119
+00:10:16,670 --> 00:10:23,690
+بتقوللي is k2 ب0.2 بدي اخد الان من k2 على ارتفاع 0
+
+120
+00:10:23,690 --> 00:10:28,970
+.2الرولي بتاعة بتقول لي z is k ثلاثة بنسبة نص
+
+121
+00:10:28,970 --> 00:10:33,670
+فبتاخد مين k ثلاثة بنسبة خمس نتر مين بعد هيك بتعمل
+
+122
+00:10:33,670 --> 00:10:36,890
+aggregation لمين لل samples في ال sample اللي طلع
+
+123
+00:10:36,890 --> 00:10:39,890
+معايا تبع k واحد و ال sample تبع k اتنين و السبب
+
+124
+00:10:39,890 --> 00:10:44,560
+تبع k ثلاثةهذه هي ال aggradation نفس الأشياء احنا
+
+125
+00:10:44,560 --> 00:10:49,040
+قلنا ال method واحدة بس اللي اختلف انه في الممداني
+
+126
+00:10:49,040 --> 00:10:52,920
+ال output معبر عنه ب fuzzy sets او fuzzy function
+
+127
+00:10:52,920 --> 00:10:56,900
+وعندما في ال cygino معبر عنه ب fuzzy samples ال
+
+128
+00:10:56,900 --> 00:11:00,020
+samples هي ال case واحد و اتنين و اتنين و تلاتة
+
+129
+00:11:00,020 --> 00:11:04,620
+فكيف انا مدمج على هذا الأساس انه صار في اندي ال
+
+130
+00:11:04,620 --> 00:11:10,850
+fuzzy output عبارة عن تلاتة samplesكل واحد له
+
+131
+00:11:10,850 --> 00:11:14,930
+موضوع يعني يعبر عن قيمة معينة كي واحد يعبر عن قيمة
+
+132
+00:11:14,930 --> 00:11:21,030
+0.2 كي اتنين يعبر عن 0.5 و هذا 0.8 موضوع حدي موضوع
+
+133
+00:11:21,030 --> 00:11:24,190
+اليك في المثل او انت اصلا يعني يوم انك تعمل فظيه
+
+134
+00:11:24,190 --> 00:11:27,950
+solution انت بتحدد ال case هذا بناء على ال expert
+
+135
+00:11:27,950 --> 00:11:31,350
+ال human expectation اللي بقولك المهم الآن بعدين
+
+136
+00:11:31,350 --> 00:11:34,870
+كيف نعمل defuzz هذا aggregation ولا لأ جمعنا ال
+
+137
+00:11:34,870 --> 00:11:38,550
+samples في مجموعة واحدة كيف نعمل defuzzification
+
+138
+00:11:39,100 --> 00:11:51,640
+هذه هي الوصولة للإعصار كل سامبل نضربه في Aش لأن
+
+139
+00:11:51,640 --> 00:12:04,460
+K1 K2 K3 0.2 0.8 0.5 ممكن يكون التدريج من 0 ل100
+
+140
+00:12:04,460 --> 00:12:13,780
+ليس من 0 ل1هذه هي قيمة الـ Sample قيمته
+
+141
+00:12:13,780 --> 00:12:19,960
+هو في حد ذاته مضمون في نسبته نسبته هي من أين أتيت
+
+142
+00:12:19,960 --> 00:12:31,720
+من ال rule من الاستنتاج K1 كانت نسبته 0.1 K2
+
+143
+00:12:31,720 --> 00:12:32,520
+كانت نسبته
+
+144
+00:12:45,260 --> 00:12:50,560
+صح مش هم هيك كانوا انا ارجع لل slide ال K1 0.1 و
+
+145
+00:12:50,560 --> 00:12:56,740
+K2 0.2 و 0.5 ماشي فانت بدك تفهم ان ال sample نفسه
+
+146
+00:12:56,740 --> 00:13:03,840
+له قيمة و هدوله النسب هي زي weights او أوزان لل
+
+147
+00:13:03,840 --> 00:13:08,320
+sample فعشان اعمل aggregation بضرب كل sample قيمته
+
+148
+00:13:08,320 --> 00:13:12,300
+في الوزن تبعه في value تبعه في ال weight تبعه يعني
+
+149
+00:13:12,300 --> 00:13:21,260
+بيصير عندي weighted sumW ضرب ال value W1 في value
+
+150
+00:13:21,260 --> 00:13:28,960
+1 زائد W2 في value 2 ماشي الان ال weight هو أبعاد
+
+151
+00:13:28,960 --> 00:13:38,780
+الميو اللي هو ال membership صح ميو ميو
+
+152
+00:13:38,780 --> 00:13:45,410
+درجة انتماء ال output ل K1ميو كتنين درجة انتماء ال
+
+153
+00:13:45,410 --> 00:13:49,210
+output لكتنين ميو كتلتر درجة انتماء ال output
+
+154
+00:13:49,210 --> 00:13:54,810
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+155
+00:13:54,810 --> 00:14:00,290
+output لكتلتر درجة انتماء ال output لكتلتر درجة
+
+156
+00:14:00,290 --> 00:14:01,650
+انتماء ال output لكتلتر درجة انتماء ال output
+
+157
+00:14:01,650 --> 00:14:01,670
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+158
+00:14:01,670 --> 00:14:01,710
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+159
+00:14:01,710 --> 00:14:05,110
+output
+
+160
+00:14:05,110 --> 00:14:09,410
+لكتلتر
+
+161
+00:14:09,410 --> 00:14:14,500
+درجة انتماء ال output لكتلتالأوزان بيطلع عندى الآن
+
+162
+00:14:14,500 --> 00:14:21,160
+هدى
+
+163
+00:14:21,160 --> 00:14:25,020
+أبقى عن الأوزان ميو كواحد ممكن نام ميو كتلات
+
+164
+00:14:25,020 --> 00:14:29,680
+الأوزان مش ال values ال values هي كل واحد وين واجف
+
+165
+00:14:29,680 --> 00:14:33,440
+على ال scale تبع كل sample وين واجف هل بيكونوا
+
+166
+00:14:33,440 --> 00:14:37,180
+يعطياني الأوزان؟ أه طبعا لأ الأوزان لأ الأوزان
+
+167
+00:14:37,180 --> 00:14:42,110
+هادى اللى نحنا استنتجناهامهي ال ميو هي الأوزان
+
+168
+00:14:42,110 --> 00:14:45,650
+اللي طلعت من الروس ال value اه ال value هي اللي
+
+169
+00:14:45,650 --> 00:14:53,070
+بتجيب عليك انه بتحط علم هذي همارة عن الانهي ال
+
+170
+00:14:53,070 --> 00:14:57,970
+sample function تبع ال output زي ما انه احنا في
+
+171
+00:14:57,970 --> 00:15:02,990
+الممداني هيبقى معطى اليك هيبقى معطى اليك ال
+
+172
+00:15:02,990 --> 00:15:06,470
+functions كلهم ال functions تبع ال input و ال
+
+173
+00:15:06,470 --> 00:15:10,830
+fuzzy functions تبع ال input او ال inputs و
+
+174
+00:15:10,830 --> 00:15:13,710
+الفuzzy functions تبع ال output وين هم الفuzzy هنا
+
+175
+00:15:13,710 --> 00:15:20,770
+في هذا الشكل وين الفuzzy functions ثانى شوية
+
+176
+00:15:26,100 --> 00:15:29,980
+هذه الـ fuzzy function تبعت ال input X وهذه تبعت
+
+177
+00:15:29,980 --> 00:15:32,120
+ال input Y هذين هم الـ two fuzzy functions تبعت ال
+
+178
+00:15:32,120 --> 00:15:37,020
+input ومعهم ايضا ايضا انا موضع الي ال fuzzy
+
+179
+00:15:37,020 --> 00:15:42,300
+function تبعت ال output صح؟ نفس الاشياء هيجيك لو
+
+180
+00:15:42,300 --> 00:15:46,620
+انت بتعملها بالسبيل و methodبس اللي هيختلف انه هنا
+
+181
+00:15:46,620 --> 00:15:49,360
+بدلا من يعطيك ال function هذي يعطيك ال sample ال
+
+182
+00:15:49,360 --> 00:15:53,280
+sample function ال sample function كل K معروف
+
+183
+00:15:53,280 --> 00:16:06,120
+الموضوع تبعها واضح؟ فأصبح الأن لاحظ
+
+184
+00:16:06,120 --> 00:16:11,700
+أن اللقم هذا قريب منهذا الوقم اللي حسبناه
+
+185
+00:16:11,700 --> 00:16:16,500
+بالممداني اللي كان سبعة ستين اربعة و عشرة هنا خمسة
+
+186
+00:16:16,500 --> 00:16:25,660
+و ستين لان
+
+187
+00:16:25,660 --> 00:16:29,080
+لو احنا بنسأل متى استخدم الممداني و متى استخدم
+
+188
+00:16:29,080 --> 00:16:35,240
+السوينو بتالي واضح الإجابة اهم فرق بين ال two
+
+189
+00:16:35,240 --> 00:16:40,200
+techniques ايش هو انه يكون معلومة قيمةو هناك برضه
+
+190
+00:16:40,200 --> 00:16:44,540
+معلومة ايش
+
+191
+00:16:44,540 --> 00:16:52,120
+اختلف هذا ايش بيأثر على ال method يعني هل مثلا
+
+192
+00:16:52,120 --> 00:16:57,480
+بيأثر على زمن ال execution time لو انا جاعد معايا
+
+193
+00:16:57,480 --> 00:17:04,170
+هنا samples و بحسب ال weighted averageهل بيبقى
+
+194
+00:17:04,170 --> 00:17:09,650
+أسرع ولا أبطأ من لو أنا عندي sets و ال sets هجي ع
+
+195
+00:17:09,650 --> 00:17:14,650
+شكل regions بدي أوحد ما بينهم و بعدين أطلع هذا
+
+196
+00:17:14,650 --> 00:17:19,850
+أسرع صراحة هذا انا عملية انا عملية تلت عمليتين جمع
+
+197
+00:17:19,850 --> 00:17:26,370
+كل واحد تحتوي على عملية طلب مظبوطو بعدين تلت عملية
+
+198
+00:17:26,370 --> 00:17:35,030
+جامعة تحت و قسمة إنما هناك أنا بدي أخفف بدي أوسع
+
+199
+00:17:35,030 --> 00:17:40,230
+الفرق ما بين ال samples برضه على أساس أخفف عن حالي
+
+200
+00:17:40,230 --> 00:17:43,750
+يعني إذا بدي دقة أكتر بدي أجلل المسافة و أكتر
+
+201
+00:17:43,750 --> 00:17:48,630
+العينات اللي باخدها فأصبح إن الممداني method is
+
+202
+00:17:48,630 --> 00:17:51,790
+widely accepted for capturing exponentials and
+
+203
+00:17:51,790 --> 00:17:57,690
+allows us to describe themإلا إنه however ماندالين
+
+204
+00:17:57,690 --> 00:18:01,650
+type fuzzy influence entails يعني يترتب عليه
+
+205
+00:18:01,650 --> 00:18:07,850
+substantial computational burden عاوز أبقى أكتر on
+
+206
+00:18:07,850 --> 00:18:10,410
+the other hand السوجينو method تمام
+
+207
+00:18:10,410 --> 00:18:14,550
+computationally effective يعني أقل تكلفة
+
+208
+00:18:14,550 --> 00:18:18,170
+computationally وبالتالي فهي أفضل في مسائل ال
+
+209
+00:18:18,170 --> 00:18:21,470
+optimization و ال adaptive techniques اللي مش
+
+210
+00:18:21,470 --> 00:18:25,580
+محتاجةالدقة عالية جدا ما هي محتاجة أياش سرعة لإن
+
+211
+00:18:25,580 --> 00:18:28,260
+ال optimization بيحصل في calculations على
+
+212
+00:18:28,260 --> 00:18:33,500
+iterations كتيرة أكتر من مرمى بدك انت تطلع نتيجة
+
+213
+00:18:33,500 --> 00:18:38,480
+وبعدين تروح تعدل عشان تحسن وتقترب تدريجيا من فهذا
+
+214
+00:18:38,480 --> 00:18:41,980
+بده computations عالية فبالتالي answer بقيله اللي
+
+215
+00:18:41,980 --> 00:18:48,560
+هو ال method اللي فيها computation again احنا
+
+216
+00:18:48,560 --> 00:18:56,770
+الآنالسلايد هذه تجميل ال process ككل ال process ل
+
+217
+00:18:56,770 --> 00:19:01,970
+developing fuzzy express system انه احنا معانين
+
+218
+00:19:01,970 --> 00:19:08,750
+باولا اللي هو انت لو بدك تبدي fuzzy express system
+
+219
+00:19:08,750 --> 00:19:13,570
+لproblem لسه ما يعني ما نعملهاش system انت بدك
+
+220
+00:19:13,570 --> 00:19:17,750
+عندك قضية في الحياة العملية و بدك تعمللها express
+
+221
+00:19:17,750 --> 00:19:23,480
+system فانتمطلوب منك ان هو تحدد ال linguistic
+
+222
+00:19:23,480 --> 00:19:27,520
+variables شوية المتغيرات اللى بده تاخد fuzzy
+
+223
+00:19:27,520 --> 00:19:32,600
+values هذا ابتدائها قدام ال rules بتيجي يعني ال
+
+224
+00:19:32,600 --> 00:19:37,440
+rules اللى بده تمسك المتغيرات هذا ويقول إذا
+
+225
+00:19:37,440 --> 00:19:43,070
+المتغير كذا كذا then المتغير هذا بيكون كذاهذا
+
+226
+00:19:43,070 --> 00:19:45,690
+لاحقا في الأول بدك تاخد اللي هو العناصر الأساسية
+
+227
+00:19:45,690 --> 00:19:49,870
+اللي على أساسها بترتب ال decision كيف ال human
+
+228
+00:19:49,870 --> 00:19:56,390
+expert بيفكر بفكر بناء على متغيرات أساسية
+
+229
+00:19:56,390 --> 00:20:00,170
+المتغيرات الأساسية هي اللي بدك تحصرها وتحصر أيش
+
+230
+00:20:00,170 --> 00:20:06,510
+القيم المحتملة تبعتها فهذا أولا you need to define
+
+231
+00:20:06,510 --> 00:20:09,950
+the linguistic premise طبعا مرة أخرى انا بقولك في
+
+232
+00:20:09,950 --> 00:20:15,410
+امتحان هيجيلك الproblem well defined بس انت you
+
+233
+00:20:15,410 --> 00:20:20,170
+have to run ال method وتورين ال calculations بس لو
+
+234
+00:20:20,170 --> 00:20:24,450
+انت بدك تبني system من scratch يعني من الصفر ماذا
+
+235
+00:20:24,450 --> 00:20:27,570
+لك انت you will have to as a knowledge engineer
+
+236
+00:20:27,570 --> 00:20:32,350
+بدك ت define ال linguistic variables بدك لكل
+
+237
+00:20:32,350 --> 00:20:34,850
+linguistic variable تحدد ايش ال sets تبعته يعني
+
+238
+00:20:34,850 --> 00:20:44,270
+مثلا Y ولا X هل هم twoهل بالضرورة تلاتة six ولا
+
+239
+00:20:44,270 --> 00:20:48,250
+أكتر ولا أجانب يعني ممكن يبقى تلاتة ممكن يبقى
+
+240
+00:20:48,250 --> 00:20:50,830
+اتنين انت بدأت تحددها برضه بناء على ال human
+
+241
+00:20:50,830 --> 00:20:53,910
+expert اللي بيقولك ان هذا المتغير عادة بيكون يا
+
+242
+00:20:53,910 --> 00:21:00,070
+اما طول يا اما short بس او طول medium short بعد
+
+243
+00:21:00,070 --> 00:21:04,110
+هيك ال rules برضه هذا يعني لغاية الآن هنا كل هذا
+
+244
+00:21:04,490 --> 00:21:09,650
+استنادا او بالتنسيق مع الـ human expert صح انك انت
+
+245
+00:21:09,650 --> 00:21:14,310
+elicit and construct ال fuzzy rules ال fuzzy rules
+
+246
+00:21:14,310 --> 00:21:18,110
+انت لما بتعملها في البداية مش مضرور تبقى دقيقة جدا
+
+247
+00:21:18,110 --> 00:21:22,670
+يعني ممكن بعد تجربة ال system واكتشاف وين المشاكل
+
+248
+00:21:22,670 --> 00:21:26,630
+اللي فيه وقدش دقة الأداء تبعه تروح تعدل اضيف rules
+
+249
+00:21:26,630 --> 00:21:31,730
+جديدة تحذف rules مالهاش اي لازمة اضيف برضه كمان في
+
+250
+00:21:31,730 --> 00:21:36,040
+المتغيرات ولا في ال sets وتعدل في ال setsIn code
+
+251
+00:21:36,040 --> 00:21:42,080
+الكلام على كله ال process و ال procedures كلها في
+
+252
+00:21:42,080 --> 00:21:45,840
+البرنامج اللى هتستخدمه او اللى هتصممه لان انت ممكن
+
+253
+00:21:45,840 --> 00:21:49,820
+تصمم ال system كله بال scratch بال Java و لا بال C
+
+254
+00:21:49,820 --> 00:21:54,760
+و لا بال C++ او تستخدم بعض ال shells اللى جاهزة
+
+255
+00:21:54,760 --> 00:21:57,860
+لبناء ال express systems و اللى بتعتمد على rule
+
+256
+00:21:57,860 --> 00:22:02,300
+based فانت تدخل ال rules هذه و تدخل ال variables و
+
+257
+00:22:02,300 --> 00:22:06,340
+تدخل ال setsبناء على تصميم البرنامج البرنامج هو
+
+258
+00:22:06,340 --> 00:22:12,300
+بيعطيك interface اللي انت تدخل .. هل الكلام بتشوفه
+
+259
+00:22:12,300 --> 00:22:14,800
+في المعمل إذا لسه مانا شوفتهوش already تشوفه في
+
+260
+00:22:14,800 --> 00:22:19,700
+المعمل ال .. ال .. ال .. ال rule basics في ال
+
+261
+00:22:19,700 --> 00:22:22,660
+system تمام؟ هذا ال encoding المقصود دلان اللي هي
+
+262
+00:22:22,660 --> 00:22:25,880
+إدخال الكلمة كلها إلى ال system دلان ال system
+
+263
+00:22:25,880 --> 00:22:31,320
+يفترض انك انت تبدأ تعمله جربه جربه ببيانات already
+
+264
+00:22:31,320 --> 00:22:36,270
+معروف ال ..القرار فيها او ال result بتاعتها بتدخل
+
+265
+00:22:36,270 --> 00:22:39,470
+وشوف ايش ال performance تبع ال system هل قريب ولا
+
+266
+00:22:39,470 --> 00:22:46,170
+بعيد عنه طبعا مش هيبقى الدقة 100% ولا حتى 90% في
+
+267
+00:22:46,170 --> 00:22:51,790
+البداية فبداك انت بناء على النتائج اللى بتطلع بناء
+
+268
+00:22:51,790 --> 00:22:58,170
+على ال evaluation بتروح ترجع تعمل ايش تعمل
+
+269
+00:22:58,170 --> 00:22:58,550
+ايش
+
+270
+00:23:01,180 --> 00:23:04,940
+refinement أو fine-tuning للسيستم fine-tuning هو
+
+271
+00:23:04,940 --> 00:23:08,960
+كما قلت اما بتغيير ال fuzzy sets تعديلها على ال
+
+272
+00:23:08,960 --> 00:23:13,480
+fuzzy sets او تعديلها على ال roles تعديلها على ال
+
+273
+00:23:13,480 --> 00:23:18,280
+roles هذا
+
+274
+00:23:18,280 --> 00:23:23,680
+المثال انا بدي اتركه لكم هو عبارة عن system ل
+
+275
+00:23:23,680 --> 00:23:30,100
+export system ل maintenance shopأو maintenance
+
+276
+00:23:30,100 --> 00:23:37,020
+department بيجيله أجهزة بتصليح بيشخص المشكلة و
+
+277
+00:23:37,020 --> 00:23:41,600
+بيبدل اذا عرف القطعة اللي هطلانا بيبدلها الان ال
+
+278
+00:23:41,600 --> 00:23:44,760
+system مش هو اللي بيقوم بالتشخيص ال system بس
+
+279
+00:23:44,760 --> 00:23:48,800
+بيساعد ال manager انه دايماال spare parts اللي
+
+280
+00:23:48,800 --> 00:23:54,760
+عندهم على الرفوف تبقى إيش كافية لحسب حجم الشغل إذا
+
+281
+00:23:54,760 --> 00:23:59,100
+في كتير أجهزة بتيجي عطلانة أو في حركة كتير معناه
+
+282
+00:23:59,100 --> 00:24:05,500
+ذلك ال system لازم يعطي مؤشر للمدير إنه بدك زيد
+
+283
+00:24:05,500 --> 00:24:09,860
+عدد اللي يقوله spare parts إذا العدد خف معناه ذلك
+
+284
+00:24:09,860 --> 00:24:14,380
+بده يخف ال alert أو التنبيه ل .. فعندك إنت هنا في
+
+285
+00:24:14,380 --> 00:24:18,490
+ال system هذا في عدة متغيراتاللي هي زي مثلا اللي
+
+286
+00:24:18,490 --> 00:24:22,450
+على أساسها ال system القرن هذه المتغيرات اللي هي
+
+287
+00:24:22,450 --> 00:24:26,910
+linguistic variables ال average waiting time يعني
+
+288
+00:24:26,910 --> 00:24:31,490
+تخيل أنه في وسيلة نشوف الزبون لما بيجي و يجيب معا
+
+289
+00:24:31,490 --> 00:24:35,630
+جهازه ما بين ما بيدخل و ما بين ما بيطلع هذا اسمه
+
+290
+00:24:35,630 --> 00:24:40,570
+ال waiting time في وسيلة لحساب الزمن هلأ كأنه مثلا
+
+291
+00:24:40,570 --> 00:24:46,120
+يبقى في ticket stand الزبون اللي بيجي بياخدTicket
+
+292
+00:24:46,120 --> 00:24:50,000
+و بقعد ماشي و بعدين بننادي عليه و بعدين بنصلح
+
+293
+00:24:50,000 --> 00:24:54,760
+الجهاز و بعدين لما بطلع بنسجل وقتاش احنا أنجزنا
+
+294
+00:24:54,760 --> 00:24:58,700
+المهمة فالفرق ما بين دخوله و ما بين ما احنا نسجل
+
+295
+00:24:58,700 --> 00:25:02,060
+أنجزنا المهمة هذا هو ايش ال waiting time تبعه بين
+
+296
+00:25:02,060 --> 00:25:04,720
+حسب ال average waiting time يعني زبون مرة زبون مرة
+
+297
+00:25:04,720 --> 00:25:07,540
+زبون بتجمعوا و بين حسب ايش ال average فهذا ال
+
+298
+00:25:07,540 --> 00:25:10,900
+average و waiting time هذا واحد من المعطيات اللي
+
+299
+00:25:10,900 --> 00:25:15,260
+ال express system يستند اليهاهو واحد من المواضعات
+
+300
+00:25:15,260 --> 00:25:19,860
+التي تستند الـ Fuzzy Express System لها في إعطائها
+
+301
+00:25:19,860 --> 00:25:23,120
+هذا الـ Main delay أو اختصار إيه الـ Repair
+
+302
+00:25:23,120 --> 00:25:27,420
+Utilization Factor of Service Center الـ Repair
+
+303
+00:25:27,420 --> 00:25:32,280
+Utilization Factor هو جداشإن فعلا كل واحد من
+
+304
+00:25:32,280 --> 00:25:36,400
+الموظفين ال utilization تبعه يعني قداش بيعلن أكم
+
+305
+00:25:36,400 --> 00:25:42,360
+جهاز بيصلح في الساعة ال number of servers ال
+
+306
+00:25:42,360 --> 00:25:44,740
+servers هنا مش الأجهزة يعني ال servers لأ ال
+
+307
+00:25:44,740 --> 00:25:47,260
+servers هم الموظفين اللي بيقدوا خدمة التصنيح
+
+308
+00:25:47,260 --> 00:25:51,240
+because ال servers احنا بطلنا نفهمها إلا على أساس
+
+309
+00:25:51,240 --> 00:25:55,260
+ال computer مع إنه هي بالأصل ممكن تبقى الخادم اللي
+
+310
+00:25:55,260 --> 00:25:59,240
+في مطعم ممكن تبقى الموظف اللي بيقد خدمة في ورش
+
+311
+00:25:59,240 --> 00:26:02,720
+التصنيحأو أي حاجة تانية and initial number of
+
+312
+00:26:02,720 --> 00:26:05,360
+spare parts اللي هو أصلا جطعة الضيارة المتوفرة
+
+313
+00:26:05,360 --> 00:26:10,180
+جديش كانت أصلا في البداية ال linguistic values
+
+314
+00:26:10,180 --> 00:26:15,480
+الآن إحنا إيش قولنا في ال list الخطوات اللي
+
+315
+00:26:15,480 --> 00:26:18,940
+بيسويها ال software انه حدد ال values و بعدين
+
+316
+00:26:18,940 --> 00:26:22,700
+بيقولي حدد ال sets و بعدين بييجي دور ال rules ال
+
+317
+00:26:22,700 --> 00:26:26,740
+sets هذه مثلا هنا linguistic value اللي هو a value
+
+318
+00:26:26,740 --> 00:26:32,270
+اللي هو ال meanالذي هو متوسط الانتظار وقت الانتظار
+
+319
+00:26:32,270 --> 00:26:38,230
+هذا له ثلاثة subsets ثلاثة fuzzy sets اللي هو very
+
+320
+00:26:38,230 --> 00:26:40,790
+short و short و medium يعني وقت الانتظار ممكن يبقى
+
+321
+00:26:40,790 --> 00:26:45,230
+very short لأنه ما أخدش وجهة على طول أو يبقى short
+
+322
+00:26:45,230 --> 00:26:51,010
+أو يبقى medium okay فال .. و هذه الرموز هنا و هذه
+
+323
+00:26:51,010 --> 00:26:55,090
+وين بدايتها يعني على الخط هذا
+
+324
+00:26:57,840 --> 00:27:06,740
+من عند الـ 0 إلى الـ 0.3 بيجي اللي هو مين ال very
+
+325
+00:27:06,740 --> 00:27:16,280
+short و من عند ال مين من ال 0.1 إلى ال 0.5 بيجي
+
+326
+00:27:16,280 --> 00:27:26,020
+ايش ال short صح؟ من عند ال 0.4 إلى ال 0.7 بيجي ايش
+
+327
+00:27:27,300 --> 00:27:32,050
+اللي هو ال medium واضح أنا بسعشان توضح ايش الأرقام
+
+328
+00:27:32,050 --> 00:27:38,610
+هذه و كيف بتعبرها بالـ function هذه ليست rules هذه
+
+329
+00:27:38,610 --> 00:27:41,690
+فظي sets احنا بتلانا ال set اللي هو العمود التالة
+
+330
+00:27:41,690 --> 00:27:45,930
+صحيح؟ العمود التالة باسم ال set او اختصار اسمه هاي
+
+331
+00:27:45,930 --> 00:27:50,310
+اسم ال set وهي اختصاره وهي حدوده حدوده؟ هذا حدوده
+
+332
+00:27:50,310 --> 00:27:54,970
+هم اللي كنت بتسويه بعد هي تيجي ال rules ال fuzzy
+
+333
+00:27:54,970 --> 00:28:00,950
+rules هاي ال sets احنا بنانا علي الكلمة ده كعملنا
+
+334
+00:28:00,950 --> 00:28:03,010
+اللي هو الـ Fuzzy Sets فهي الـ Fuzzy Sets ثم الـ
+
+335
+00:28:03,010 --> 00:28:05,830
+mean delay ثم ال number of servers هذا كله عبارة
+
+336
+00:28:05,830 --> 00:28:09,270
+عن ترجمة للأرقام اللي هي الحدود اللي في القمود
+
+337
+00:28:09,270 --> 00:28:13,710
+الأخرى بعدها كان يجي اللي هو الـ Fuzzy Rules الـ
+
+338
+00:28:13,710 --> 00:28:16,210
+Fuzzy Rules الآن برضه زي ما قلنا بناء على ال human
+
+339
+00:28:16,210 --> 00:28:19,590
+experts اللي بيساوي هذا الكلام بده يعطينا ال rules
+
+340
+00:28:19,590 --> 00:28:23,210
+ممكن يعطينا إياها rules if و then أو يعطينا إياها
+
+341
+00:28:23,210 --> 00:28:25,970
+على شكل ال mattress هذه ال mattress هذه اللي
+
+342
+00:28:25,970 --> 00:28:29,490
+ألاحظت هي عبارة عن صيغة أخرى لل rules هذه هنا
+
+343
+00:28:29,490 --> 00:28:35,150
+ماقول ليهبالنسبة لـ main
+
+344
+00:28:35,150 --> 00:28:39,010
+delay و
+
+345
+00:28:39,010 --> 00:28:43,190
+علاقته بالmain بال number of servers إذا ال main
+
+346
+00:28:43,190 --> 00:28:47,430
+delay كان very short و ال number of servers كان
+
+347
+00:28:47,430 --> 00:28:56,930
+small يبقى ال utilization very low
+
+348
+00:29:00,100 --> 00:29:04,260
+ماشي هنا إذا هذا short mean delay و هذا short
+
+349
+00:29:04,260 --> 00:29:09,400
+فبيبقى low واضح فكل واحد من هدول المنطبعات عبارة
+
+350
+00:29:09,400 --> 00:29:12,700
+عن ال
+
+351
+00:29:12,700 --> 00:29:15,920
+conclusion تبعت rule عبارة عن rule صح عشان انا
+
+352
+00:29:15,920 --> 00:29:23,140
+اتوجهش بلد اذا ال mean delay very short and هذا
+
+353
+00:29:23,140 --> 00:29:28,940
+short ف very low اللي هو ال utilization واضحفهذه
+
+354
+00:29:28,940 --> 00:29:35,180
+ال matrix تجمل مجموعة من ال rules تربط ما بين two
+
+355
+00:29:35,180 --> 00:29:41,040
+linguistic variables مع واحد تالت صح؟ وممكن تلاقي
+
+356
+00:29:41,040 --> 00:29:44,920
+الآن أعبّرلك عنها على شكل ال table ال table هذا
+
+357
+00:29:44,920 --> 00:29:49,360
+أجواء عن باطلوا مجموعة من سبعة و عشرين rules هاي
+
+358
+00:29:49,360 --> 00:29:52,780
+تسعة و تسعة و كمان تسعة هذا ال rule الرقم اللي راح
+
+359
+00:29:52,780 --> 00:29:58,090
+نقوله إذا ال متغير لهذا very shortو هذا S وهذا L ف
+
+360
+00:29:58,090 --> 00:30:03,510
+.. ال .. إيش قلنا ال N؟ هذا كان اختصار ليش؟ هذا ال
+
+361
+00:30:03,510 --> 00:30:06,230
+neutralization هذا إيش كان؟ number of spare parts
+
+362
+00:30:06,230 --> 00:30:11,810
+نعم فبقى very small very small لأن ال .. ال .. ال
+
+363
+00:30:11,810 --> 00:30:15,170
+human .. ال administrator أو ال manager بدي استخدم
+
+364
+00:30:15,170 --> 00:30:18,390
+ال system عشان في الآخر يطلع على الرقم هذا هل ال
+
+365
+00:30:18,390 --> 00:30:21,790
+number of spare parts كبير ولا صغير و بالنسبة كدهش
+
+366
+00:30:21,790 --> 00:30:29,020
+عشان يقرر إذا كان يزود ولا يكتركله جلل واضح ف ال
+
+367
+00:30:29,020 --> 00:30:31,860
+rules احنا ممكن تتعبر على شكل table زيكى او على
+
+368
+00:30:31,860 --> 00:30:34,600
+شكل matrix او على شكل rule base هذا ال rule base
+
+369
+00:30:34,600 --> 00:30:40,400
+غلبه انت بتعطيها ال encoding اللى بتعطيه لل shell
+
+370
+00:30:40,400 --> 00:30:46,260
+اللى هتستخدمها تمام الان هذه عبارة عن matrix بس
+
+371
+00:30:46,260 --> 00:30:50,620
+cube يعني عدة matrices متجمعت مع بعض في شكل cube
+
+372
+00:30:50,620 --> 00:30:52,260
+في الفيه دى انا
+
+373
+00:30:55,590 --> 00:31:01,950
+بس ال matrix هذه عبارة عن ايش ال two المتغيرين
+
+374
+00:31:01,950 --> 00:31:09,290
+هذول ال m و ال s ال matrix هذه او البعد هذا بدخل
+
+375
+00:31:09,290 --> 00:31:17,890
+ال variable التالت يعني بمعنى اخر انه تخيل هذا ال
+
+376
+00:31:17,890 --> 00:31:22,630
+L مخبأ ورا هذا ال M
+
+377
+00:31:26,710 --> 00:31:33,770
+لأ صراحة دي هي بعض وهي بعض وهي كمان بعض تلات أبعاد
+
+378
+00:31:33,770 --> 00:31:39,950
+لتلات متغيرات واللي مخزن في السلة الواحدة الخلية
+
+379
+00:31:39,950 --> 00:31:44,950
+الواحدة هي ال result اللي هي المتغير الرابع صحيح
+
+380
+00:31:44,950 --> 00:31:54,990
+لأ إذا كان ال mean small و ال servers median و ال
+
+381
+00:31:57,370 --> 00:32:02,670
+Utilization Medium فمعنى ذلك هيتم Small مع Medium
+
+382
+00:32:02,670 --> 00:32:10,630
+مع Medium مع Low مع Medium
+
+383
+00:32:10,630 --> 00:32:16,790
+مع Low فهذا هو الوضع صح؟ Small مع Medium مع High
+
+384
+00:32:16,790 --> 00:32:23,050
+فهذا هو الوضع واضح ان انت كيوب يعني ايش بدك كيوب
+
+385
+00:32:23,050 --> 00:32:28,420
+هي و مرقم و موضح عندكالـ cube هذا هو وسيلة للتعبير
+
+386
+00:32:28,420 --> 00:32:33,620
+عن rules ال conditions تبعتها فيها تلاتة متغيرات
+
+387
+00:32:33,620 --> 00:32:39,720
+وال result فيها متغير واحد هذا كله بتعمله encoding
+
+388
+00:32:41,550 --> 00:32:45,750
+أما من خلال الـ scratch أو من خلال الـ shell وبعد
+
+389
+00:32:45,750 --> 00:32:49,150
+ذلك يحصل فيه evaluation ال evaluation هي أداء ال
+
+390
+00:32:49,150 --> 00:32:52,330
+system يعني نجرب ال system و نشوف ال results اللي
+
+391
+00:32:52,330 --> 00:32:57,810
+بيعطينا هي هل منطقي و لا لو كان في أي إشكاليات على
+
+392
+00:32:57,810 --> 00:33:03,910
+الأداء بنروح و نغيرين لتحسين ال performance of ال
+
+393
+00:33:03,910 --> 00:33:08,010
+system we may use additional
+
+394
+00:33:12,140 --> 00:33:17,840
+Additional sets يعني إيش؟ إذا كان رود فيها بس
+
+395
+00:33:17,840 --> 00:33:22,360
+تلاتة sets ممكن ندخل set رابع يعني بدل مثلا ال
+
+396
+00:33:22,360 --> 00:33:26,780
+waiting time يبقى short و very short و medium لأ
+
+397
+00:33:26,780 --> 00:33:31,920
+بجسمهم إلى أربع خليهم مثلا medium و low و بعدين
+
+398
+00:33:31,920 --> 00:33:35,640
+medium و high و short و very short يصيروا أربع
+
+399
+00:33:35,640 --> 00:33:40,480
+sets و بعدين feature الأخرى اللي هي هتدخلنا عليها
+
+400
+00:33:40,480 --> 00:33:45,280
+هو ال edgesموضوع الهتجز اللي هو ان انا استخدم
+
+401
+00:33:45,280 --> 00:33:49,400
+المصطلحات rather و rather small و rather large
+
+402
+00:33:49,400 --> 00:33:54,060
+خلينا نرجع الان على الهتجز عشان نشوف شوف هاي هنا
+
+403
+00:33:54,060 --> 00:33:58,860
+هذا المثال لإنه دخل sets إضافية على ال set تبع ال
+
+404
+00:33:58,860 --> 00:34:02,820
+service ال service كانت تلاتة sets كانت ال small و
+
+405
+00:34:02,820 --> 00:34:06,820
+ال medium و ال large دخل هنا rather large يعني
+
+406
+00:34:06,820 --> 00:34:11,180
+شوية large وهنا rather small يعني شوية smallأه
+
+407
+00:34:11,180 --> 00:34:16,520
+يعني هو بين ال small و بين ال medium تمام
+
+408
+00:34:16,520 --> 00:34:25,860
+okay الآن ال ال hedges بدنا نرجع على ال hedges بس
+
+409
+00:34:25,860 --> 00:34:28,620
+عشان نشوف ايش يعني و ايش دورها في ال
+
+410
+00:34:47,640 --> 00:34:51,960
+طيب احنا لو بدنا نمشي بال slides هذا من البداية
+
+411
+00:34:51,960 --> 00:34:56,180
+عمليا بيكون احنا يا دوبر بس تركنا اللي هو ال
+
+412
+00:34:56,180 --> 00:35:00,380
+introduction هذه تركناها هي اللي ماغطناهاش و
+
+413
+00:35:00,380 --> 00:35:06,180
+الباقي من عند اللي هو مفهوم ال fuzzy sets مغطناها
+
+414
+00:35:06,180 --> 00:35:11,480
+صح ايش عن fuzzy set و المثال هذا كلام ده كله مابرش
+
+415
+00:35:11,480 --> 00:35:16,560
+ب value و كيف الفرق ما بين ال fuzzy set و ال crisp
+
+416
+00:35:16,560 --> 00:35:22,380
+setOkay هت represent فظي ست ان كل هذا كلام حكينا
+
+417
+00:35:22,380 --> 00:35:29,540
+فيه ولكن فلتنا موضوع الهج أو الهجز صح الهجز هي
+
+418
+00:35:29,540 --> 00:35:33,360
+عبارة عن زي ما تشاهد في الشكل هذا عبارة عن تغيير
+
+419
+00:35:33,360 --> 00:35:37,920
+على شكل ال shape يعني تبع الفظي ست هنا ال shape
+
+420
+00:35:37,920 --> 00:35:42,360
+هذا مفلح صح وهنا هذا شبه مرحلة مصمم وهذا كذا مرحلة
+
+421
+00:35:42,360 --> 00:35:51,650
+انا ممكن اعمل الالانحناق هذا انحناق هذا ايش دوره
+
+422
+00:35:51,650 --> 00:35:56,250
+احيانا ال user لما يقولي مثلا very short او ال
+
+423
+00:35:56,250 --> 00:36:00,930
+human expert لما يقولي very short اذا كان ال input
+
+424
+00:36:00,930 --> 00:36:06,830
+واقع هنا من بين هنا لهنا بدي اصنفه انا ايش في ال
+
+425
+00:36:06,830 --> 00:36:10,750
+very short ايش يعني very short وقت ايش بقى اقول
+
+426
+00:36:10,750 --> 00:36:15,810
+انا very short لما يكون في الناحية هذه كل ما بتاعت
+
+427
+00:36:15,810 --> 00:36:22,010
+اصبحمش كتير very short فهو القيام اللي هنا القيام
+
+428
+00:36:22,010 --> 00:36:26,510
+اللي هنا هتأخد عالي كتير في ال very short و كدرجة
+
+429
+00:36:26,510 --> 00:36:31,350
+الحالة اللي هنا هي لسه عالى صح لسه عالى بينما كل
+
+430
+00:36:31,350 --> 00:36:37,070
+ما اتقدمت هتجيل مظبوط هتصغر في ال ash في ال very
+
+431
+00:36:37,070 --> 00:36:43,350
+short فكلمة very هذه ان ترتب عليها ان احنا ال line
+
+432
+00:36:43,350 --> 00:36:47,450
+هذا هولناه ل curveبحيث أنه ينحز للناحية هذه بحيث
+
+433
+00:36:47,450 --> 00:36:51,330
+أن ال membership values اللي بدأ تطلع، بدأ تطلع
+
+434
+00:36:51,330 --> 00:36:58,730
+عالية للناس للقيم اللي فعلا فعلا short و أقل للناس
+
+435
+00:36:58,730 --> 00:37:03,250
+اللي بدأوا .. للناس اللي .. اللي .. اللي قولهم
+
+436
+00:37:03,250 --> 00:37:08,050
+شوية بدأ يقترب مني من ال average تمام؟ اللي اقترب
+
+437
+00:37:08,050 --> 00:37:12,270
+من ال average بدأ اعطيله نسبة ال very short انها
+
+438
+00:37:12,270 --> 00:37:17,080
+منخفضةلأنه مش very short anymore ال 170 و لا ال
+
+439
+00:37:17,080 --> 00:37:22,420
+160 و ال 165 is not very short ممكن short تمام و
+
+440
+00:37:22,420 --> 00:37:28,480
+أيضا حتى ممكن medium او average لكن حتما هو بدأ
+
+441
+00:37:28,480 --> 00:37:33,980
+يخرج من مجموعة ال very short ال very short اكثر و
+
+442
+00:37:33,980 --> 00:37:37,360
+يتناسب اكتر اللي هو الجسار الكتير اللي من 160 و
+
+443
+00:37:37,360 --> 00:37:41,440
+نزلالـ H إيه؟ الـ H هي optimization على ال edge
+
+444
+00:37:41,440 --> 00:37:44,240
+تبع ال K ماقدرش أقول optimization ماقدرش أقول اه
+
+445
+00:37:44,240 --> 00:37:47,080
+مش optimization بقول هي عبارة عن modification
+
+446
+00:37:47,080 --> 00:37:52,720
+تعديل على ال shape ال shape ماتقولش ال edge لإن هو
+
+447
+00:37:52,720 --> 00:37:55,000
+أكتر من ال edge ال shape هي ال edge و هي ال edge و
+
+448
+00:37:55,000 --> 00:37:59,540
+هي ال edge صح؟ ال shape تبع ال fuzzy set بحيث أنه
+
+449
+00:37:59,540 --> 00:38:05,660
+يجه أكتر وصفة لل أو أكتر تعبير عن ال linguistic
+
+450
+00:38:05,660 --> 00:38:11,280
+valueالـ stochastic value هو very short كده كده is
+
+451
+00:38:11,280 --> 00:38:14,960
+كده كده مش اللي بعد ال is هو ال value فال shape
+
+452
+00:38:14,960 --> 00:38:18,560
+لازم يكون أكثر تعبيرا عن هذا عن ال value فماقدرش
+
+453
+00:38:18,560 --> 00:38:23,500
+أستخدم هذا الشيء لل short و لل very short هذا بصلح
+
+454
+00:38:23,500 --> 00:38:28,320
+لل short لكن لل very short بدي أغيره و أبدل تمام
+
+455
+00:38:28,320 --> 00:38:33,740
+ال very tall عشان الناس اللي في ال 180 و لعدنا
+
+456
+00:38:33,740 --> 00:38:38,230
+انتمائهم لل very tall ضعيفهم الطول بدأوا يخشوا فى
+
+457
+00:38:38,230 --> 00:38:41,310
+الطول بس مش فى ال very tall صح ال very tall هو
+
+458
+00:38:41,310 --> 00:38:47,230
+اللى بيفط بعد ال 90% لأن ال 90% اللى هنا ممكن يبدأ
+
+459
+00:38:47,230 --> 00:38:53,490
+ماخد اسمه عالية من ضمن مجموعة الطول لكن اسمه مقرف
+
+460
+00:38:53,490 --> 00:38:56,910
+أضعف من جماعة ال very tall انتماء أضعف جماعة ال
+
+461
+00:38:56,910 --> 00:38:59,970
+very tall صح ولا لأ فهذا هو مفهوم الهتجز والهتجز
+
+462
+00:38:59,970 --> 00:39:06,580
+هذه إلها أشكال أو تحويرات متعارف عليها دمهطبعا انا
+
+463
+00:39:06,580 --> 00:39:11,040
+بقول little اه little short و little number of
+
+464
+00:39:11,040 --> 00:39:14,800
+parts و little مش عارف ايش تمام اللي بيصير ان هو
+
+465
+00:39:14,800 --> 00:39:20,120
+نفس ال membership اللي كان في وضع اللي هو المثلث
+
+466
+00:39:20,120 --> 00:39:27,540
+العادى بدنا نفعه قص 1.3 1.3 اي قيمة القيمة هذه
+
+467
+00:39:27,540 --> 00:39:32,940
+طبعا كلها ال membership من 0 ل 1 فهي كسور تخيل لو
+
+468
+00:39:32,940 --> 00:39:40,980
+انا عندي هنا valueوهو ايش اقول
+
+469
+00:39:40,980 --> 00:39:50,760
+مثلا نص 0.5 صح لما انا اخد 0.5 اص واحد وتلاتة
+
+470
+00:39:50,760 --> 00:39:55,940
+من عشرة القيمة هتكبر ولا هتصغر هتصغر لان انا كسر
+
+471
+00:39:55,940 --> 00:40:03,200
+لان اقل من واحد وهذا هو ليه نص
+
+472
+00:40:03,200 --> 00:40:12,290
+اص واحد point لها فهذا ال lineيعبر عن ايش القيمة
+
+473
+00:40:12,290 --> 00:40:15,810
+نفسها ال membership value نفسها مرفوعة اص واحد
+
+474
+00:40:15,810 --> 00:40:19,330
+point ثلاثة تمام لو انا قولت one point seven
+
+475
+00:40:19,330 --> 00:40:25,190
+التجويس او التقاء حر بيصير اشد ولا لا okay لما
+
+476
+00:40:25,190 --> 00:40:31,610
+اقول اص اتنين بيصير اشد اكتر التقاء فانا استخدمت
+
+477
+00:40:31,610 --> 00:40:39,130
+هذا ال powerللتل وهذا لل slightly وهذا لل very
+
+478
+00:40:39,130 --> 00:40:44,570
+يعني ان اقول very short كل ما بزيد حدة ال variable
+
+479
+00:40:44,570 --> 00:40:51,310
+بدي تقعه اكتر extremely كذلك
+
+480
+00:40:51,310 --> 00:40:56,910
+هل very very very very زيها زي more or less لأ مش
+
+481
+00:40:56,910 --> 00:41:02,170
+more or less very very لأ very very تقريبا زيزي
+
+482
+00:41:02,170 --> 00:41:07,090
+extremely بس أشد حد من extremely أما ال more or
+
+483
+00:41:07,090 --> 00:41:11,390
+less وال somewhat هم اللي ايش يعني نفس المصطلح في
+
+484
+00:41:11,390 --> 00:41:16,170
+الآخر دلالته واحدة اما يقولك more or less نوعا ما
+
+485
+00:41:16,170 --> 00:41:21,710
+او يقولك somewhat نفس الاشي ال indeed معنادلك انت
+
+486
+00:41:21,710 --> 00:41:25,990
+الجماعة هدولة اللي جابل النص اللي بدك تمتقعه اللي
+
+487
+00:41:25,990 --> 00:41:31,120
+بعد معناته فبدك تشدد على هذاالمنطقة اللي هنا
+
+488
+00:41:31,120 --> 00:41:35,180
+بتعطيها membership عالى واللي على الأطراف بتعطيهم
+
+489
+00:41:35,180 --> 00:41:39,680
+membership منخفضة فتطلع المعادلة اللي تبعت وهنا
+
+490
+00:41:39,680 --> 00:41:44,540
+انه إذا كان ال membership value الأصلي تبع المثلث
+
+491
+00:41:44,540 --> 00:41:52,260
+من الـ 0 إلى النص من الـ 0 إلى النص فاستخدم
+
+492
+00:41:52,260 --> 00:42:05,820
+اتنين ضرب ميو ترمية وإذا كانمن النص للواحد استخدم
+
+493
+00:42:05,820 --> 00:42:10,560
+المعادلة التانية
+
+494
+00:42:15,740 --> 00:42:20,560
+أنا في عندى هنا table بال Excel ممكن تطلع عليها
+
+495
+00:42:20,560 --> 00:42:24,580
+حاطيتها على drop box يعني هو هذا يعني هذا يكون زى
+
+496
+00:42:24,580 --> 00:42:29,160
+standard لل linguistics ايوه هذه standard
+
+497
+00:42:29,160 --> 00:42:35,280
+mathematical formula لل
+
+498
+00:42:35,280 --> 00:42:39,880
+linguistic variables standard mathematical formula
+
+499
+00:42:39,880 --> 00:42:45,970
+او model لل linguistic variablesهذا اسمه
+
+500
+00:42:45,970 --> 00:42:51,130
+linguistic values اللى بتوصف ال fuzzy set ال fuzzy
+
+501
+00:42:51,130 --> 00:42:56,210
+set بنوصفه بال linguistic values اه بنقول short
+
+502
+00:42:56,210 --> 00:43:01,650
+طول و كده لإن هذه الهتجز بتعمل modification الهتجز
+
+503
+00:43:01,650 --> 00:43:07,470
+هذه لها linguistic terms و لها mathematical اللى
+
+504
+00:43:07,470 --> 00:43:13,200
+يتعبر عنها على ال systemواضح فضل هنا اخر اشي بعد
+
+505
+00:43:13,200 --> 00:43:19,240
+نقطة الهتجز ال operations هذه برضه بعتبرها بديئة
+
+506
+00:43:19,240 --> 00:43:24,760
+لانه احنا احنا نعرف ال sets العادية اما اللي بقول
+
+507
+00:43:24,760 --> 00:43:28,620
+ان انا عندي مجموعة وهي ال universe عندي مجموعة هذه
+
+508
+00:43:28,620 --> 00:43:34,440
+a وهذه نقطة a صح okay هذا بيسمي complement هذا
+
+509
+00:43:34,440 --> 00:43:40,580
+بيحتوي على a تمام هذا اسمه contained الكلام هذافي
+
+510
+00:43:40,580 --> 00:43:44,620
+الـ Fuzzy Sets وهذا الانترسكشن تبعهم وهذا ال union
+
+511
+00:43:44,620 --> 00:43:48,940
+يعني ال two sets انترسكشن تبعهم لأن هذا الكلام في
+
+512
+00:43:48,940 --> 00:43:51,880
+ال fuzzy sets ال complement لما نقول ان انا في ال
+
+513
+00:43:51,880 --> 00:43:56,480
+crisp sets ال complement تبع المجموعة هي العناصر
+
+514
+00:43:56,480 --> 00:44:00,680
+اللي does not belong to هذه المجموعة ال complement
+
+515
+00:44:00,680 --> 00:44:03,780
+تبع اي مجموعة هي العناصر اللي مش موجودة موجودة برا
+
+516
+00:44:03,780 --> 00:44:08,640
+في ال fuzzy sets ماعنديش انا جوا و برا انا عندى
+
+517
+00:44:08,640 --> 00:44:13,620
+درجة انتمامفاللي .. ال .. ال complement لفاظي set
+
+518
+00:44:13,620 --> 00:44:21,600
+هو جداش ال elements not belong جداش مابينتموش إذا
+
+519
+00:44:21,600 --> 00:44:25,320
+عندي set .. عندي element ينتمي للمجموع هيكون
+
+520
+00:44:25,320 --> 00:44:31,300
+بينتمي بدسلة مثلا 75% طب جداش لا ينتمي .. 5% فهم
+
+521
+00:44:31,300 --> 00:44:34,960
+نفس ال elements اللي في ال .. في ال set هم اللي في
+
+522
+00:44:34,960 --> 00:44:38,820
+ال complement تبعه بس هتكون انتمائهم اللي انجلب صح
+
+523
+00:44:38,820 --> 00:44:39,320
+ولا لا؟
+
+524
+00:44:42,130 --> 00:44:46,990
+درجة الانتباه هي تغييره لنفس العناصر نجمل على
+
+525
+00:44:46,990 --> 00:44:50,230
+السريع لانه مش هنقدر نكمل ال containment اللي هي
+
+526
+00:44:50,230 --> 00:44:53,070
+في ال crisp set which sets belong to which other
+
+527
+00:44:53,070 --> 00:44:57,010
+sets ال set أيه العناصر اللي موجود في هذا ال set و
+
+528
+00:44:57,010 --> 00:45:02,890
+أيضا موجود في اللي أكبر منه في الفاضي which sets
+
+529
+00:45:02,890 --> 00:45:07,310
+belong to other sets أي set موجود فياللي هو السلسة
+
+530
+00:45:07,310 --> 00:45:11,790
+التانية عموما هذا الكلام بترككوا بترجعوه و برضه
+
+531
+00:45:11,790 --> 00:45:15,730
+كمان لما كنا بناخد ال minimum و ال maximum دلالته
+
+532
+00:45:15,730 --> 00:45:19,610
+جاي من هنا من ال operations هذه ليش كنت باخد ال
+
+533
+00:45:19,610 --> 00:45:22,110
+minimum في ال unions و باخد ال maximum في ال
+
+534
+00:45:22,110 --> 00:45:25,650
+intersections لأن دلالة ال intersection و دلالة ال
+
+535
+00:45:25,650 --> 00:45:33,230
+unions هي اللي فرضت ذلكطيب هيك احنا عمليا وهي هنا
+
+536
+00:45:33,230 --> 00:45:38,610
+بحكي عن تمثيل تمثيل ال operations بشكل visual تسمى
+
+537
+00:45:38,610 --> 00:45:41,430
+لو احنا بنمثل ال knot و ال complement و ال union
+
+538
+00:45:41,430 --> 00:45:45,230
+بشكل ال Venn diagrams هينا بنمثل ال fuzzy
+
+539
+00:45:45,230 --> 00:45:49,430
+operations طيب okay هيك احنا بيكونوا عاملين أجملنا
+
+540
+00:45:49,430 --> 00:45:54,790
+اللي بدناه بالنسبة لل fuzzy rule based express
+
+541
+00:45:54,790 --> 00:45:55,310
+systems
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..4f73e65fe79229e5026a60d6715d937edf7a24a1
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/FeojrzrLukA_raw.srt
@@ -0,0 +1,2188 @@
+1
+00:00:21,380 --> 00:00:24,880
+طيب ماشي بسم الله الرحمن الرحيم المحاضرة هذه ان
+
+2
+00:00:24,880 --> 00:00:27,420
+شاء الله بنكمل الكلام اللي كنا بالينا في المحاضرة
+
+3
+00:00:27,420 --> 00:00:31,280
+الفاتة اللي هو بالتحديد ال fuzzy inference
+
+4
+00:00:31,280 --> 00:00:35,200
+باستخدام الممداني method بنكمله اللي هو احنا
+
+5
+00:00:35,200 --> 00:00:40,160
+تقريبا وصلنا لنهاية تقريبا و بعدين بنشوف نفس ال
+
+6
+00:00:40,160 --> 00:00:43,960
+inferenceبس باستخدام بيشوفوا أيضا يعني fuzzy
+
+7
+00:00:43,960 --> 00:00:47,760
+inference بس باستخدام صيجينو الصيجينو method بعد
+
+8
+00:00:47,760 --> 00:00:52,400
+كده بنرجع على النقطتين اللي فلطلهم من البداية
+
+9
+00:00:52,400 --> 00:00:56,980
+بداية ال chapter اللي هو ما كنا ذكرنا فيه موضوع
+
+10
+00:00:56,980 --> 00:01:02,540
+اللي هو ال fuzzy sets المقدمة
+
+11
+00:01:02,540 --> 00:01:05,340
+في البداية ال fuzzy sets بنحكي عن اللي هو فيه اللي
+
+12
+00:01:05,340 --> 00:01:06,060
+هو operations
+
+13
+00:01:09,190 --> 00:01:12,650
+on الفرق التامة الفظيسيوسيوم بعدين فيه اذا بتذكروا
+
+14
+00:01:12,650 --> 00:01:20,310
+المفهوم الهجز اذا بتذكروا مصطلح هذا تمام و اعتقد
+
+15
+00:01:20,310 --> 00:01:26,770
+في الآخر برضه تمام في ياش بس
+
+16
+00:01:26,770 --> 00:01:30,810
+بالتحديد هم هدول النقطتين هرجعلهم من ياش من
+
+17
+00:01:30,810 --> 00:01:36,780
+lecture أربعة okay لإن احنا بنكمل lecture خمسةمن
+
+18
+00:01:36,780 --> 00:01:41,920
+عند اللى هو نهاية الممدانى fuzzy inference ممدانى
+
+19
+00:01:41,920 --> 00:01:45,040
+fuzzy inference ايش كنا وصلنا لوين احنا بالظبط
+
+20
+00:01:45,040 --> 00:01:52,360
+خلصناها للنقطة اللى هو حساب او ال defuzzification
+
+21
+00:01:52,360 --> 00:01:57,540
+اللى هو حساب ال balance point اللى هي عندها اللى
+
+22
+00:01:57,540 --> 00:02:01,820
+هي على أساسها اللى هي في النهاية خلاصة ال
+
+23
+00:02:01,820 --> 00:02:04,880
+conclusion تبع ال system
+
+24
+00:02:16,010 --> 00:02:21,810
+الخطوات كيف كانت الخطوات الأولى كانت انه احنا بتتم
+
+25
+00:02:21,810 --> 00:02:23,690
+ال classification ال classification اللي هو احنا
+
+26
+00:02:23,690 --> 00:02:27,310
+بناخد ال input ال crisp input اللي هو Y1 و X1
+
+27
+00:02:27,720 --> 00:02:33,220
+وبنشوف انتمائهم الى different fuzzy sets اللي هم
+
+28
+00:02:33,220 --> 00:02:38,820
+بالتحديد ال X1 انتمائها ال E1
+
+29
+00:02:38,820 --> 00:02:45,280
+E2 E3 وY1 انتمائها ال E1 وE2 بعدها بيجي ال rule
+
+30
+00:02:45,280 --> 00:02:49,880
+evaluation نشوف من من ال rules الان can fire وإيش
+
+31
+00:02:49,880 --> 00:02:53,200
+ال conclusions اللي بتطلع معنا ال conclusions اللي
+
+32
+00:02:53,200 --> 00:02:56,120
+بتطلع معنا هذه برضه بنعملها evaluation من ناحية
+
+33
+00:02:56,120 --> 00:03:02,340
+إيشال .. ال .. ال .. ال fuzzy value تبع حقوق ال
+
+34
+00:03:02,340 --> 00:03:07,680
+conclusion لها fuzzy value مظبوط بناء على ال fuzzy
+
+35
+00:03:07,680 --> 00:03:10,260
+values تبعية ال conditions شو هو؟ حتى لو كان صفر
+
+36
+00:03:10,260 --> 00:03:14,780
+حتى لو كان صفر بالظبط okay و قولنا كيف نتعامل لما
+
+37
+00:03:14,780 --> 00:03:19,040
+نكون ال condition بيربط antecedence متعددة بال or
+
+38
+00:03:19,040 --> 00:03:23,590
+أو بال and و ناخد ال minimum و ناخد ال maximumوهذا
+
+39
+00:03:23,590 --> 00:03:27,790
+تقريبا ال slide بتلخص التلاتة بتلخص ال inference
+
+40
+00:03:27,790 --> 00:03:30,730
+اللى حصل بناء على التلاتة rules ومو الواحد ومو
+
+41
+00:03:30,730 --> 00:03:35,710
+الاثنين ومو التلاتة واخدنا ال conclusions التلاتة
+
+42
+00:03:35,710 --> 00:03:39,790
+هذه الان بنعملها aggregation للتلاتة هدولة بنعملهم
+
+43
+00:03:39,790 --> 00:03:47,170
+aggregation ندمج هذا مع هذا مع الاول استنتاجات
+
+44
+00:03:47,170 --> 00:03:49,290
+التلاتة تبع ال rules ندمجهم مع بعض
+
+45
+00:03:52,630 --> 00:03:59,530
+الان هرجى الى ال slide اللى راحت بعدها بروح ال
+
+46
+00:03:59,530 --> 00:04:04,930
+aggregation اللى حكيت فيه اتوا بعدها بروح عشان
+
+47
+00:04:04,930 --> 00:04:09,210
+ناتج ال aggregation دمجنا التلاتة results في
+
+48
+00:04:09,210 --> 00:04:12,130
+result واحدة اللى بعدها اخر خطوة اللى هى de
+
+49
+00:04:12,130 --> 00:04:16,170
+-fuzzification اللى بنستخدمها فيها ال center of
+
+50
+00:04:16,170 --> 00:04:21,090
+gravity technique لاستخلاص crisp value من الفuzzy
+
+51
+00:04:21,580 --> 00:04:26,360
+region or regional fuzzy set center of gravity هو
+
+52
+00:04:26,360 --> 00:04:33,820
+ان احنا بناخد كافة ال .. بناخد ال group ال ..
+
+53
+00:04:33,820 --> 00:04:39,760
+الرزق المدمجة و بنشوف وين اه ال steps طبعا خلي
+
+54
+00:04:39,760 --> 00:04:43,360
+بالك احنا هنا عملنا segmentation على اساس من 0 ل
+
+55
+00:04:43,360 --> 00:04:46,740
+10 و 10 ل 20 يعني ال step واحدة عشرة انت ممكن
+
+56
+00:04:46,740 --> 00:04:52,010
+تخليها ياش .. تخليها اقل ممكن تخليها خمساتخمسات
+
+57
+00:04:52,010 --> 00:04:55,790
+بيعطيك دقة اكتر صح ولا لا؟ المواقع اللي زي هذه
+
+58
+00:04:55,790 --> 00:05:03,010
+بيحصل من هنا على اشي ينضم لهذه المجموعة و اشي تاني
+
+59
+00:05:03,010 --> 00:05:08,590
+ينضم الى مجموعة اخرى فانت كده بتزغر ال stepping
+
+60
+00:05:08,590 --> 00:05:13,600
+كده بتاخد دقة اكتر بس بتزود على حالك calculationفي
+
+61
+00:05:13,600 --> 00:05:16,540
+المسائل اللي بتجيك في الامتحان و لا كده بنحاول
+
+62
+00:05:16,540 --> 00:05:21,040
+نبسط ال calculation عشان احنا مش بناخبرك فيه بتعرف
+
+63
+00:05:21,040 --> 00:05:24,800
+تجمع و تسأل و تطرح ناخبرك انك انت فاهم التقنية ولا
+
+64
+00:05:24,800 --> 00:05:31,160
+لا okay ال .. ال .. فلت انا ال slide اللي فلتتها
+
+65
+00:05:31,160 --> 00:05:35,960
+اللي هي موضوع ال clipping و ليش و ال scaling ال
+
+66
+00:05:35,960 --> 00:05:41,160
+clipping و ال scaling احنا الآن لما نجينا على مثال
+
+67
+00:05:41,160 --> 00:05:48,050
+.. نصيبنا مثالعلى C2 وقلنا انه بناء على ال rules
+
+68
+00:05:48,050 --> 00:05:50,850
+او بناء على ال rule رقم ما اعتقد كانت واحدة او
+
+69
+00:05:50,850 --> 00:05:57,070
+اتنين مش فاكر ال rule هتجرأت ليه ان Z تنتمي على C2
+
+70
+00:05:57,070 --> 00:06:02,790
+بنسبة 0.2 مزموط فروحنا و حطينا الخط هذا هذا احنا
+
+71
+00:06:02,790 --> 00:06:10,030
+اكتصصنا من كافة ال fuzzy space كله واخدنا منه 20%
+
+72
+00:06:11,720 --> 00:06:16,320
+أسلوب آخر لنفس
+
+73
+00:06:16,320 --> 00:06:23,280
+الشيء هو نعمل rescaling هذا اسمه clipping نعمل
+
+74
+00:06:23,280 --> 00:06:29,180
+rescaling لأن الشكل نفسه هذا يحدد شكل ال function
+
+75
+00:06:29,180 --> 00:06:35,160
+شكل ال fuzzy function نعمل rescaling بنسبة 20%
+
+76
+00:06:35,160 --> 00:06:42,120
+كإنه صورة و بدك تصغرها أو صورة بدك تضغطهابسكيل هذا
+
+77
+00:06:42,120 --> 00:06:47,000
+اللي هو من 0 ل 1 بيصير تضغطه
+
+78
+00:06:47,000 --> 00:06:52,760
+إلى 20% فإيش بيصير عندما ينضغط بيصير شكله زي هذا
+
+79
+00:06:52,760 --> 00:06:59,360
+هو عندك الفاضي ال region اللي نتجت عن ال rule ال
+
+80
+00:06:59,360 --> 00:07:04,790
+mark بعد كده تدمج هذا الشكل مع الشكلاللي بيطلع
+
+81
+00:07:04,790 --> 00:07:08,710
+معاك من ال rules الأخرى وبتدمجوا مع بعض وبترجع
+
+82
+00:07:08,710 --> 00:07:12,530
+بتكمل الطريقة اللي هي حساب ال center of gravity
+
+83
+00:07:12,530 --> 00:07:17,330
+لكن احنا للتبسيط يعني بالنسبالك انت لو الكلام هذا
+
+84
+00:07:17,330 --> 00:07:22,070
+بينعمل computerized انت مش هتفرج معاك انه تعملها
+
+85
+00:07:22,070 --> 00:07:26,290
+clipped يعني الرزا ال output تعمله clipping تقص
+
+86
+00:07:26,290 --> 00:07:31,350
+لعين ده 20% ولا تعمل scaling down to 20% مش هتفرج
+
+87
+00:07:31,350 --> 00:07:35,870
+لأن ال computer هو اللي هيحزبهو اللي هيحسب الشكل
+
+88
+00:07:35,870 --> 00:07:40,230
+هذا كيف هيكون بعد ال scaling وهو اللي هيحسب كيف
+
+89
+00:07:40,230 --> 00:07:44,010
+هيكون بال clipping صح ولا لأ طبعا هذا هيكون في
+
+90
+00:07:44,010 --> 00:07:47,730
+calculation اكتر على ال computer من هذا المهم انه
+
+91
+00:07:47,730 --> 00:07:52,850
+احنا في الأمثلة اللي بنتدرب عليها بنبسط القمر
+
+92
+00:07:52,850 --> 00:07:57,690
+بناخد اشي زي clipping انما عمليا لما بدك انت تبرمج
+
+93
+00:07:57,690 --> 00:08:02,370
+القمر هذا بروح بتصمم function اللي تعملتعمل
+
+94
+00:08:02,370 --> 00:08:05,690
+Scaling ويبقى الـ Option متاح لمن؟ للـ User هو
+
+95
+00:08:05,690 --> 00:08:10,770
+اللي ينفذ عملية استنتاج الهدا بالـ Clipping أو
+
+96
+00:08:10,770 --> 00:08:16,490
+بالـ Scaling طيب، نرجع نكمل الآن فهمنا الـ
+
+97
+00:08:16,490 --> 00:08:19,690
+Aggregation المقصود بيه الدمج كل الـ Outputs تبعد
+
+98
+00:08:19,690 --> 00:08:22,750
+كل ال Rules مع بعض في Region واحدة ال Region هذه
+
+99
+00:08:22,750 --> 00:08:30,110
+الآن من عملها De-Fossification okay خلاص الآننفس
+
+100
+00:08:30,110 --> 00:08:35,250
+ال method نفس ال method بس بيختلف عنها اللي هو انه
+
+101
+00:08:35,250 --> 00:08:43,890
+في ال subunit of a fuzzy inference ال
+
+102
+00:08:43,890 --> 00:08:53,730
+fuzzy values اللي احنا نستخدمه
+
+103
+00:08:53,730 --> 00:08:58,760
+بدل من يكون فيه عندي ال fuzzy functionالـ Fuzzy
+
+104
+00:08:58,760 --> 00:09:01,120
+Function تبع الـ output بدل ما هي عبارة عن مجموع
+
+105
+00:09:01,120 --> 00:09:06,660
+من الـ Fuzzy Sets هي Fuzzy Samples هدول الان K1,
+
+106
+00:09:06,900 --> 00:09:12,680
+K2, K3 هي Fuzzy Samples الآن لما احنا بنستنتج ال
+
+107
+00:09:12,680 --> 00:09:17,240
+conclusion تبعت ان انا علىقول معين بنستنتج ال
+
+108
+00:09:17,240 --> 00:09:24,920
+conclusion ان Z is بنقول ليش الان is C1, is C2, is
+
+109
+00:09:24,920 --> 00:09:31,120
+C3 بنقول is K1, K2 أو K3وبرضه بالنسبة كامه K1 و K2
+
+110
+00:09:31,120 --> 00:09:33,460
+و K3 و K4 و K5 و K6 و K7 و K8 و K9 و K10 و K10 و
+
+111
+00:09:33,460 --> 00:09:37,500
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+112
+00:09:37,500 --> 00:09:44,000
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+113
+00:09:44,000 --> 00:09:44,000
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+114
+00:09:44,000 --> 00:09:44,040
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+115
+00:09:44,040 --> 00:09:44,040
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+116
+00:09:44,040 --> 00:09:44,040
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+117
+00:09:44,040 --> 00:09:44,040
+K10 و K10 و K10 و K10 و K10 و K10 و K10 و K10 و
+
+118
+00:09:44,040 --> 00:09:54,220
+K10 و K10 و K10
+
+119
+00:09:54,220 --> 00:09:58,180
+و K10
+
+120
+00:09:58,180 --> 00:10:04,010
+وكذا او كذا فz is k1 اي كي واحد او اي sample كي
+
+121
+00:10:04,010 --> 00:10:11,130
+واحد هذا الرقم الان بدي اخد من كي واحد على ارتفاع
+
+122
+00:10:11,130 --> 00:10:16,670
+0.1 okay و بدي اخد الان اللي انا اقول اتنين اللي
+
+123
+00:10:16,670 --> 00:10:23,690
+بتقوللي is k2 ب0.2 بدي اخد الان من k2 على ارتفاع 0
+
+124
+00:10:23,690 --> 00:10:28,970
+.2الرولي بتاعة بتقول لي z is k ثلاثة بنسبة نص
+
+125
+00:10:28,970 --> 00:10:33,670
+فبتاخد مين k ثلاثة بنسبة خمس نتر مين بعد هيك بتعمل
+
+126
+00:10:33,670 --> 00:10:36,890
+aggregation لمين لل samples في ال sample اللي طلع
+
+127
+00:10:36,890 --> 00:10:39,890
+معايا تبع k واحد و ال sample تبع k اتنين و السبب
+
+128
+00:10:39,890 --> 00:10:44,560
+تبع k ثلاثةهذه هي ال aggradation نفس الأشياء احنا
+
+129
+00:10:44,560 --> 00:10:49,040
+قلنا ال method واحدة بس اللي اختلف انه في الممداني
+
+130
+00:10:49,040 --> 00:10:52,920
+ال output معبر عنه ب fuzzy sets او fuzzy function
+
+131
+00:10:52,920 --> 00:10:56,900
+وعندما في ال cygino معبر عنه ب fuzzy samples ال
+
+132
+00:10:56,900 --> 00:11:00,020
+samples هي ال case واحد و اتنين و اتنين و تلاتة
+
+133
+00:11:00,020 --> 00:11:04,620
+فكيف انا مدمج على هذا الأساس انه صار في اندي ال
+
+134
+00:11:04,620 --> 00:11:10,850
+fuzzy output عبارة عن تلاتة samplesكل واحد له
+
+135
+00:11:10,850 --> 00:11:14,930
+موضوع يعني يعبر عن قيمة معينة كي واحد يعبر عن قيمة
+
+136
+00:11:14,930 --> 00:11:21,030
+0.2 كي اتنين يعبر عن 0.5 و هذا 0.8 موضوع حدي موضوع
+
+137
+00:11:21,030 --> 00:11:24,190
+اليك في المثل او انت اصلا يعني يوم انك تعمل فظيه
+
+138
+00:11:24,190 --> 00:11:27,950
+solution انت بتحدد ال case هذا بناء على ال expert
+
+139
+00:11:27,950 --> 00:11:31,350
+ال human expectation اللي بقولك المهم الآن بعدين
+
+140
+00:11:31,350 --> 00:11:34,870
+كيف نعمل defuzz هذا aggregation ولا لأ جمعنا ال
+
+141
+00:11:34,870 --> 00:11:38,550
+samples في مجموعة واحدة كيف نعمل defuzzification
+
+142
+00:11:39,100 --> 00:11:51,640
+هذه هي الوصولة للإعصار كل سامبل نضربه في Aش لأن
+
+143
+00:11:51,640 --> 00:12:04,460
+K1 K2 K3 0.2 0.8 0.5 ممكن يكون التدريج من 0 ل100
+
+144
+00:12:04,460 --> 00:12:13,780
+ليس من 0 ل1هذه هي قيمة الـ Sample قيمته
+
+145
+00:12:13,780 --> 00:12:19,960
+هو في حد ذاته مضمون في نسبته نسبته هي من أين أتيت
+
+146
+00:12:19,960 --> 00:12:31,720
+من ال rule من الاستنتاج K1 كانت نسبته 0.1 K2
+
+147
+00:12:31,720 --> 00:12:32,520
+كانت نسبته
+
+148
+00:12:45,260 --> 00:12:50,560
+صح مش هم هيك كانوا انا ارجع لل slide ال K1 0.1 و
+
+149
+00:12:50,560 --> 00:12:56,740
+K2 0.2 و 0.5 ماشي فانت بدك تفهم ان ال sample نفسه
+
+150
+00:12:56,740 --> 00:13:03,840
+له قيمة و هدوله النسب هي زي weights او أوزان لل
+
+151
+00:13:03,840 --> 00:13:08,320
+sample فعشان اعمل aggregation بضرب كل sample قيمته
+
+152
+00:13:08,320 --> 00:13:12,300
+في الوزن تبعه في value تبعه في ال weight تبعه يعني
+
+153
+00:13:12,300 --> 00:13:21,260
+بيصير عندي weighted sumW ضرب ال value W1 في value
+
+154
+00:13:21,260 --> 00:13:28,960
+1 زائد W2 في value 2 ماشي الان ال weight هو أبعاد
+
+155
+00:13:28,960 --> 00:13:38,780
+الميو اللي هو ال membership صح ميو ميو
+
+156
+00:13:38,780 --> 00:13:45,410
+درجة انتماء ال output ل K1ميو كتنين درجة انتماء ال
+
+157
+00:13:45,410 --> 00:13:49,210
+output لكتنين ميو كتلتر درجة انتماء ال output
+
+158
+00:13:49,210 --> 00:13:54,810
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+159
+00:13:54,810 --> 00:14:00,290
+output لكتلتر درجة انتماء ال output لكتلتر درجة
+
+160
+00:14:00,290 --> 00:14:01,650
+انتماء ال output لكتلتر درجة انتماء ال output
+
+161
+00:14:01,650 --> 00:14:01,670
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+162
+00:14:01,670 --> 00:14:01,670
+output لكتلتر درجة انتماء ال output لكتلتر درجة
+
+163
+00:14:01,670 --> 00:14:01,670
+انتماء ال output لكتلتر درجة انتماء ال output
+
+164
+00:14:01,670 --> 00:14:01,710
+لكتلتر درجة انتماء ال output لكتلتر درجة انتماء ال
+
+165
+00:14:01,710 --> 00:14:05,110
+output
+
+166
+00:14:05,110 --> 00:14:09,410
+لكتلتر
+
+167
+00:14:09,410 --> 00:14:14,500
+درجة انتماء ال output لكتلتالأوزان بيطلع عندى الآن
+
+168
+00:14:14,500 --> 00:14:21,160
+هدى
+
+169
+00:14:21,160 --> 00:14:25,020
+أبقى عن الأوزان ميو كواحد ممكن نام ميو كتلات
+
+170
+00:14:25,020 --> 00:14:29,680
+الأوزان مش ال values ال values هي كل واحد وين واجف
+
+171
+00:14:29,680 --> 00:14:33,440
+على ال scale تبع كل sample وين واجف هل بيكونوا
+
+172
+00:14:33,440 --> 00:14:37,180
+يعطياني الأوزان؟ أه طبعا لأ الأوزان لأ الأوزان
+
+173
+00:14:37,180 --> 00:14:42,110
+هادى اللى نحنا استنتجناهامهي ال ميو هي الأوزان
+
+174
+00:14:42,110 --> 00:14:45,650
+اللي طلعت من الروس ال value اه ال value هي اللي
+
+175
+00:14:45,650 --> 00:14:53,070
+بتجيب عليك انه بتحط علم هذي همارة عن الانهي ال
+
+176
+00:14:53,070 --> 00:14:57,970
+sample function تبع ال output زي ما انه احنا في
+
+177
+00:14:57,970 --> 00:15:02,990
+الممداني هيبقى معطى اليك هيبقى معطى اليك ال
+
+178
+00:15:02,990 --> 00:15:06,470
+functions كلهم ال functions تبع ال input و ال
+
+179
+00:15:06,470 --> 00:15:10,830
+fuzzy functions تبع ال input او ال inputs و
+
+180
+00:15:10,830 --> 00:15:13,710
+الفuzzy functions تبع ال output وين هم الفuzzy هنا
+
+181
+00:15:13,710 --> 00:15:20,770
+في هذا الشكل وين الفuzzy functions ثانى شوية
+
+182
+00:15:26,100 --> 00:15:29,980
+هذه الـ fuzzy function تبعت ال input X وهذه تبعت
+
+183
+00:15:29,980 --> 00:15:32,120
+ال input Y هذين هم الـ two fuzzy functions تبعت ال
+
+184
+00:15:32,120 --> 00:15:37,020
+input ومعهم ايضا ايضا انا موضع الي ال fuzzy
+
+185
+00:15:37,020 --> 00:15:42,300
+function تبعت ال output صح؟ نفس الاشياء هيجيك لو
+
+186
+00:15:42,300 --> 00:15:46,620
+انت بتعملها بالسبيل و methodبس اللي هيختلف انه هنا
+
+187
+00:15:46,620 --> 00:15:49,360
+بدلا من يعطيك ال function هذي يعطيك ال sample ال
+
+188
+00:15:49,360 --> 00:15:53,280
+sample function ال sample function كل K معروف
+
+189
+00:15:53,280 --> 00:16:06,120
+الموضوع تبعها واضح؟ فأصبح الأن لاحظ
+
+190
+00:16:06,120 --> 00:16:11,700
+أن اللقم هذا قريب منهذا الوقم اللي حسبناه
+
+191
+00:16:11,700 --> 00:16:16,500
+بالممداني اللي كان سبعة ستين اربعة و عشرة هنا خمسة
+
+192
+00:16:16,500 --> 00:16:25,660
+و ستين لان
+
+193
+00:16:25,660 --> 00:16:29,080
+لو احنا بنسأل متى استخدم الممداني و متى استخدم
+
+194
+00:16:29,080 --> 00:16:35,240
+السوينو بتالي واضح الإجابة اهم فرق بين ال two
+
+195
+00:16:35,240 --> 00:16:40,200
+techniques ايش هو انه يكون معلومة قيمةو هناك برضه
+
+196
+00:16:40,200 --> 00:16:44,540
+معلومة ايش
+
+197
+00:16:44,540 --> 00:16:52,120
+اختلف هذا ايش بيأثر على ال method يعني هل مثلا
+
+198
+00:16:52,120 --> 00:16:57,480
+بيأثر على زمن ال execution time لو انا جاعد معايا
+
+199
+00:16:57,480 --> 00:17:04,170
+هنا samples و بحسب ال weighted averageهل بيبقى
+
+200
+00:17:04,170 --> 00:17:09,650
+أسرع ولا أبطأ من لو أنا عندي sets و ال sets هجي ع
+
+201
+00:17:09,650 --> 00:17:14,650
+شكل regions بدي أوحد ما بينهم و بعدين أطلع هذا
+
+202
+00:17:14,650 --> 00:17:19,850
+أسرع صراحة هذا انا عملية انا عملية تلت عمليتين جمع
+
+203
+00:17:19,850 --> 00:17:26,370
+كل واحد تحتوي على عملية طلب مظبوطو بعدين تلت عملية
+
+204
+00:17:26,370 --> 00:17:35,030
+جامعة تحت و قسمة إنما هناك أنا بدي أخفف بدي أوسع
+
+205
+00:17:35,030 --> 00:17:40,230
+الفرق ما بين ال samples برضه على أساس أخفف عن حالي
+
+206
+00:17:40,230 --> 00:17:43,750
+يعني إذا بدي دقة أكتر بدي أجلل المسافة و أكتر
+
+207
+00:17:43,750 --> 00:17:48,630
+العينات اللي باخدها فأصبح إن الممداني method is
+
+208
+00:17:48,630 --> 00:17:51,790
+widely accepted for capturing exponentials and
+
+209
+00:17:51,790 --> 00:17:57,690
+allows us to describe themإلا إنه however ماندالين
+
+210
+00:17:57,690 --> 00:18:01,650
+type fuzzy influence entails يعني يترتب عليه
+
+211
+00:18:01,650 --> 00:18:07,850
+substantial computational burden عاوز أبقى أكتر on
+
+212
+00:18:07,850 --> 00:18:10,410
+the other hand السوجينو method تمام
+
+213
+00:18:10,410 --> 00:18:14,550
+computationally effective يعني أقل تكلفة
+
+214
+00:18:14,550 --> 00:18:18,170
+computationally وبالتالي فهي أفضل في مسائل ال
+
+215
+00:18:18,170 --> 00:18:21,470
+optimization و ال adaptive techniques اللي مش
+
+216
+00:18:21,470 --> 00:18:25,580
+محتاجةالدقة عالية جدا ما هي محتاجة أياش سرعة لإن
+
+217
+00:18:25,580 --> 00:18:28,260
+ال optimization بيحصل في calculations على
+
+218
+00:18:28,260 --> 00:18:33,500
+iterations كتيرة أكتر من مرمى بدك انت تطلع نتيجة
+
+219
+00:18:33,500 --> 00:18:38,480
+وبعدين تروح تعدل عشان تحسن وتقترب تدريجيا من فهذا
+
+220
+00:18:38,480 --> 00:18:41,980
+بده computations عالية فبالتالي answer بقيله اللي
+
+221
+00:18:41,980 --> 00:18:48,560
+هو ال method اللي فيها computation again احنا
+
+222
+00:18:48,560 --> 00:18:56,770
+الآنالسلايد هذه تجميل ال process ككل ال process ل
+
+223
+00:18:56,770 --> 00:19:01,970
+developing fuzzy express system انه احنا معانين
+
+224
+00:19:01,970 --> 00:19:08,750
+باولا اللي هو انت لو بدك تبدي fuzzy express system
+
+225
+00:19:08,750 --> 00:19:13,570
+لproblem لسه ما يعني ما نعملهاش system انت بدك
+
+226
+00:19:13,570 --> 00:19:17,750
+عندك قضية في الحياة العملية و بدك تعمللها express
+
+227
+00:19:17,750 --> 00:19:23,480
+system فانتمطلوب منك ان هو تحدد ال linguistic
+
+228
+00:19:23,480 --> 00:19:27,520
+variables شوية المتغيرات اللى بده تاخد fuzzy
+
+229
+00:19:27,520 --> 00:19:32,600
+values هذا ابتدائها قدام ال rules بتيجي يعني ال
+
+230
+00:19:32,600 --> 00:19:37,440
+rules اللى بده تمسك المتغيرات هذا ويقول إذا
+
+231
+00:19:37,440 --> 00:19:43,070
+المتغير كذا كذا then المتغير هذا بيكون كذاهذا
+
+232
+00:19:43,070 --> 00:19:45,690
+لاحقا في الأول بدك تاخد اللي هو العناصر الأساسية
+
+233
+00:19:45,690 --> 00:19:49,870
+اللي على أساسها بترتب ال decision كيف ال human
+
+234
+00:19:49,870 --> 00:19:56,390
+expert بيفكر بفكر بناء على متغيرات أساسية
+
+235
+00:19:56,390 --> 00:20:00,170
+المتغيرات الأساسية هي اللي بدك تحصرها وتحصر أيش
+
+236
+00:20:00,170 --> 00:20:06,510
+القيم المحتملة تبعتها فهذا أولا you need to define
+
+237
+00:20:06,510 --> 00:20:09,950
+the linguistic premise طبعا مرة أخرى انا بقولك في
+
+238
+00:20:09,950 --> 00:20:15,410
+امتحان هيجيلك الproblem well defined بس انت you
+
+239
+00:20:15,410 --> 00:20:20,170
+have to run ال method وتورين ال calculations بس لو
+
+240
+00:20:20,170 --> 00:20:24,450
+انت بدك تبني system من scratch يعني من الصفر ماذا
+
+241
+00:20:24,450 --> 00:20:27,570
+لك انت you will have to as a knowledge engineer
+
+242
+00:20:27,570 --> 00:20:32,350
+بدك ت define ال linguistic variables بدك لكل
+
+243
+00:20:32,350 --> 00:20:34,850
+linguistic variable تحدد ايش ال sets تبعته يعني
+
+244
+00:20:34,850 --> 00:20:44,270
+مثلا Y ولا X هل هم twoهل بالضرورة تلاتة six ولا
+
+245
+00:20:44,270 --> 00:20:48,250
+أكتر ولا أجانب يعني ممكن يبقى تلاتة ممكن يبقى
+
+246
+00:20:48,250 --> 00:20:50,830
+اتنين انت بدأت تحددها برضه بناء على ال human
+
+247
+00:20:50,830 --> 00:20:53,910
+expert اللي بيقولك ان هذا المتغير عادة بيكون يا
+
+248
+00:20:53,910 --> 00:21:00,070
+اما طول يا اما short بس او طول medium short بعد
+
+249
+00:21:00,070 --> 00:21:04,110
+هيك ال rules برضه هذا يعني لغاية الآن هنا كل هذا
+
+250
+00:21:04,490 --> 00:21:09,650
+استنادا او بالتنسيق مع الـ human expert صح انك انت
+
+251
+00:21:09,650 --> 00:21:14,310
+elicit and construct ال fuzzy rules ال fuzzy rules
+
+252
+00:21:14,310 --> 00:21:18,110
+انت لما بتعملها في البداية مش مضرور تبقى دقيقة جدا
+
+253
+00:21:18,110 --> 00:21:22,670
+يعني ممكن بعد تجربة ال system واكتشاف وين المشاكل
+
+254
+00:21:22,670 --> 00:21:26,630
+اللي فيه وقدش دقة الأداء تبعه تروح تعدل اضيف rules
+
+255
+00:21:26,630 --> 00:21:31,730
+جديدة تحذف rules مالهاش اي لازمة اضيف برضه كمان في
+
+256
+00:21:31,730 --> 00:21:36,040
+المتغيرات ولا في ال sets وتعدل في ال setsIn code
+
+257
+00:21:36,040 --> 00:21:42,080
+الكلام على كله ال process و ال procedures كلها في
+
+258
+00:21:42,080 --> 00:21:45,840
+البرنامج اللى هتستخدمه او اللى هتصممه لان انت ممكن
+
+259
+00:21:45,840 --> 00:21:49,820
+تصمم ال system كله بال scratch بال Java و لا بال C
+
+260
+00:21:49,820 --> 00:21:54,760
+و لا بال C++ او تستخدم بعض ال shells اللى جاهزة
+
+261
+00:21:54,760 --> 00:21:57,860
+لبناء ال express systems و اللى بتعتمد على rule
+
+262
+00:21:57,860 --> 00:22:02,300
+based فانت تدخل ال rules هذه و تدخل ال variables و
+
+263
+00:22:02,300 --> 00:22:06,340
+تدخل ال setsبناء على تصميم البرنامج البرنامج هو
+
+264
+00:22:06,340 --> 00:22:12,300
+بيعطيك interface اللي انت تدخل .. هل الكلام بتشوفه
+
+265
+00:22:12,300 --> 00:22:14,800
+في المعمل إذا لسه مانا شوفتهوش already تشوفه في
+
+266
+00:22:14,800 --> 00:22:19,700
+المعمل ال .. ال .. ال .. ال rule basics في ال
+
+267
+00:22:19,700 --> 00:22:22,660
+system تمام؟ هذا ال encoding المقصود دلان اللي هي
+
+268
+00:22:22,660 --> 00:22:25,880
+إدخال الكلمة كلها إلى ال system دلان ال system
+
+269
+00:22:25,880 --> 00:22:31,320
+يفترض انك انت تبدأ تعمله جربه جربه ببيانات already
+
+270
+00:22:31,320 --> 00:22:36,270
+معروف ال ..القرار فيها او ال result بتاعتها بتدخل
+
+271
+00:22:36,270 --> 00:22:39,470
+وشوف ايش ال performance تبع ال system هل قريب ولا
+
+272
+00:22:39,470 --> 00:22:46,170
+بعيد عنه طبعا مش هيبقى الدقة 100% ولا حتى 90% في
+
+273
+00:22:46,170 --> 00:22:51,790
+البداية فبداك انت بناء على النتائج اللى بتطلع بناء
+
+274
+00:22:51,790 --> 00:22:58,170
+على ال evaluation بتروح ترجع تعمل ايش تعمل
+
+275
+00:22:58,170 --> 00:22:58,550
+ايش
+
+276
+00:23:01,180 --> 00:23:04,940
+refinement أو fine-tuning للسيستم fine-tuning هو
+
+277
+00:23:04,940 --> 00:23:08,960
+كما قلت اما بتغيير ال fuzzy sets تعديلها على ال
+
+278
+00:23:08,960 --> 00:23:13,480
+fuzzy sets او تعديلها على ال roles تعديلها على ال
+
+279
+00:23:13,480 --> 00:23:18,280
+roles هذا
+
+280
+00:23:18,280 --> 00:23:23,680
+المثال انا بدي اتركه لكم هو عبارة عن system ل
+
+281
+00:23:23,680 --> 00:23:30,100
+export system ل maintenance shopأو maintenance
+
+282
+00:23:30,100 --> 00:23:37,020
+department بيجيله أجهزة بتصليح بيشخص المشكلة و
+
+283
+00:23:37,020 --> 00:23:41,600
+بيبدل اذا عرف القطعة اللي هطلانا بيبدلها الان ال
+
+284
+00:23:41,600 --> 00:23:44,760
+system مش هو اللي بيقوم بالتشخيص ال system بس
+
+285
+00:23:44,760 --> 00:23:48,800
+بيساعد ال manager انه دايماال spare parts اللي
+
+286
+00:23:48,800 --> 00:23:54,760
+عندهم على الرفوف تبقى إيش كافية لحسب حجم الشغل إذا
+
+287
+00:23:54,760 --> 00:23:59,100
+في كتير أجهزة بتيجي عطلانة أو في حركة كتير معناه
+
+288
+00:23:59,100 --> 00:24:05,500
+ذلك ال system لازم يعطي مؤشر للمدير إنه بدك زيد
+
+289
+00:24:05,500 --> 00:24:09,860
+عدد اللي يقوله spare parts إذا العدد خف معناه ذلك
+
+290
+00:24:09,860 --> 00:24:14,380
+بده يخف ال alert أو التنبيه ل .. فعندك إنت هنا في
+
+291
+00:24:14,380 --> 00:24:18,490
+ال system هذا في عدة متغيراتاللي هي زي مثلا اللي
+
+292
+00:24:18,490 --> 00:24:22,450
+على أساسها ال system القرن هذه المتغيرات اللي هي
+
+293
+00:24:22,450 --> 00:24:26,910
+linguistic variables ال average waiting time يعني
+
+294
+00:24:26,910 --> 00:24:31,490
+تخيل أنه في وسيلة نشوف الزبون لما بيجي و يجيب معا
+
+295
+00:24:31,490 --> 00:24:35,630
+جهازه ما بين ما بيدخل و ما بين ما بيطلع هذا اسمه
+
+296
+00:24:35,630 --> 00:24:40,570
+ال waiting time في وسيلة لحساب الزمن هلأ كأنه مثلا
+
+297
+00:24:40,570 --> 00:24:46,120
+يبقى في ticket stand الزبون اللي بيجي بياخدTicket
+
+298
+00:24:46,120 --> 00:24:50,000
+و بقعد ماشي و بعدين بننادي عليه و بعدين بنصلح
+
+299
+00:24:50,000 --> 00:24:54,760
+الجهاز و بعدين لما بطلع بنسجل وقتاش احنا أنجزنا
+
+300
+00:24:54,760 --> 00:24:58,700
+المهمة فالفرق ما بين دخوله و ما بين ما احنا نسجل
+
+301
+00:24:58,700 --> 00:25:02,060
+أنجزنا المهمة هذا هو ايش ال waiting time تبعه بين
+
+302
+00:25:02,060 --> 00:25:04,720
+حسب ال average waiting time يعني زبون مرة زبون مرة
+
+303
+00:25:04,720 --> 00:25:07,540
+زبون بتجمعوا و بين حسب ايش ال average فهذا ال
+
+304
+00:25:07,540 --> 00:25:10,900
+average و waiting time هذا واحد من المعطيات اللي
+
+305
+00:25:10,900 --> 00:25:15,260
+ال express system يستند اليهاهو واحد من المواضعات
+
+306
+00:25:15,260 --> 00:25:19,860
+التي تستند الـ Fuzzy Express System لها في إعطائها
+
+307
+00:25:19,860 --> 00:25:23,120
+هذا الـ Main delay أو اختصار إيه الـ Repair
+
+308
+00:25:23,120 --> 00:25:27,420
+Utilization Factor of Service Center الـ Repair
+
+309
+00:25:27,420 --> 00:25:32,280
+Utilization Factor هو جداشإن فعلا كل واحد من
+
+310
+00:25:32,280 --> 00:25:36,400
+الموظفين ال utilization تبعه يعني قداش بيعلن أكم
+
+311
+00:25:36,400 --> 00:25:42,360
+جهاز بيصلح في الساعة ال number of servers ال
+
+312
+00:25:42,360 --> 00:25:44,740
+servers هنا مش الأجهزة يعني ال servers لأ ال
+
+313
+00:25:44,740 --> 00:25:47,260
+servers هم الموظفين اللي بيقدوا خدمة التصنيح
+
+314
+00:25:47,260 --> 00:25:51,240
+because ال servers احنا بطلنا نفهمها إلا على أساس
+
+315
+00:25:51,240 --> 00:25:55,260
+ال computer مع إنه هي بالأصل ممكن تبقى الخادم اللي
+
+316
+00:25:55,260 --> 00:25:59,240
+في مطعم ممكن تبقى الموظف اللي بيقد خدمة في ورش
+
+317
+00:25:59,240 --> 00:26:02,720
+التصنيحأو أي حاجة تانية and initial number of
+
+318
+00:26:02,720 --> 00:26:05,360
+spare parts اللي هو أصلا جطعة الضيارة المتوفرة
+
+319
+00:26:05,360 --> 00:26:10,180
+جديش كانت أصلا في البداية ال linguistic values
+
+320
+00:26:10,180 --> 00:26:15,480
+الآن إحنا إيش قولنا في ال list الخطوات اللي
+
+321
+00:26:15,480 --> 00:26:18,940
+بيسويها ال software انه حدد ال values و بعدين
+
+322
+00:26:18,940 --> 00:26:22,700
+بيقولي حدد ال sets و بعدين بييجي دور ال rules ال
+
+323
+00:26:22,700 --> 00:26:26,740
+sets هذه مثلا هنا linguistic value اللي هو a value
+
+324
+00:26:26,740 --> 00:26:32,270
+اللي هو ال meanالذي هو متوسط الانتظار وقت الانتظار
+
+325
+00:26:32,270 --> 00:26:38,230
+هذا له ثلاثة subsets ثلاثة fuzzy sets اللي هو very
+
+326
+00:26:38,230 --> 00:26:40,790
+short و short و medium يعني وقت الانتظار ممكن يبقى
+
+327
+00:26:40,790 --> 00:26:45,230
+very short لأنه ما أخدش وجهة على طول أو يبقى short
+
+328
+00:26:45,230 --> 00:26:51,010
+أو يبقى medium okay فال .. و هذه الرموز هنا و هذه
+
+329
+00:26:51,010 --> 00:26:55,090
+وين بدايتها يعني على الخط هذا
+
+330
+00:26:57,840 --> 00:27:06,740
+من عند الـ 0 إلى الـ 0.3 بيجي اللي هو مين ال very
+
+331
+00:27:06,740 --> 00:27:16,280
+short و من عند ال مين من ال 0.1 إلى ال 0.5 بيجي
+
+332
+00:27:16,280 --> 00:27:26,020
+ايش ال short صح؟ من عند ال 0.4 إلى ال 0.7 بيجي ايش
+
+333
+00:27:27,300 --> 00:27:32,050
+اللي هو ال medium واضح أنا بسعشان توضح ايش الأرقام
+
+334
+00:27:32,050 --> 00:27:38,610
+هذه و كيف بتعبرها بالـ function هذه ليست rules هذه
+
+335
+00:27:38,610 --> 00:27:41,690
+فظي sets احنا بتلانا ال set اللي هو العمود التالة
+
+336
+00:27:41,690 --> 00:27:45,930
+صحيح؟ العمود التالة باسم ال set او اختصار اسمه هاي
+
+337
+00:27:45,930 --> 00:27:50,310
+اسم ال set وهي اختصاره وهي حدوده حدوده؟ هذا حدوده
+
+338
+00:27:50,310 --> 00:27:54,970
+هم اللي كنت بتسويه بعد هي تيجي ال rules ال fuzzy
+
+339
+00:27:54,970 --> 00:28:00,950
+rules هاي ال sets احنا بنانا علي الكلمة ده كعملنا
+
+340
+00:28:00,950 --> 00:28:03,010
+اللي هو الـ Fuzzy Sets فهي الـ Fuzzy Sets ثم الـ
+
+341
+00:28:03,010 --> 00:28:05,830
+mean delay ثم ال number of servers هذا كله عبارة
+
+342
+00:28:05,830 --> 00:28:09,270
+عن ترجمة للأرقام اللي هي الحدود اللي في القمود
+
+343
+00:28:09,270 --> 00:28:13,710
+الأخرى بعدها كان يجي اللي هو الـ Fuzzy Rules الـ
+
+344
+00:28:13,710 --> 00:28:16,210
+Fuzzy Rules الآن برضه زي ما قلنا بناء على ال human
+
+345
+00:28:16,210 --> 00:28:19,590
+experts اللي بيساوي هذا الكلام بده يعطينا ال rules
+
+346
+00:28:19,590 --> 00:28:23,210
+ممكن يعطينا إياها rules if و then أو يعطينا إياها
+
+347
+00:28:23,210 --> 00:28:25,970
+على شكل ال mattress هذه ال mattress هذه اللي
+
+348
+00:28:25,970 --> 00:28:29,490
+ألاحظت هي عبارة عن صيغة أخرى لل rules هذه هنا
+
+349
+00:28:29,490 --> 00:28:35,150
+ماقول ليهبالنسبة لـ main
+
+350
+00:28:35,150 --> 00:28:39,010
+delay و
+
+351
+00:28:39,010 --> 00:28:43,190
+علاقته بالmain بال number of servers إذا ال main
+
+352
+00:28:43,190 --> 00:28:47,430
+delay كان very short و ال number of servers كان
+
+353
+00:28:47,430 --> 00:28:56,930
+small يبقى ال utilization very low
+
+354
+00:29:00,100 --> 00:29:04,260
+ماشي هنا إذا هذا short mean delay و هذا short
+
+355
+00:29:04,260 --> 00:29:09,400
+فبيبقى low واضح فكل واحد من هدول المنطبعات عبارة
+
+356
+00:29:09,400 --> 00:29:12,700
+عن ال
+
+357
+00:29:12,700 --> 00:29:15,920
+conclusion تبعت rule عبارة عن rule صح عشان انا
+
+358
+00:29:15,920 --> 00:29:23,140
+اتوجهش بلد اذا ال mean delay very short and هذا
+
+359
+00:29:23,140 --> 00:29:28,940
+short ف very low اللي هو ال utilization واضحفهذه
+
+360
+00:29:28,940 --> 00:29:35,180
+ال matrix تجمل مجموعة من ال rules تربط ما بين two
+
+361
+00:29:35,180 --> 00:29:41,040
+linguistic variables مع واحد تالت صح؟ وممكن تلاقي
+
+362
+00:29:41,040 --> 00:29:44,920
+الآن أعبّرلك عنها على شكل ال table ال table هذا
+
+363
+00:29:44,920 --> 00:29:49,360
+أجواء عن باطلوا مجموعة من سبعة و عشرين rules هاي
+
+364
+00:29:49,360 --> 00:29:52,780
+تسعة و تسعة و كمان تسعة هذا ال rule الرقم اللي راح
+
+365
+00:29:52,780 --> 00:29:58,090
+نقوله إذا ال متغير لهذا very shortو هذا S وهذا L ف
+
+366
+00:29:58,090 --> 00:30:03,510
+.. ال .. إيش قلنا ال N؟ هذا كان اختصار ليش؟ هذا ال
+
+367
+00:30:03,510 --> 00:30:06,230
+neutralization هذا إيش كان؟ number of spare parts
+
+368
+00:30:06,230 --> 00:30:11,810
+نعم فبقى very small very small لأن ال .. ال .. ال
+
+369
+00:30:11,810 --> 00:30:15,170
+human .. ال administrator أو ال manager بدي استخدم
+
+370
+00:30:15,170 --> 00:30:18,390
+ال system عشان في الآخر يطلع على الرقم هذا هل ال
+
+371
+00:30:18,390 --> 00:30:21,790
+number of spare parts كبير ولا صغير و بالنسبة كدهش
+
+372
+00:30:21,790 --> 00:30:29,020
+عشان يقرر إذا كان يزود ولا يكتركله جلل واضح ف ال
+
+373
+00:30:29,020 --> 00:30:31,860
+rules احنا ممكن تتعبر على شكل table زيكى او على
+
+374
+00:30:31,860 --> 00:30:34,600
+شكل matrix او على شكل rule base هذا ال rule base
+
+375
+00:30:34,600 --> 00:30:40,400
+غلبه انت بتعطيها ال encoding اللى بتعطيه لل shell
+
+376
+00:30:40,400 --> 00:30:46,260
+اللى هتستخدمها تمام الان هذه عبارة عن matrix بس
+
+377
+00:30:46,260 --> 00:30:50,620
+cube يعني عدة matrices متجمعت مع بعض في شكل cube
+
+378
+00:30:50,620 --> 00:30:52,260
+في الفيه دى انا
+
+379
+00:30:55,590 --> 00:31:01,950
+بس ال matrix هذه عبارة عن ايش ال two المتغيرين
+
+380
+00:31:01,950 --> 00:31:09,290
+هذول ال m و ال s ال matrix هذه او البعد هذا بدخل
+
+381
+00:31:09,290 --> 00:31:17,890
+ال variable التالت يعني بمعنى اخر انه تخيل هذا ال
+
+382
+00:31:17,890 --> 00:31:22,630
+L مخبأ ورا هذا ال M
+
+383
+00:31:26,710 --> 00:31:33,770
+لأ صراحة دي هي بعض وهي بعض وهي كمان بعض تلات أبعاد
+
+384
+00:31:33,770 --> 00:31:39,950
+لتلات متغيرات واللي مخزن في السلة الواحدة الخلية
+
+385
+00:31:39,950 --> 00:31:44,950
+الواحدة هي ال result اللي هي المتغير الرابع صحيح
+
+386
+00:31:44,950 --> 00:31:54,990
+لأ إذا كان ال mean small و ال servers median و ال
+
+387
+00:31:57,370 --> 00:32:02,670
+Utilization Medium فمعنى ذلك هيتم Small مع Medium
+
+388
+00:32:02,670 --> 00:32:10,630
+مع Medium مع Low مع Medium
+
+389
+00:32:10,630 --> 00:32:16,790
+مع Low فهذا هو الوضع صح؟ Small مع Medium مع High
+
+390
+00:32:16,790 --> 00:32:23,050
+فهذا هو الوضع واضح ان انت كيوب يعني ايش بدك كيوب
+
+391
+00:32:23,050 --> 00:32:28,420
+هي و مرقم و موضح عندكالـ cube هذا هو وسيلة للتعبير
+
+392
+00:32:28,420 --> 00:32:33,620
+عن rules ال conditions تبعتها فيها تلاتة متغيرات
+
+393
+00:32:33,620 --> 00:32:39,720
+وال result فيها متغير واحد هذا كله بتعمله encoding
+
+394
+00:32:41,550 --> 00:32:45,750
+أما من خلال الـ scratch أو من خلال الـ shell وبعد
+
+395
+00:32:45,750 --> 00:32:49,150
+ذلك يحصل فيه evaluation ال evaluation هي أداء ال
+
+396
+00:32:49,150 --> 00:32:52,330
+system يعني نجرب ال system و نشوف ال results اللي
+
+397
+00:32:52,330 --> 00:32:57,810
+بيعطينا هي هل منطقي و لا لو كان في أي إشكاليات على
+
+398
+00:32:57,810 --> 00:33:03,910
+الأداء بنروح و نغيرين لتحسين ال performance of ال
+
+399
+00:33:03,910 --> 00:33:08,010
+system we may use additional
+
+400
+00:33:12,140 --> 00:33:17,840
+Additional sets يعني إيش؟ إذا كان رود فيها بس
+
+401
+00:33:17,840 --> 00:33:22,360
+تلاتة sets ممكن ندخل set رابع يعني بدل مثلا ال
+
+402
+00:33:22,360 --> 00:33:26,780
+waiting time يبقى short و very short و medium لأ
+
+403
+00:33:26,780 --> 00:33:31,920
+بجسمهم إلى أربع خليهم مثلا medium و low و بعدين
+
+404
+00:33:31,920 --> 00:33:35,640
+medium و high و short و very short يصيروا أربع
+
+405
+00:33:35,640 --> 00:33:40,480
+sets و بعدين feature الأخرى اللي هي هتدخلنا عليها
+
+406
+00:33:40,480 --> 00:33:45,280
+هو ال edgesموضوع الهتجز اللي هو ان انا استخدم
+
+407
+00:33:45,280 --> 00:33:49,400
+المصطلحات rather و rather small و rather large
+
+408
+00:33:49,400 --> 00:33:54,060
+خلينا نرجع الان على الهتجز عشان نشوف شوف هاي هنا
+
+409
+00:33:54,060 --> 00:33:58,860
+هذا المثال لإنه دخل sets إضافية على ال set تبع ال
+
+410
+00:33:58,860 --> 00:34:02,820
+service ال service كانت تلاتة sets كانت ال small و
+
+411
+00:34:02,820 --> 00:34:06,820
+ال medium و ال large دخل هنا rather large يعني
+
+412
+00:34:06,820 --> 00:34:11,180
+شوية large وهنا rather small يعني شوية smallأه
+
+413
+00:34:11,180 --> 00:34:16,520
+يعني هو بين ال small و بين ال medium تمام
+
+414
+00:34:16,520 --> 00:34:25,860
+okay الآن ال ال hedges بدنا نرجع على ال hedges بس
+
+415
+00:34:25,860 --> 00:34:28,620
+عشان نشوف ايش يعني و ايش دورها في ال
+
+416
+00:34:47,640 --> 00:34:51,960
+طيب احنا لو بدنا نمشي بال slides هذا من البداية
+
+417
+00:34:51,960 --> 00:34:56,180
+عمليا بيكون احنا يا دوبر بس تركنا اللي هو ال
+
+418
+00:34:56,180 --> 00:35:00,380
+introduction هذه تركناها هي اللي ماغطناهاش و
+
+419
+00:35:00,380 --> 00:35:06,180
+الباقي من عند اللي هو مفهوم ال fuzzy sets مغطناها
+
+420
+00:35:06,180 --> 00:35:11,480
+صح ايش عن fuzzy set و المثال هذا كلام ده كله مابرش
+
+421
+00:35:11,480 --> 00:35:16,560
+ب value و كيف الفرق ما بين ال fuzzy set و ال crisp
+
+422
+00:35:16,560 --> 00:35:22,380
+setOkay هت represent فظي ست ان كل هذا كلام حكينا
+
+423
+00:35:22,380 --> 00:35:29,540
+فيه ولكن فلتنا موضوع الهج أو الهجز صح الهجز هي
+
+424
+00:35:29,540 --> 00:35:33,360
+عبارة عن زي ما تشاهد في الشكل هذا عبارة عن تغيير
+
+425
+00:35:33,360 --> 00:35:37,920
+على شكل ال shape يعني تبع الفظي ست هنا ال shape
+
+426
+00:35:37,920 --> 00:35:42,360
+هذا مفلح صح وهنا هذا شبه مرحلة مصمم وهذا كذا مرحلة
+
+427
+00:35:42,360 --> 00:35:51,650
+انا ممكن اعمل الالانحناق هذا انحناق هذا ايش دوره
+
+428
+00:35:51,650 --> 00:35:56,250
+احيانا ال user لما يقولي مثلا very short او ال
+
+429
+00:35:56,250 --> 00:36:00,930
+human expert لما يقولي very short اذا كان ال input
+
+430
+00:36:00,930 --> 00:36:06,830
+واقع هنا من بين هنا لهنا بدي اصنفه انا ايش في ال
+
+431
+00:36:06,830 --> 00:36:10,750
+very short ايش يعني very short وقت ايش بقى اقول
+
+432
+00:36:10,750 --> 00:36:15,810
+انا very short لما يكون في الناحية هذه كل ما بتاعت
+
+433
+00:36:15,810 --> 00:36:22,010
+اصبحمش كتير very short فهو القيام اللي هنا القيام
+
+434
+00:36:22,010 --> 00:36:26,510
+اللي هنا هتأخد عالي كتير في ال very short و كدرجة
+
+435
+00:36:26,510 --> 00:36:31,350
+الحالة اللي هنا هي لسه عالى صح لسه عالى بينما كل
+
+436
+00:36:31,350 --> 00:36:37,070
+ما اتقدمت هتجيل مظبوط هتصغر في ال ash في ال very
+
+437
+00:36:37,070 --> 00:36:43,350
+short فكلمة very هذه ان ترتب عليها ان احنا ال line
+
+438
+00:36:43,350 --> 00:36:47,450
+هذا هولناه ل curveبحيث أنه ينحز للناحية هذه بحيث
+
+439
+00:36:47,450 --> 00:36:51,330
+أن ال membership values اللي بدأ تطلع، بدأ تطلع
+
+440
+00:36:51,330 --> 00:36:58,730
+عالية للناس للقيم اللي فعلا فعلا short و أقل للناس
+
+441
+00:36:58,730 --> 00:37:03,250
+اللي بدأوا .. للناس اللي .. اللي .. اللي قولهم
+
+442
+00:37:03,250 --> 00:37:08,050
+شوية بدأ يقترب مني من ال average تمام؟ اللي اقترب
+
+443
+00:37:08,050 --> 00:37:12,270
+من ال average بدأ اعطيله نسبة ال very short انها
+
+444
+00:37:12,270 --> 00:37:17,080
+منخفضةلأنه مش very short anymore ال 170 و لا ال
+
+445
+00:37:17,080 --> 00:37:22,420
+160 و ال 165 is not very short ممكن short تمام و
+
+446
+00:37:22,420 --> 00:37:28,480
+أيضا حتى ممكن medium او average لكن حتما هو بدأ
+
+447
+00:37:28,480 --> 00:37:33,980
+يخرج من مجموعة ال very short ال very short اكثر و
+
+448
+00:37:33,980 --> 00:37:37,360
+يتناسب اكتر اللي هو الجسار الكتير اللي من 160 و
+
+449
+00:37:37,360 --> 00:37:41,440
+نزلالـ H إيه؟ الـ H هي optimization على ال edge
+
+450
+00:37:41,440 --> 00:37:44,240
+تبع ال K ماقدرش أقول optimization ماقدرش أقول اه
+
+451
+00:37:44,240 --> 00:37:47,080
+مش optimization بقول هي عبارة عن modification
+
+452
+00:37:47,080 --> 00:37:52,720
+تعديل على ال shape ال shape ماتقولش ال edge لإن هو
+
+453
+00:37:52,720 --> 00:37:55,000
+أكتر من ال edge ال shape هي ال edge و هي ال edge و
+
+454
+00:37:55,000 --> 00:37:59,540
+هي ال edge صح؟ ال shape تبع ال fuzzy set بحيث أنه
+
+455
+00:37:59,540 --> 00:38:05,660
+يجه أكتر وصفة لل أو أكتر تعبير عن ال linguistic
+
+456
+00:38:05,660 --> 00:38:11,280
+valueالـ stochastic value هو very short كده كده is
+
+457
+00:38:11,280 --> 00:38:14,960
+كده كده مش اللي بعد ال is هو ال value فال shape
+
+458
+00:38:14,960 --> 00:38:18,560
+لازم يكون أكثر تعبيرا عن هذا عن ال value فماقدرش
+
+459
+00:38:18,560 --> 00:38:23,500
+أستخدم هذا الشيء لل short و لل very short هذا بصلح
+
+460
+00:38:23,500 --> 00:38:28,320
+لل short لكن لل very short بدي أغيره و أبدل تمام
+
+461
+00:38:28,320 --> 00:38:33,740
+ال very tall عشان الناس اللي في ال 180 و لعدنا
+
+462
+00:38:33,740 --> 00:38:38,230
+انتمائهم لل very tall ضعيفهم الطول بدأوا يخشوا فى
+
+463
+00:38:38,230 --> 00:38:41,310
+الطول بس مش فى ال very tall صح ال very tall هو
+
+464
+00:38:41,310 --> 00:38:47,230
+اللى بيفط بعد ال 90% لأن ال 90% اللى هنا ممكن يبدأ
+
+465
+00:38:47,230 --> 00:38:53,490
+ماخد اسمه عالية من ضمن مجموعة الطول لكن اسمه مقرف
+
+466
+00:38:53,490 --> 00:38:56,910
+أضعف من جماعة ال very tall انتماء أضعف جماعة ال
+
+467
+00:38:56,910 --> 00:38:59,970
+very tall صح ولا لأ فهذا هو مفهوم الهتجز والهتجز
+
+468
+00:38:59,970 --> 00:39:06,580
+هذه إلها أشكال أو تحويرات متعارف عليها دمهطبعا انا
+
+469
+00:39:06,580 --> 00:39:11,040
+بقول little اه little short و little number of
+
+470
+00:39:11,040 --> 00:39:14,800
+parts و little مش عارف ايش تمام اللي بيصير ان هو
+
+471
+00:39:14,800 --> 00:39:20,120
+نفس ال membership اللي كان في وضع اللي هو المثلث
+
+472
+00:39:20,120 --> 00:39:27,540
+العادى بدنا نفعه قص 1.3 1.3 اي قيمة القيمة هذه
+
+473
+00:39:27,540 --> 00:39:32,940
+طبعا كلها ال membership من 0 ل 1 فهي كسور تخيل لو
+
+474
+00:39:32,940 --> 00:39:40,980
+انا عندي هنا valueوهو ايش اقول
+
+475
+00:39:40,980 --> 00:39:50,760
+مثلا نص 0.5 صح لما انا اخد 0.5 اص واحد وتلاتة
+
+476
+00:39:50,760 --> 00:39:55,940
+من عشرة القيمة هتكبر ولا هتصغر هتصغر لان انا كسر
+
+477
+00:39:55,940 --> 00:40:03,200
+لان اقل من واحد وهذا هو ليه نص
+
+478
+00:40:03,200 --> 00:40:12,290
+اص واحد point لها فهذا ال lineيعبر عن ايش القيمة
+
+479
+00:40:12,290 --> 00:40:15,810
+نفسها ال membership value نفسها مرفوعة اص واحد
+
+480
+00:40:15,810 --> 00:40:19,330
+point ثلاثة تمام لو انا قولت one point seven
+
+481
+00:40:19,330 --> 00:40:25,190
+التجويس او التقاء حر بيصير اشد ولا لا okay لما
+
+482
+00:40:25,190 --> 00:40:31,610
+اقول اص اتنين بيصير اشد اكتر التقاء فانا استخدمت
+
+483
+00:40:31,610 --> 00:40:39,130
+هذا ال powerللتل وهذا لل slightly وهذا لل very
+
+484
+00:40:39,130 --> 00:40:44,570
+يعني ان اقول very short كل ما بزيد حدة ال variable
+
+485
+00:40:44,570 --> 00:40:51,310
+بدي تقعه اكتر extremely كذلك
+
+486
+00:40:51,310 --> 00:40:56,910
+هل very very very very زيها زي more or less لأ مش
+
+487
+00:40:56,910 --> 00:41:02,170
+more or less very very لأ very very تقريبا زيزي
+
+488
+00:41:02,170 --> 00:41:07,090
+extremely بس أشد حد من extremely أما ال more or
+
+489
+00:41:07,090 --> 00:41:11,390
+less وال somewhat هم اللي ايش يعني نفس المصطلح في
+
+490
+00:41:11,390 --> 00:41:16,170
+الآخر دلالته واحدة اما يقولك more or less نوعا ما
+
+491
+00:41:16,170 --> 00:41:21,710
+او يقولك somewhat نفس الاشي ال indeed معنادلك انت
+
+492
+00:41:21,710 --> 00:41:25,990
+الجماعة هدولة اللي جابل النص اللي بدك تمتقعه اللي
+
+493
+00:41:25,990 --> 00:41:31,120
+بعد معناته فبدك تشدد على هذاالمنطقة اللي هنا
+
+494
+00:41:31,120 --> 00:41:35,180
+بتعطيها membership عالى واللي على الأطراف بتعطيهم
+
+495
+00:41:35,180 --> 00:41:39,680
+membership منخفضة فتطلع المعادلة اللي تبعت وهنا
+
+496
+00:41:39,680 --> 00:41:44,540
+انه إذا كان ال membership value الأصلي تبع المثلث
+
+497
+00:41:44,540 --> 00:41:52,260
+من الـ 0 إلى النص من الـ 0 إلى النص فاستخدم
+
+498
+00:41:52,260 --> 00:42:05,820
+اتنين ضرب ميو ترمية وإذا كانمن النص للواحد استخدم
+
+499
+00:42:05,820 --> 00:42:10,560
+المعادلة التانية
+
+500
+00:42:15,740 --> 00:42:20,560
+أنا في عندى هنا table بال Excel ممكن تطلع عليها
+
+501
+00:42:20,560 --> 00:42:24,580
+حاطيتها على drop box يعني هو هذا يعني هذا يكون زى
+
+502
+00:42:24,580 --> 00:42:29,160
+standard لل linguistics ايوه هذه standard
+
+503
+00:42:29,160 --> 00:42:35,280
+mathematical formula لل
+
+504
+00:42:35,280 --> 00:42:39,880
+linguistic variables standard mathematical formula
+
+505
+00:42:39,880 --> 00:42:45,970
+او model لل linguistic variablesهذا اسمه
+
+506
+00:42:45,970 --> 00:42:51,130
+linguistic values اللى بتوصف ال fuzzy set ال fuzzy
+
+507
+00:42:51,130 --> 00:42:56,210
+set بنوصفه بال linguistic values اه بنقول short
+
+508
+00:42:56,210 --> 00:43:01,650
+طول و كده لإن هذه الهتجز بتعمل modification الهتجز
+
+509
+00:43:01,650 --> 00:43:07,470
+هذه لها linguistic terms و لها mathematical اللى
+
+510
+00:43:07,470 --> 00:43:13,200
+يتعبر عنها على ال systemواضح فضل هنا اخر اشي بعد
+
+511
+00:43:13,200 --> 00:43:19,240
+نقطة الهتجز ال operations هذه برضه بعتبرها بديئة
+
+512
+00:43:19,240 --> 00:43:24,760
+لانه احنا احنا نعرف ال sets العادية اما اللي بقول
+
+513
+00:43:24,760 --> 00:43:28,620
+ان انا عندي مجموعة وهي ال universe عندي مجموعة هذه
+
+514
+00:43:28,620 --> 00:43:34,440
+a وهذه نقطة a صح okay هذا بيسمي complement هذا
+
+515
+00:43:34,440 --> 00:43:40,580
+بيحتوي على a تمام هذا اسمه contained الكلام هذافي
+
+516
+00:43:40,580 --> 00:43:44,620
+الـ Fuzzy Sets وهذا الانترسكشن تبعهم وهذا ال union
+
+517
+00:43:44,620 --> 00:43:48,940
+يعني ال two sets انترسكشن تبعهم لأن هذا الكلام في
+
+518
+00:43:48,940 --> 00:43:51,880
+ال fuzzy sets ال complement لما نقول ان انا في ال
+
+519
+00:43:51,880 --> 00:43:56,480
+crisp sets ال complement تبع المجموعة هي العناصر
+
+520
+00:43:56,480 --> 00:44:00,680
+اللي does not belong to هذه المجموعة ال complement
+
+521
+00:44:00,680 --> 00:44:03,780
+تبع اي مجموعة هي العناصر اللي مش موجودة موجودة برا
+
+522
+00:44:03,780 --> 00:44:08,640
+في ال fuzzy sets ماعنديش انا جوا و برا انا عندى
+
+523
+00:44:08,640 --> 00:44:13,620
+درجة انتمامفاللي .. ال .. ال complement لفاظي set
+
+524
+00:44:13,620 --> 00:44:21,600
+هو جداش ال elements not belong جداش مابينتموش إذا
+
+525
+00:44:21,600 --> 00:44:25,320
+عندي set .. عندي element ينتمي للمجموع هيكون
+
+526
+00:44:25,320 --> 00:44:31,300
+بينتمي بدسلة مثلا 75% طب جداش لا ينتمي .. 5% فهم
+
+527
+00:44:31,300 --> 00:44:34,960
+نفس ال elements اللي في ال .. في ال set هم اللي في
+
+528
+00:44:34,960 --> 00:44:38,820
+ال complement تبعه بس هتكون انتمائهم اللي انجلب صح
+
+529
+00:44:38,820 --> 00:44:39,320
+ولا لا؟
+
+530
+00:44:42,130 --> 00:44:46,990
+درجة الانتباه هي تغييره لنفس العناصر نجمل على
+
+531
+00:44:46,990 --> 00:44:50,230
+السريع لانه مش هنقدر نكمل ال containment اللي هي
+
+532
+00:44:50,230 --> 00:44:53,070
+في ال crisp set which sets belong to which other
+
+533
+00:44:53,070 --> 00:44:57,010
+sets ال set أيه العناصر اللي موجود في هذا ال set و
+
+534
+00:44:57,010 --> 00:45:02,890
+أيضا موجود في اللي أكبر منه في الفاضي which sets
+
+535
+00:45:02,890 --> 00:45:07,310
+belong to other sets أي set موجود فياللي هو السلسة
+
+536
+00:45:07,310 --> 00:45:11,790
+التانية عموما هذا الكلام بترككوا بترجعوه و برضه
+
+537
+00:45:11,790 --> 00:45:15,730
+كمان لما كنا بناخد ال minimum و ال maximum دلالته
+
+538
+00:45:15,730 --> 00:45:19,610
+جاي من هنا من ال operations هذه ليش كنت باخد ال
+
+539
+00:45:19,610 --> 00:45:22,110
+minimum في ال unions و باخد ال maximum في ال
+
+540
+00:45:22,110 --> 00:45:25,650
+intersections لأن دلالة ال intersection و دلالة ال
+
+541
+00:45:25,650 --> 00:45:33,230
+unions هي اللي فرضت ذلكطيب هيك احنا عمليا وهي هنا
+
+542
+00:45:33,230 --> 00:45:38,610
+بحكي عن تمثيل تمثيل ال operations بشكل visual تسمى
+
+543
+00:45:38,610 --> 00:45:41,430
+لو احنا بنمثل ال knot و ال complement و ال union
+
+544
+00:45:41,430 --> 00:45:45,230
+بشكل ال Venn diagrams هينا بنمثل ال fuzzy
+
+545
+00:45:45,230 --> 00:45:49,430
+operations طيب okay هيك احنا بيكونوا عاملين أجملنا
+
+546
+00:45:49,430 --> 00:45:54,790
+اللي بدناه بالنسبة لل fuzzy rule based express
+
+547
+00:45:54,790 --> 00:45:55,310
+systems
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno.srt
new file mode 100644
index 0000000000000000000000000000000000000000..6018f7c8b4cd9d1d0e0ed1394084050279673db7
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno.srt
@@ -0,0 +1,1134 @@
+1
+00:00:20,870 --> 00:00:23,690
+بسم الله الرحمن الرحيم اليوم إن شاء الله نكمل
+
+2
+00:00:23,690 --> 00:00:26,970
+الموضوع الذي بدأنا فيه المحاضرة الماضية وهو
+
+3
+00:00:26,970 --> 00:00:30,410
+decision trees قلنا إننا الذي نزلنا من
+
+4
+00:00:30,410 --> 00:00:36,960
+الموضوع هذا هو أن نبني trees بناءً على الـdata
+
+5
+00:00:36,960 --> 00:00:42,820
+هذه بعدها كذا بنبني منها rule set، مجموعة
+
+6
+00:00:42,820 --> 00:00:48,960
+rules التي نعطيها لـ expert system  ليعمل
+
+7
+00:00:48,960 --> 00:00:53,160
+عملية الـdecision للـdata التي تأتيه جديدة
+
+8
+00:00:53,160 --> 00:00:56,800
+فنبني بناءً على الـdata السابقة، يكفي عندي في الآخر
+
+9
+00:00:56,800 --> 00:00:59,280
+الذي هو الـcolumn الأخير، وهو الـcolumn الذي
+
+10
+00:00:59,280 --> 00:01:03,000
+على أساسه أنا أُريد، أو يعني أُريد أن أصنف الـdata على
+
+11
+00:01:03,000 --> 00:01:06,720
+أساسه. فيه بعد ذلك عمود آخر، عمود آخر نسميه
+
+12
+00:01:06,720 --> 00:01:11,700
+attributes التي أُضيفها إليه في الآخر هو
+
+13
+00:01:11,700 --> 00:01:16,420
+decision tree بهذا الشكل، بهذا الشكل الذي في الآخر
+
+14
+00:01:16,420 --> 00:01:19,850
+leaf nodes  تبعها، leaf nodes  تُعبر عن
+
+15
+00:01:19,850 --> 00:01:24,590
+classifications، الـyes والـno، هي إجابة على السؤال
+
+16
+00:01:24,590 --> 00:01:29,630
+هل الشخص هذا سيشتري أم لا؟  إذا تذكروا الـ
+
+17
+00:01:29,630 --> 00:01:34,310
+table هذا في الأصل كان عبارة عن بيانات مُجمعة عن ناس
+
+18
+00:01:34,310 --> 00:01:38,410
+اشتروا بعد أن قُدمت لهم دعاية، وفي بعض منهم اشتروا، و
+
+19
+00:01:38,410 --> 00:01:42,170
+بعض منهم لم يشترِ، وهو الـcomputer، يعني، وبيانات
+
+20
+00:01:42,170 --> 00:01:46,490
+المعلومات عنهم سواء الذين اشتروا أو لم يشترُوا. التي
+
+21
+00:01:46,490 --> 00:01:51,230
+ننتهي بـdecision tree التي نصل بها إلى leaf nodes
+
+22
+00:01:51,230 --> 00:01:55,530
+فيها، والتي هي classifications أصبح
+
+23
+00:01:55,530 --> 00:02:01,070
+المسار المؤدي من الـroot  إلى الـleaf
+
+24
+00:02:01,070 --> 00:02:05,850
+node هو عبارة عن، بقدر أنا أترجمه إلى rule  مُنظم
+
+25
+00:02:05,850 --> 00:02:13,330
+فعندي عدة مسارات أستطيع منها استنتاج هذه الـrules، فهمنا
+
+26
+00:02:13,330 --> 00:02:19,890
+هذا الكلام؟ هنا وقفنا عند هذه النقطة، السؤال هو: على أساس
+
+27
+00:02:19,890 --> 00:02:25,910
+ماذا؟ أنا عندما أُشكل الـtree أبدأ من الـroot node
+
+28
+00:02:25,910 --> 00:02:28,150
+root node  هذه عبارة عن attribute واحدة من
+
+29
+00:02:28,150 --> 00:02:33,230
+attributes، واحدة من الـattributes  تبع الـtable، صحيح؟
+
+30
+00:02:33,230 --> 00:02:38,490
+واحدة من الـattributes  تبع الـtable، أبدأ بها
+
+31
+00:02:38,490 --> 00:02:42,170
+عملية splitting، عملية الـsplitting للعكس، للعكس،
+
+32
+00:02:42,170 --> 00:02:52,350
+للعكس، للعكس، للعكس، للعكس، للعكس، للعكس، للعكس، للعكس،
+
+33
+00:02:52,550 --> 00:02:55,450
+بناءً على الـtwo values هذين، صار split، أو بناءً
+
+34
+00:02:55,450 --> 00:02:58,430
+على الـattribute  صار فيه split لناحية، الذين هم جماعة
+
+35
+00:02:58,430 --> 00:03:02,590
+الـyes وجماعة الـno. إلى هذا الـtable، سب تابِل، وهذا سب
+
+36
+00:03:02,590 --> 00:03:07,330
+تابِل، نستمر في الأمر إلى أن، قلنا إن إلى أن نصل
+
+37
+00:03:07,330 --> 00:03:13,690
+إلى الـleaf nodes. قلنا إن السؤال، أو المعيار،
+
+38
+00:03:13,690 --> 00:03:16,870
+الذي على أساسه نختار، لماذا اخترنا student،
+
+39
+00:03:16,870 --> 00:03:20,390
+لم نختار مثلاً الـage، ولا الـincome، ولا الـcredit
+
+40
+00:03:20,390 --> 00:03:25,270
+ratio، المعيار كان الـinformation gain
+
+41
+00:03:25,270 --> 00:03:31,270
+information gain
+
+42
+00:03:31,270 --> 00:03:35,870
+information
+
+43
+00:03:35,870 --> 00:03:39,770
+gain، نريد
+
+44
+00:03:39,770 --> 00:03:45,490
+نأخذه من المعادلة هذه، هذه المعادلة. سننظر إليها الآن
+
+45
+00:03:45,490 --> 00:03:49,730
+بالتفصيل.  لقد رأينا هذا المثال، صحيح؟ رأينا
+
+46
+00:03:49,730 --> 00:03:55,330
+هذا المثال، سننظر في هذا المثال، كيف حُسبت القيم
+
+47
+00:03:55,330 --> 00:04:01,370
+تبعته. أولاً، لأن عندي المعادلات
+
+48
+00:04:01,370 --> 00:04:06,350
+هذه، نريد أن نستخدم الـtable هذا. بمعنى أني
+
+49
+00:04:07,010 --> 00:04:10,070
+إن أنا أُريد أن أحسب الـinformation gain لكل واحدة من
+
+50
+00:04:10,070 --> 00:04:12,870
+الـattributes، فأُريد أن أعمل جدولاً لكل واحدة من
+
+51
+00:04:12,870 --> 00:04:15,530
+الـattributes. طبعاً أنا لا أعمل ذلك، عادة الـsystem
+
+52
+00:04:15,530 --> 00:04:19,710
+الذي يبني لي الـdecision trees  يُجري هذه الحسابات
+
+53
+00:04:19,710 --> 00:04:25,790
+كلها ويُخرج لي،  يُخرج لي الـtree نهائياً، يعني
+
+54
+00:04:25,790 --> 00:04:28,090
+يُخرج لي أنه في البداية يُجري split على أساس الـ
+
+55
+00:04:28,090 --> 00:04:32,150
+student، ثم الذي بعده، ثم الذي بعده. لكن كي يُقرر
+
+56
+00:04:32,150 --> 00:04:36,010
+إذا كان هو student أم لا، يُجري الـtable  مثل
+
+57
+00:04:36,010 --> 00:04:39,030
+هذا لكل واحد من الـattributes. الآن student كـ
+
+58
+00:04:39,030 --> 00:04:43,870
+attribute، ننظر إليها، كم قيمة لها؟ yes وno، صحيح؟
+
+59
+00:04:43,870 --> 00:04:48,010
+بينما  بعض attributes  مثل الـage، نعود ثانيةً إلى
+
+60
+00:04:48,010 --> 00:04:52,290
+age، ماذا
+
+61
+00:04:52,290 --> 00:04:58,310
+كانت الـvalues المختلفة تبع الـage؟ ها
+
+62
+00:04:58,310 --> 00:05:00,990
+فيه أحد مثلاً أقل من أو يساوي ثلاثين، أقل من أو يساوي
+
+63
+00:05:00,990 --> 00:05:04,090
+ثلاثين، من واحد وثلاثين إلى أربعين، فالـage كـattribute
+
+64
+00:05:05,200 --> 00:05:15,720
+إلى كم قيمة؟ أكبر
+
+65
+00:05:15,720 --> 00:05:26,360
+من 40، هذه ثلاث قيم مختلفة لـattribute
+
+66
+00:05:26,360 --> 00:05:32,350
+الـincome: high، وmedium، وlow. الـstudent  فقط yes و
+
+67
+00:05:32,350 --> 00:05:34,910
+no. الـcredit rating  إما فيه أو excellent.
+
+68
+00:05:34,910 --> 00:05:38,710
+فيه أو excellent، مُنظم. فكل attribute فيها عدد
+
+69
+00:05:38,710 --> 00:05:43,430
+ما قيم الـvalues التي نريد تكوين الـtable إذاً؟
+
+70
+00:05:43,430 --> 00:05:48,890
+إن... إذا عدنا إلى... الـtable  تبع الـstudent
+
+71
+00:05:48,890 --> 00:05:51,970
+attribute، فيها قيمتان، هما
+
+72
+00:05:51,970 --> 00:05:59,140
+yes وno. الآن أريد أن أرى أيضاً، يعني أريد أن... أن...
+
+73
+00:05:59,140 --> 00:06:01,560
+أريد أن أُضيف عموداً للـpositive وعموداً للـnegative، عمود
+
+74
+00:06:01,560 --> 00:06:04,800
+للـpositive، بمعنى ماذا؟ positive: yes وno، لا، بمعنى
+
+75
+00:06:04,800 --> 00:06:09,140
+أنه حسب الـclass النهائي الذي أُريد أن أصنف على
+
+76
+00:06:09,140 --> 00:06:13,760
+أساسه، أنهم اشتروه أم لم يشترُوه. okay، فما الـP هنا؟
+
+77
+00:06:13,760 --> 00:06:18,280
+بمعنى أنهم... أنهم... أنهم اشتروه، والـN بمعنى
+
+78
+00:06:18,280 --> 00:06:23,100
+لم يشترُوه، لم يشترُوه. okay، الآن لكل واحد من... من
+
+79
+00:06:23,100 --> 00:06:27,770
+values  تبع الـattribute، هلاقي، يعني الناس الذين هم
+
+80
+00:06:27,770 --> 00:06:32,090
+student، هلاقي بعضهم اشتروا، بعضهم لا، يعني
+
+81
+00:06:32,090 --> 00:06:33,970
+ممكن الذي student  لم يشترِها، وممكن الذي student
+
+82
+00:06:33,970 --> 00:06:37,230
+اشتراها، مُنظم. كذلك الحال في الـage، كذلك الحال في
+
+83
+00:06:37,230 --> 00:06:39,450
+الـcharacterization. ممكن الذي يأتي عندي في الـtable
+
+84
+00:06:39,450 --> 00:06:44,470
+تبع الـage، يأتي
+
+85
+00:06:44,470 --> 00:06:49,370
+عندي كم سطر؟ ثلاثة:  less than or equal to
+
+86
+00:06:49,370 --> 00:06:55,610
+30، من 31 إلى 40، وبعدين أكبر من 40. لأن كل فئة
+
+87
+00:06:55,610 --> 00:06:58,790
+منها، بها positive، وبها negative
+
+88
+00:06:58,790 --> 00:07:09,730
+هذه القيمة التي أضعها هنا، هي قيمة ماذا؟
+
+89
+00:07:09,730 --> 00:07:19,050
+الـI  تبع هذه الـvalue، الـpositive والـnegative
+
+90
+00:07:19,050 --> 00:07:25,570
+تبع هذه الـvalue. دعوني أقول مثلاً هذه الـvalue  نعطيها
+
+91
+00:07:25,570 --> 00:07:33,230
+قيم 1,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+92
+00:07:33,230 --> 00:07:33,430
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+93
+00:07:33,430 --> 00:07:34,370
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+94
+00:07:34,370 --> 00:07:39,250
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+95
+00:07:39,250 --> 00:07:46,890
+,1,1,1
+
+96
+00:07:46,890 --> 00:08:00,710
+,1,1 I لـ P1، P2، N2، I لـ P3، N3، أو
+
+97
+00:08:00,710 --> 00:08:04,670
+P3
+
+98
+00:08:04,670 --> 00:08:07,070
+N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو
+
+99
+00:08:07,070 --> 00:08:10,170
+P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3،
+
+100
+00:08:10,170 --> 00:08:10,210
+N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3،
+
+101
+00:08:10,210 --> 00:08:10,230
+P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3،
+
+102
+00:08:10,230 --> 00:08:13,130
+أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3، N3، أو P3
+
+103
+00:08:13,130 --> 00:08:17,700
+N3. لقد غيرت في المعادلة هذه، الصيغة تبعها، فقط كي
+
+104
+00:08:17,700 --> 00:08:22,920
+تبقى واضحة الأمور. إن هذا الـratio، هذا الـratio،
+
+105
+00:08:22,920 --> 00:08:26,460
+ذكرته في المحاضرة الماضية، وهذه أيضاً الـratio  هذا
+
+106
+00:08:26,460 --> 00:08:30,480
+هذا، يتعلق بنسبة الـpositive  على المجموعة، أو الأخري
+
+107
+00:08:30,480 --> 00:08:33,940
+وهو نسبة الـnegative على المجموعة، المجموعة،
+
+108
+00:08:33,940 --> 00:08:37,460
+التي أنا عنها أُحدد المجموعة، هل المجموعة كل
+
+109
+00:08:37,460 --> 00:08:40,790
+attribute أم مجموعة الـvalue الواحد داخل الـ
+
+110
+00:08:40,790 --> 00:08:43,990
+attribute. الآن نفس الشيء في هذا الأمر، لكن المهم أني
+
+111
+00:08:43,990 --> 00:08:51,070
+عندما أكتب P: positive أو P: negative، أقصد إذا P
+
+112
+00:08:51,070 --> 00:08:54,690
+positive، أقصد الـpositive على المجموعة. إذا كتبت P
+
+113
+00:08:54,690 --> 00:09:01,170
+negative، أقصد الـnegative على المجموعة. واضح؟ فأنا
+
+114
+00:09:01,170 --> 00:09:05,910
+هنا لم أكتب علامة الناقص، لم آتِ بها
+
+115
+00:09:05,910 --> 00:09:11,030
+لكن كتبت P plus، صحيح؟  وهي الـpositive  على المجموع
+
+116
+00:09:11,030 --> 00:09:16,590
+log base 2، أيضاً نفسه، صحيح؟ الـpositive على المجموع
+
+117
+00:09:16,590 --> 00:09:23,850
+ناقص P negative،
+
+118
+00:09:23,850 --> 00:09:28,490
+صحيح؟  وهو نسبة الـnegative على المجموع، log base
+
+119
+00:09:28,490 --> 00:09:31,050
+2، أيضاً الـnegative على المجموع.
+
+120
+00:09:34,390 --> 00:09:37,030
+طيب، نأتي الآن، نقوم بتطبيق هذا الكلام على
+
+121
+00:09:37,030 --> 00:09:42,250
+student attribute، الـstudent attribute. إذا تذكروا
+
+122
+00:09:42,250 --> 00:09:48,390
+قدّرناهم نحن في المحاضرة الماضية،  قدّرناهم. عندي الـ
+
+123
+00:09:48,390 --> 00:09:58,190
+positive  كم؟ الـpositive طلعوا ستة. okay، ستة
+
+124
+00:09:58,190 --> 00:10:02,290
+ماذا؟ ستة students
+
+125
+00:10:05,630 --> 00:10:11,370
+6 students اشتروا، واحد student  لم يشترِ. نعود ثانيةً إلى
+
+126
+00:10:11,370 --> 00:10:16,350
+الـtable هنا.
+
+127
+00:10:16,350 --> 00:10:22,750
+هنا عندنا أربعة عشر، كم منهم students؟ أربعة
+
+128
+00:10:22,750 --> 00:10:28,110
+عشرة، سيكون عندك: واحد، اثنان، ثلاثة، أربعة،
+
+129
+00:10:28,110 --> 00:10:34,050
+خمسة، ستة، سبعة، مُنظم، سبعة students، وسبعة مش
+
+130
+00:10:34,050 --> 00:10:42,890
+students، يعني هي
+
+131
+00:10:42,890 --> 00:10:47,670
+student: positive،
+
+132
+00:10:47,670 --> 00:10:58,830
+وهي negative، yes وهي no، لأن yes: student اشترى،
+
+133
+00:10:58,830 --> 00:11:04,990
+كم هي؟ اشترى، هي yes: student اشترى،
+
+134
+00:11:11,070 --> 00:11:15,930
+واحد، اثنان، ثلاثة، أربعة، خمسة، ستة، وهي سبعة، الذين
+
+135
+00:11:15,930 --> 00:11:17,950
+هو واحد، والذي لم يشترِها، الذي هو... الذي هو
+
+136
+00:11:17,950 --> 00:11:27,410
+هذا لأن no: student  ولم يشترِها، positive: واحد، وهاي
+
+137
+00:11:27,410 --> 00:11:36,070
+اثنان، هاتين اثنين، صحيح؟
+
+138
+00:11:36,070 --> 00:11:39,650
+وهي... وهي الثالث،
+
+139
+00:11:51,070 --> 00:11:55,170
+لو أنا أُريد أن أعمل نفس الـtable هذا لمن؟ لـage
+
+140
+00:12:04,910 --> 00:12:12,770
+لماذا لا يوجد لديّ  يساوي؟ لديّ الذين هم  أقل من ثلاثين، و
+
+141
+00:12:12,770 --> 00:12:18,030
+من واحد وثلاثين إلى أربعين، وبعدين أكبر من أربعين،
+
+142
+00:12:18,030 --> 00:12:25,470
+أربعين، أربعين، تمام.  إلى أن  هي yes  قوة  أنه أقل من
+
+143
+00:12:25,470 --> 00:12:29,710
+ثلاثين. أكثر من واحدة، هي هذه، وهذه، وهذه، وهذه
+
+144
+00:12:29,710 --> 00:12:32,610
+وهذه، وهذه، انتهى الأمر.
+
+145
+00:12:36,570 --> 00:12:40,290
+الخمسة هؤلاء، طبعاً نضع عددهم هنا، أنا فقط كي
+
+146
+00:12:40,290 --> 00:12:49,930
+أذكر... الخمسة هؤلاء، كم واحد منهم اشتروا؟ واحد،
+
+147
+00:12:49,930 --> 00:12:57,650
+صحيح؟ وهذا اثنان، يبقى الذين لم يشترُوا ثلاثة، لأن فيها
+
+148
+00:12:57,650 --> 00:13:04,910
+الثانية، واحد وثلاثين، هي: واحد، اثنان، ثلاثة، هي أربعة،
+
+149
+00:13:04,910 --> 00:13:12,350
+أربعة، كم واحد منهم اشترى؟ واحد، اثنان، ثلاثة،
+
+150
+00:13:12,350 --> 00:13:26,710
+كلهم، كلهم أربعة، صفر. الذين لم يشترُوا واحد، اثنان،
+
+151
+00:13:26,710 --> 00:13:31,170
+ثلاثة. المعادلة هنا تقول لي أني كي أحسب
+
+152
+00:13:31,170 --> 00:13:36,390
+الذي كان لا بُد أن أحسبه في البداية، الـI، الـinformation
+
+153
+00:13:36,390 --> 00:13:40,870
+يعني الـgain تبع الكل، الـclass، كل الـclass الذي
+
+154
+00:13:40,870 --> 00:13:44,550
+هو على بعضه، بمعنى أن كل الـpositive وكل الـ
+
+155
+00:13:44,550 --> 00:13:48,950
+negative للكل، بغض النظر عن الـvalue، بغض النظر عن
+
+156
+00:13:48,950 --> 00:13:52,150
+الـvalue. لماذا؟ لكل الـstudent الذين اشتروا، كل الـ
+
+157
+00:13:52,150 --> 00:13:59,110
+positive تسعة، لم يشترِ، كل الـnegative خمسة. لأن لو
+
+158
+00:13:59,110 --> 00:14:07,290
+أُريد أن أحسب الـpositive ratio plus تبع كل الـclass تبع
+
+159
+00:14:07,290 --> 00:14:14,330
+كل... كل الـattribute، هو عبارة عن التسعة على
+
+160
+00:14:14,330 --> 00:14:21,790
+أربعة عشر، تسعة على أربعة عشر. الـnegative ratio
+
+161
+00:14:21,790 --> 00:14:29,710
+خمسة على أربعة عشر، صحيح؟ مُنظم؟ هذا الآن نأخذه
+
+162
+00:14:29,710 --> 00:14:36,280
+لأنه سيتكرر معنا. log base 2 تبع هذا أسهل مثال،
+
+163
+00:14:36,280 --> 00:14:41,080
+الثلاثة ماهي القيمة التي نرفعها إلى اثنين؟ هذا
+
+164
+00:14:41,080 --> 00:14:46,280
+القيمة كي نحصل عليها. هذا الكلام طبعاً نحن يعني
+
+165
+00:14:46,280 --> 00:14:49,340
+على الأقل نحسبه، بنسويه زي سؤال في امتحان وهكذا،
+
+166
+00:14:49,340 --> 00:14:51,900
+لكن المهم أن نفهم ماذا يعني log base 2، و
+
+167
+00:14:51,900 --> 00:14:54,980
+log base 10، لو لم يكن  2 هنا،  معناها  10.
+
+168
+00:14:54,980 --> 00:15:00,570
+base 10، طيب، ماذا الآن؟ سنمشي معه على حسبته التي
+
+169
+00:15:00,570 --> 00:15:04,430
+هي أين موجودة في الـslide، التي هي... التي هي هذه.
+
+170
+00:15:04,430 --> 00
+
+223
+00:20:13,880 --> 00:20:16,240
+الـ value من الـ positive و الـ negative تبع الـ
+
+224
+00:20:16,240 --> 00:20:21,590
+attribute كلها. طبعا أنا في حالة الـ student بما أنهم
+
+225
+00:20:21,590 --> 00:20:28,350
+two values، يبقى إذا هذا 7 من 14، يبقى الثاني الـ
+
+226
+00:20:28,350 --> 00:20:33,170
+value اللي هم السبعة الثانية، 7 على 14، طبعا هذا
+
+227
+00:20:33,170 --> 00:20:39,610
+بيطلع إيش؟ 0.5، وهذا هيطلع 0.5. طبعا بنقدر أجي أقول
+
+228
+00:20:39,610 --> 00:20:47,510
+هنا y باختصار لـ yes، وهنا أجي أقول pn باختصار لـ no.
+
+229
+00:20:48,820 --> 00:20:52,660
+بنقدر هيك هي  الخاصية اللي قلناها هي الـ
+
+230
+00:20:52,660 --> 00:21:00,900
+attribute كلها. طيب
+
+231
+00:21:00,900 --> 00:21:05,160
+هذا الرقم الآن أنا حسبته الآن، بدي أضربه في الـ I.
+
+232
+00:21:05,160 --> 00:21:14,680
+يعني بقول لي اضرب كل واحد، لكل value اضرب هذا الـ
+
+233
+00:21:14,680 --> 00:21:20,610
+ratio في الـ I، وجميع المضاريب مظبوط؟ هذا الـ
+
+234
+00:21:20,610 --> 00:21:25,010
+summation. يبقى أنا الآن لما بدي أعمل لإيش؟ بدي
+
+235
+00:21:25,010 --> 00:21:32,150
+أحسب. لاحظ
+
+236
+00:21:32,150 --> 00:21:37,110
+أنا هنا بحط الـ V اختصار للـ value، هو بيستخدم الـ I
+
+237
+00:21:37,110 --> 00:21:45,710
+نفس الشيء، لأن هذول الآن ثلاثة، كل واحدة منهم ضد
+
+238
+00:21:45,710 --> 00:21:49,940
+القيمة في مين؟ في الـ ratio تبعها، وجمع المضاريب هذا
+
+239
+00:21:49,940 --> 00:22:02,000
+هو الكلام اللي عمله. عمل أول شيء، عمل إيش؟ حسب الـ 0
+
+240
+00:22:02,000 --> 00:22:12,700
+.59، ثم حسب لإنّه 0.987، لأن هذه القيم لازم نأخذها و
+
+241
+00:22:12,700 --> 00:22:13,200
+نضربها في
+
+242
+00:22:20,200 --> 00:22:31,160
+القيمة الأولى، هذه الخمسة
+
+243
+00:22:31,160 --> 00:22:38,940
+هي هذه القيمة، نضربها في مين؟ نضربها في مين؟ في مين؟
+
+244
+00:22:38,940 --> 00:22:42,620
+في النسبة هذه التي هي السبعة على أربعة عشر، صح؟ فهي
+
+245
+00:22:42,620 --> 00:22:49,000
+zero point five. الآن هذه القيمة اللي طلعت، نجمعها على
+
+246
+00:22:49,000 --> 00:23:05,200
+مين؟ هذا مضروب برضه، يعني عملياً النص، الـ E student، نص
+
+247
+00:23:05,200 --> 00:23:11,300
+الأولى هي تبع الـ positive، صح؟ تبع الـ yes، 0.5 مضروب
+
+248
+00:23:11,300 --> 00:23:15,540
+في إيش؟ 0
+
+249
+00:23:15,540 --> 00:23:22,530
+.591، هذا يجب أن ينجمع على 0
+
+250
+00:23:22,530 --> 00:23:35,250
+.5 مضروب في 0.987 هذا، والأرقام مع بعض هم الـ
+
+251
+00:23:35,250 --> 00:23:40,510
+summation. هذه في حالة الـ age، يكون لي ليس فقط اثنين،
+
+252
+00:23:40,510 --> 00:23:44,630
+يكون لي ثلاثة، ثلاثة terms حسب قداش فيه values لهذا
+
+253
+00:23:44,630 --> 00:23:48,530
+الـ attribute. مظبوط. الآن إيش اللي طلع في الآخر؟ الـ
+
+254
+00:23:48,530 --> 00:23:52,010
+entropy، الـ E، الـ entropy تبع الـ student، هذا المقدار
+
+255
+00:23:52,010 --> 00:23:57,210
+لأن هذا المقدار هو اللي بنزل هنا، بينخصم من الـ I
+
+256
+00:23:57,210 --> 00:24:03,950
+اللي حسبناها في الأول، اللي هي هذا لكل الـ attribute.
+
+257
+00:24:03,950 --> 00:24:11,160
+وبيطلع الـ information gain اللي هو الـ 0.155. بتكرر
+
+258
+00:24:11,160 --> 00:24:16,160
+الموضوع هذا للـ attributes الأخرى. إيش هذا في
+
+259
+00:24:16,160 --> 00:24:22,060
+البداية؟ عشان لسه نقرر. هذا لسه
+
+260
+00:24:22,060 --> 00:24:26,340
+خطوة رقم واحد. لما تخلص من كل الـ attributes student
+
+261
+00:24:26,340 --> 00:24:32,300
+إيش؟ credit ratio، إيش الرابعة كانت؟ المهم لما تخلص
+
+262
+00:24:32,300 --> 00:24:38,390
+منهم كله وتشوف مين الـ maximum، أه الـ attribute اللي
+
+263
+00:24:38,390 --> 00:24:41,890
+أقولها maximum، الـ information gain تبعها maximum،
+
+264
+00:24:41,890 --> 00:24:45,950
+بتستخدمها في الـ splitting. يعني هذا الكلام إيش في
+
+265
+00:24:45,950 --> 00:24:48,770
+الآخر بيعطيني، يعني إيش في الآخر أنا أو ليش بعتمد
+
+266
+00:24:48,770 --> 00:25:03,190
+على هذا القمر؟ لأنّه الـ split
+
+267
+00:25:03,190 --> 00:25:07,970
+على أساس الكلام ديال split، على أساس الـ student لو
+
+268
+00:25:07,970 --> 00:25:16,390
+طلعت على الجدول
+
+269
+00:25:16,390 --> 00:25:21,770
+أو الجدولين اللي بينتج من هذا الـ split، بتطلع
+
+270
+00:25:21,770 --> 00:25:27,050
+بتلاقي إنّه طلع العمود، العمود هذا والعمود هذا هنا.
+
+271
+00:25:28,970 --> 00:25:33,110
+هنا في خاصية أساسية عملت من أجل هذه حسبة الـ Gain،
+
+272
+00:25:33,110 --> 00:25:37,870
+وهي إنّ أنا بدي الـ classes اللي هنا، الـ .. الـ .. الـ
+
+273
+00:25:37,870 --> 00:25:42,730
+.. الـ items اللي هنا، الـ class تبعهم. شوف هنا كلهم
+
+274
+00:25:42,730 --> 00:25:50,130
+يسمعوا على هذا no، تمام؟ هنا في يدي no .. no .. و no، و
+
+275
+00:25:50,130 --> 00:25:53,810
+بعدين اثنين ثلاثة yes، والباقي no، ثلاثة من السبعة،
+
+276
+00:25:53,810 --> 00:25:58,470
+مش هالسبعة من السبعة، ثلاثة yes. الهدف إنّ أنا أحصل
+
+277
+00:25:58,470 --> 00:26:02,650
+على تقسيمة حيث إن قدر الإمكان الـ classes دي هنا
+
+278
+00:26:02,650 --> 00:26:08,510
+يبقوا واحد، يعني يا إما كلهم yes يا إما كلهم no. هذا
+
+279
+00:26:08,510 --> 00:26:13,930
+اسمه الـ purity تبع الـ split. إيش هالـ purity؟ درجة
+
+280
+00:26:13,930 --> 00:26:18,470
+صفاوة التقسيم. يعني أنا هذا اللي بأطمح له، إنّه يبقى
+
+281
+00:26:18,470 --> 00:26:23,050
+هدول كلهم yes، وهدول كلهم no. بس ما بقدرش دائماً، بس
+
+282
+00:26:23,050 --> 00:26:28,830
+على الأقل بسعى إلى الـ attribute اللي هتعطيني أعلى
+
+283
+00:26:28,830 --> 00:26:32,390
+قدر من الـ .. من الـ purity، من الـ .. من الـ purity.
+
+284
+00:26:32,390 --> 00:26:36,690
+هنا في عندي purity عالية، يعني كلهم yes وواحدة بس
+
+285
+00:26:36,690 --> 00:26:42,650
+اللي عاملة جاي كشواقب، مظبوط؟ هنا الـ purity أقل، بس
+
+286
+00:26:42,650 --> 00:26:46,810
+لو أنا جيت قارنت هذا الكلام بالـ purity اللي هحصل
+
+287
+00:26:46,810 --> 00:26:50,630
+عليها لو أنا جسمته على أساس الـ age ولا كده، هيطلع
+
+288
+00:26:50,630 --> 00:26:55,130
+أسوأ من هيك، تمام؟ فهذا أفضل ما يمكن الوصول إليه، فعلى
+
+289
+00:26:55,130 --> 00:26:58,410
+أساس لما أريد أن أقوم بالـ split بين هذه الأرقام و
+
+290
+00:26:58,410 --> 00:27:04,710
+هذه الأرقام، فأريد أن أعيد نفس الحسبة، لأن الإحصائي
+
+291
+00:27:04,710 --> 00:27:09,650
+هنا اختلفت، فهنا لدي واحد فقط هنا في الأوكانو ياس
+
+292
+00:27:09,650 --> 00:27:14,750
+سبعة و .. فأنا الآن أريد أن أعيد الحسبة على هذول
+
+293
+00:27:14,750 --> 00:27:18,550
+الـ income و الـ credit ratio و الـ إيش؟ عشان نقرر مين
+
+294
+00:27:18,550 --> 00:27:22,250
+من هذول الآن يكون هو أساس الـ splitting. وهنا برضه
+
+295
+00:27:22,250 --> 00:27:26,550
+نفس الشيء. هذا الكلام طبعاً إحنا بيؤتمت، يعني بمعناه
+
+296
+00:27:26,550 --> 00:27:29,830
+إنّ الـ system هو اللي بيسوي الكلام ده كله، وهو اللي
+
+297
+00:27:29,830 --> 00:27:35,150
+بيقرر، وهو اللي بيعمل الـ tree بناءً على الـ criteria
+
+298
+00:27:35,150 --> 00:27:40,910
+ده أو الـ equations هذه، وفي الآخر بيطلع معاه يعني
+
+299
+00:27:40,910 --> 00:27:44,980
+أنت الآن، الآن لو بدك تعملها يدوياً، بيلزمك الـ
+
+300
+00:27:44,980 --> 00:27:51,160
+equations هذه، تمام؟ وبنقول لك مثلاً مابين .. يعني
+
+301
+00:27:51,160 --> 00:27:54,680
+بيعطيك جدول، جدول ممكن يكون فيه خمس attributes، بس
+
+302
+00:27:54,680 --> 00:27:59,220
+مش هأشغلك تحسب الـ gain تبع الخمسة، لأنّ واحدة منهم
+
+303
+00:27:59,220 --> 00:28:02,740
+شغلانة ممكن تأخذها جدّ معك في الولايات المتحدة، بس
+
+304
+00:28:02,740 --> 00:28:06,060
+حاجة أقول لك مابين الـ attributes هذه وهذه وهذه،
+
+305
+00:28:06,060 --> 00:28:11,220
+طلّعها لمين منهم اللي ليش الـ gain تبعه أعلى، عشان
+
+306
+00:28:11,220 --> 00:28:16,220
+تحسبها ثلاثة. أما أنا هأسيبك بعد هيك أنت لتقرر هذه
+
+307
+00:28:16,220 --> 00:28:20,800
+الـ attribute، أي كم value فيها، وتعمل الباقية اللي
+
+308
+00:28:20,800 --> 00:28:25,760
+لها. بعد هيك ممكن مثلاً أجي أقول لك بناءً على الـ split
+
+309
+00:28:25,760 --> 00:28:31,420
+اللي طلعت معك، أو لو هندّي أنا الـ tree زي هيك، أو
+
+310
+00:28:31,420 --> 00:28:36,800
+طلّعها لمثلاً خمس ستة rules، خمس ستة rules من هذه
+
+311
+00:28:36,800 --> 00:28:41,580
+decision tree، فهتعطيني rules زي .. زي هذا الأمر.
+
+312
+00:28:41,580 --> 00:28:46,560
+واضح. فالآن هذا الكلام خلاصة اللي حكيت عنه، decision
+
+313
+00:28:46,560 --> 00:28:50,580
+tree. لنقف هنا، مش عارف إذا تبقى معانا واجد، نرجع
+
+314
+00:28:50,580 --> 00:28:54,340
+إن نُعاجِز الـ statistical methods، ما ظنّنيش بنخليها
+
+315
+00:28:54,340 --> 00:28:58,120
+للمحاضرة الجاية، بس خلاصة الكلام اللي هو إنّ إحنا
+
+316
+00:28:58,750 --> 00:29:06,050
+بنعتمد على تقنية decision tree في الوصول
+
+317
+00:29:06,050 --> 00:29:12,810
+إلى decision tree من statistical data التي هي الـ
+
+318
+00:29:12,810 --> 00:29:17,810
+table. الـ statistical data هذه على أساسها نطلع الـ
+
+319
+00:29:17,810 --> 00:29:21,070
+decision tree. decision tree في حد ذاتها ممكن تبقى
+
+320
+00:29:21,070 --> 00:29:26,870
+decision maker، هي نفسها أستخدمها في الـ decision، لكن
+
+321
+00:29:26,870 --> 00:29:31,730
+إحنا إذا عندي أنا expert rule based expert system،
+
+322
+00:29:31,730 --> 00:29:35,510
+الـ rule based بده rules، فأنا بقدر أعطيه rules من
+
+323
+00:29:35,510 --> 00:29:40,070
+مين؟ من الـ decision tree اللي أنا بأنشئها أو بولدها
+
+324
+00:29:40,070 --> 00:29:44,930
+أو بعملها generation من الـ table بالتقنية دي، تمام؟
+
+325
+00:29:44,930 --> 00:29:48,930
+المحاضرة الجاية إن شاء الله بنطلع، بنكمل، بنطلع على
+
+326
+00:29:48,930 --> 00:29:51,890
+الموضوع اللي هو statistical methods، يعني اللي هي
+
+327
+00:29:53,170 --> 00:29:57,090
+أدوات الإحصائية الشائعة في الاستخدام، اللي برضه
+
+328
+00:29:57,090 --> 00:29:59,970
+ممكن تستخدم في الـ data mining لاستخلاص بعض
+
+329
+00:29:59,970 --> 00:30:04,590
+الاستنتاجات. بعد ذلك ننتقل على الـ data
+
+330
+00:30:04,590 --> 00:30:08,490
+visualization. data visualization القضية مهمة جداً
+
+331
+00:30:08,490 --> 00:30:10,690
+في الـ data mining، لأنّ أنا أقدر أشوف الـ data
+
+332
+00:30:10,690 --> 00:30:15,850
+visually. وفي
+
+333
+00:30:15,850 --> 00:30:18,290
+الـ data visualization في موضوع الـ regression نحكي
+
+334
+00:30:18,290 --> 00:30:20,850
+في الـ regression. هنابعد ذلك في المحاضرة اللي بعد
+
+335
+00:30:20,850 --> 00:30:23,630
+نكمل principle component analysis و Association
+
+336
+00:30:23,630 --> 00:30:24,510
+rule، إن شاء الله.
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b788aad23d24689b593529602f8cc4f18b501af2
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_postprocess.srt
@@ -0,0 +1,1344 @@
+1
+00:00:20,870 --> 00:00:23,690
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل
+
+2
+00:00:23,690 --> 00:00:26,970
+الموضوع اللي بدأنا فيه المحاضرة الماضية اللي هو ال
+
+3
+00:00:26,970 --> 00:00:30,410
+decision ال trees قلنا انه احنا اللي بنزلنا من
+
+4
+00:00:30,410 --> 00:00:36,960
+الموضوع هذا هو انه نبني trees بناء على dataالتري
+
+5
+00:00:36,960 --> 00:00:42,820
+هذه بعدها كذا بنبني منها ال rule set مجموعة ال
+
+6
+00:00:42,820 --> 00:00:48,960
+rules اللي نعطيها ل ال express system عشان يعمل
+
+7
+00:00:48,960 --> 00:00:53,160
+عملية ال decision لل data اللي بتيجي له جديدة
+
+8
+00:00:53,160 --> 00:00:56,800
+فبنانا على ال data السابقة يكفي عندي أنا في الاخر
+
+9
+00:00:56,800 --> 00:00:59,280
+اللي هو ال column الأخير اللي هو ال column اللي
+
+10
+00:00:59,280 --> 00:01:03,000
+على أساسه انا بدي أو يعني بدي أصنف ال data على
+
+11
+00:01:03,000 --> 00:01:06,720
+أساسهفيها جدت عمدة اخرى عمدة اخرى بناسميها
+
+12
+00:01:06,720 --> 00:01:11,700
+attributes اللي انا بتضافها لإله في الآخر هو
+
+13
+00:01:11,700 --> 00:01:16,420
+decision tree بهذا الشكل بهذا الشكل اللي في الآخر
+
+14
+00:01:16,420 --> 00:01:19,850
+ال leaf nodes تبعتهاLeaf notes بتاعتها هي عبارة عن
+
+15
+00:01:19,850 --> 00:01:24,590
+classifications ال yes و ال no هي إجابة على السؤال
+
+16
+00:01:24,590 --> 00:01:29,630
+هل الشخص ده هيشتري و لا مش هيشتري إذا بتذكروا ال
+
+17
+00:01:29,630 --> 00:01:34,310
+table هذا بالاصل كان عبارة عن بينات جمعات عن ناس
+
+18
+00:01:34,310 --> 00:01:38,410
+اشتروا قد ما تقلهم دعاية و في بعض منهم اشتروا و
+
+19
+00:01:38,410 --> 00:01:42,170
+بعض منهم ماشتراش اللي هو ال computer يعني و جمعات
+
+20
+00:01:42,170 --> 00:01:46,490
+المعلومات عنهم سواء اللي اشتروا و لا ماشتروشالتي
+
+21
+00:01:46,490 --> 00:01:51,230
+احنا بنتهي بـ decision tree اللي بنصرلها بتنتهي بـ
+
+22
+00:01:51,230 --> 00:01:55,530
+leaf nodes فيها اللي هو classifications أصبح
+
+23
+00:01:55,530 --> 00:02:01,070
+المصار المؤدي من ال root تبقى ال tree إلى leaf
+
+24
+00:02:01,070 --> 00:02:05,850
+node هو عبارة عن بقدر أنا أترجمه إلى rule مظبوط
+
+25
+00:02:05,850 --> 00:02:13,330
+فعدي عدة مصارات بقدر أستمت منها هذه ال rulesفهمنا
+
+26
+00:02:13,330 --> 00:02:19,890
+هذا الكلام هنا وقفنا عند النقطة السؤال هو على أساس
+
+27
+00:02:19,890 --> 00:02:25,910
+ايش انا لما بشكل ال tree ببدأ من ال root node ال
+
+28
+00:02:25,910 --> 00:02:28,150
+root node هذه عبارة عن attribute واحدة من ال
+
+29
+00:02:28,150 --> 00:02:33,230
+attributes واحدة من ال attributes تبع ال table صح
+
+30
+00:02:33,230 --> 00:02:38,490
+واحدة من ال attributes تبع ال table ببدأ فيها
+
+31
+00:02:38,490 --> 00:02:42,170
+عملية splittingعملية ال splitting للعكس للعكس
+
+32
+00:02:42,170 --> 00:02:52,350
+للعكس للعكس للعكس للعكس للعكس للعكس للعكس للعكس
+
+33
+00:02:52,550 --> 00:02:55,450
+بنانة على ال two values هذوله صار split او بنانة
+
+34
+00:02:55,450 --> 00:02:58,430
+على ال attribute صار في split لناحية اللي هم جماعة
+
+35
+00:02:58,430 --> 00:03:02,590
+ال yes و جماعة ال no إلى هذا table سب تابل وهذا سب
+
+36
+00:03:02,590 --> 00:03:07,330
+تابل بستمر الأمر إلى أن هذا قولنا انه إلى أن نصل
+
+37
+00:03:07,330 --> 00:03:13,690
+إلى ال leaf notes قولنا انه السؤال اللي او الميارة
+
+38
+00:03:13,690 --> 00:03:16,870
+اللي على أساسه بنختار ليش احنا اخترنا student
+
+39
+00:03:16,870 --> 00:03:20,390
+ماخترناش مثلا ال age ولا ال income ولا ال credit
+
+40
+00:03:20,390 --> 00:03:25,270
+ratioالمعيار كان ال information gain ال
+
+41
+00:03:25,270 --> 00:03:31,270
+information gain ال
+
+42
+00:03:31,270 --> 00:03:35,870
+information
+
+43
+00:03:35,870 --> 00:03:39,770
+gain بدنا
+
+44
+00:03:39,770 --> 00:03:45,490
+ناخده من المعادلة هذه المعادلة هذهبنطلع الآن عليها
+
+45
+00:03:45,490 --> 00:03:49,730
+بالتفصيل احنا شوفنا ال example هذا صح؟ شوفنا ال
+
+46
+00:03:49,730 --> 00:03:55,330
+example هذا بنتطلع ال example هذا كيف انحسبت القيم
+
+47
+00:03:55,330 --> 00:04:01,370
+تبعته اولا لان انا في ادي المعادلات
+
+48
+00:04:01,370 --> 00:04:06,350
+هذي بندن استخدم ال secret الجدول هذا بمعنى ان انا
+
+49
+00:04:07,010 --> 00:04:10,070
+إن أنا بدي أحسب ال information gained لكل واحدة من
+
+50
+00:04:10,070 --> 00:04:12,870
+ال attributes فبدي أعمل جدول لكل واحدة من ال
+
+51
+00:04:12,870 --> 00:04:15,530
+attributes طبعا أنا مش هأعمل هو عادة ال system
+
+52
+00:04:15,530 --> 00:04:19,710
+اللي بيبنيلي ال decision trees بيعمل الحسبات هذه
+
+53
+00:04:19,710 --> 00:04:25,790
+كلها و بيطلعلي انه هذا بيطلعلي ال tree نهائيا يعني
+
+54
+00:04:25,790 --> 00:04:28,090
+بيطلعلي انه في الأول بعمل split على أساس ال
+
+55
+00:04:28,090 --> 00:04:32,150
+student بعدين اللي بعد بعد اللي بعده بس عشان يقرر
+
+56
+00:04:32,150 --> 00:04:36,010
+إذا كانت هي student ولا غيرها بيعملالـ table زي
+
+57
+00:04:36,010 --> 00:04:39,030
+هذا لكل واحد من ال attributes الان student ك
+
+58
+00:04:39,030 --> 00:04:43,870
+attribute بتطلع على انه اكم value لها yes و no صح
+
+59
+00:04:43,870 --> 00:04:48,010
+بينما القرر attributes زي مثلا ال age نرجع تاني لل
+
+60
+00:04:48,010 --> 00:04:52,290
+age ايش
+
+61
+00:04:52,290 --> 00:04:58,310
+كانت ال values المختلفة تبع ال age ها
+
+62
+00:04:58,310 --> 00:05:00,990
+في احد مثلا اقل من او يسوى تلاتين اقل من او يسوى
+
+63
+00:05:00,990 --> 00:05:04,090
+تلاتين من واحد تلاتين لاربعين فال age ك attribute
+
+64
+00:05:05,200 --> 00:05:15,720
+الى كم value؟ اكبر
+
+65
+00:05:15,720 --> 00:05:26,360
+من 40 هدولة تلاتة different values للattribute
+
+66
+00:05:26,360 --> 00:05:32,350
+ال income high و medium و lowالـ student بس yes و
+
+67
+00:05:32,350 --> 00:05:34,910
+no الـ credit ال rating يانما فيه و يانما اكسلان
+
+68
+00:05:34,910 --> 00:05:38,710
+فيه رأو اكسلان مظبوط فانا كل attribute فيها قدت
+
+69
+00:05:38,710 --> 00:05:43,430
+ايش قدت values اللي احنا بدنا نكوّن ال table إذا
+
+70
+00:05:43,430 --> 00:05:48,890
+انت .. إذا رجعت لل .. ال table تبع ال student
+
+71
+00:05:48,890 --> 00:05:51,970
+attribute فيها دي two values هي منهم اللي هم ال
+
+72
+00:05:51,970 --> 00:05:59,140
+yes و ال noالان بدي اشوف برضه يعني بدي ا .. ا ..
+
+73
+00:05:59,140 --> 00:06:01,560
+بدي احض عمود لل positive و عمود لل negative عمود
+
+74
+00:06:01,560 --> 00:06:04,800
+لل positive بمعنى ايش positive yes و no لأ بمعنى
+
+75
+00:06:04,800 --> 00:06:09,140
+انه حسب ال class النهائي اللي انا بدي اصنف على
+
+76
+00:06:09,140 --> 00:06:13,760
+اساسه ان هو اشتروه ولا مشتروش okay فجديش ال P هنا
+
+77
+00:06:13,760 --> 00:06:18,280
+بمعنى انه ا .. ا .. ا .. اشتروه و ال N بمعنى
+
+78
+00:06:18,280 --> 00:06:23,100
+مشتروه مشتروه okay الان لكل واحد من ال .. من ال
+
+79
+00:06:23,100 --> 00:06:27,770
+values تبع ال attributeهلاجي يعني الناس اللي هم
+
+80
+00:06:27,770 --> 00:06:32,090
+student هلاجي بعض منهم اشتروا بعض منهم لأ يعني
+
+81
+00:06:32,090 --> 00:06:33,970
+ممكن اللي student ماشترهاش و ممكن اللي student
+
+82
+00:06:33,970 --> 00:06:37,230
+اشتره مظبوط كذلك الحالة في ال age كذلك الحالة في
+
+83
+00:06:37,230 --> 00:06:39,450
+ال characterization هممكن اللي بيجي عندي ال table
+
+84
+00:06:39,450 --> 00:06:44,470
+تبع ال age بيجي
+
+85
+00:06:44,470 --> 00:06:49,370
+عندي أكم سطر تلاتة اللي هو less than or equal to
+
+86
+00:06:49,370 --> 00:06:55,610
+30 من 31 إلى 840 و بعدين اكبر من 40 لان كل فئة
+
+87
+00:06:55,610 --> 00:06:58,790
+منها دولة هيبقى فيه positive و هيبقى فيه negative
+
+88
+00:06:58,790 --> 00:07:09,730
+هذا القيمة اللي انا بضعها هنا هي قيمة ايش
+
+89
+00:07:09,730 --> 00:07:19,050
+ال I تبعت هذا ال value ال positive و ال negative
+
+90
+00:07:19,050 --> 00:07:25,570
+تبعت هذا ال valueخلّيني أقول مثلا هذا value نعطيه
+
+91
+00:07:25,570 --> 00:07:33,230
+تقيم 1,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+92
+00:07:33,230 --> 00:07:33,430
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+93
+00:07:33,430 --> 00:07:34,370
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+94
+00:07:34,370 --> 00:07:39,250
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+95
+00:07:39,250 --> 00:07:46,890
+,1,1,1
+
+96
+00:07:46,890 --> 00:08:00,710
+,1,1I ل P1 P2 N2 I ل P3 N3 او
+
+97
+00:08:00,710 --> 00:08:04,670
+P3
+
+98
+00:08:04,670 --> 00:08:07,070
+N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او
+
+99
+00:08:07,070 --> 00:08:10,170
+P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3
+
+100
+00:08:10,170 --> 00:08:10,210
+N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او
+
+101
+00:08:10,210 --> 00:08:10,230
+P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3
+
+102
+00:08:10,230 --> 00:08:13,130
+او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3
+
+103
+00:08:13,130 --> 00:08:17,700
+N3أنا غيرت في المعادلة هذه الصيرة تبعها بس عشان
+
+104
+00:08:17,700 --> 00:08:22,920
+تبقى واضحة الأمور ان هو ال ratio هذا ال ratio هذا
+
+105
+00:08:22,920 --> 00:08:26,460
+ذكرتها في المحاضرة الماضية و هدي برضه ال ratio هذا
+
+106
+00:08:26,460 --> 00:08:30,480
+هذا أبقى عن نسبة ال positive على المجموعة أو الاخر
+
+107
+00:08:30,480 --> 00:08:33,940
+اللي هو نسبة ال negative على المجموعة المجموعة
+
+108
+00:08:33,940 --> 00:08:37,460
+اللي أنا عنها أنهي مجموعة هل مجموعة كل ال
+
+109
+00:08:37,460 --> 00:08:40,790
+attribute ولا مجموعةالـ value الواحد بداخل ال
+
+110
+00:08:40,790 --> 00:08:43,990
+attribute الان هنفسس في هذا الأمر بس المهم انه انا
+
+111
+00:08:43,990 --> 00:08:51,070
+لما بكتب P positive او P negative بقصد اذا P
+
+112
+00:08:51,070 --> 00:08:54,690
+positive بقصد ال positive على المجموعة اذا بكتب P
+
+113
+00:08:54,690 --> 00:09:01,170
+negative بقصد ال negative على المجموعة واضح فانا
+
+114
+00:09:01,170 --> 00:09:05,910
+هنا اش كتبت عن اشارة النقص هي تزامني ماجيتش بيها
+
+115
+00:09:05,910 --> 00:09:11,030
+بس كتبت HP plus صح اللي هيالـ positive على المجموع
+
+116
+00:09:11,030 --> 00:09:16,590
+look base 2 برضه نفسه صح ال positive على المجموع
+
+117
+00:09:16,590 --> 00:09:23,850
+ناجس P negative
+
+118
+00:09:23,850 --> 00:09:28,490
+صح اللي هو نسبة ال negative على المجموع look base
+
+119
+00:09:28,490 --> 00:09:31,050
+2 برضه ال negative على المجموع
+
+120
+00:09:34,390 --> 00:09:37,030
+طيب نأتي الأن نقوم بتفضيل هذا الكلام على ال
+
+121
+00:09:37,030 --> 00:09:42,250
+student attribute ال student attribute إذا بتذكروا
+
+122
+00:09:42,250 --> 00:09:48,390
+قدناهم احنا المحاضرة الماضية قدناهم طول عندي ال
+
+123
+00:09:48,390 --> 00:09:58,190
+positive كده؟ ال positive طلعهم ستة okay ستة
+
+124
+00:09:58,190 --> 00:10:02,290
+ايش؟ ستة students
+
+125
+00:10:05,630 --> 00:10:11,370
+6 student اشتروا واحد student ماشترقش نرجع تاني لل
+
+126
+00:10:11,370 --> 00:10:16,350
+table هم
+
+127
+00:10:16,350 --> 00:10:22,750
+هنا احنا اربع اتناش جداش منهم students اربع
+
+128
+00:10:22,750 --> 00:10:28,110
+اتناش هيبقى فيه عندك هاي واحد اتنين تلاتة اربع
+
+129
+00:10:28,110 --> 00:10:34,050
+خمسة ستة سبعة مظبوط سبعة students و جداش و سبعة مش
+
+130
+00:10:34,050 --> 00:10:42,890
+studentsيعني هى
+
+131
+00:10:42,890 --> 00:10:47,670
+student positive
+
+132
+00:10:47,670 --> 00:10:58,830
+و هى negative yes و هى no لأن yes student اشترى
+
+133
+00:10:58,830 --> 00:11:04,990
+جديش هى اشترى هى yes student اشترى
+
+134
+00:11:11,070 --> 00:11:15,930
+واحد اتنين تلت اربع خمسة ستة وهم سبعيه بيخلص اللي
+
+135
+00:11:15,930 --> 00:11:17,950
+هو واحد و اللي مااشتراهاش اللي هو بيناه اللي هو
+
+136
+00:11:17,950 --> 00:11:27,410
+هذا لأن no student واشتراه positive هاي واحد وهاي
+
+137
+00:11:27,410 --> 00:11:36,070
+اتنين هاي اتنين صح؟
+
+138
+00:11:36,070 --> 00:11:39,650
+وهاي وانت التالت
+
+139
+00:11:51,070 --> 00:11:55,170
+لو انا بدي اعمل نفس ال table هذا لمن؟ ل ال age
+
+140
+00:12:04,910 --> 00:12:12,770
+ليش مافيش ياندي يسولولة عندي اللي هم نسلة تلاتين و
+
+141
+00:12:12,770 --> 00:12:18,030
+واحد تلاتين الى اربعين و بعدين اكبر من اربعين
+
+142
+00:12:18,030 --> 00:12:25,470
+اربعين و اربعين تمام الى ان هي yes قوة انه اقل من
+
+143
+00:12:25,470 --> 00:12:29,710
+تلاتين اكتر من واحدة هي هذا وهي هذا وهي هذا وهي
+
+144
+00:12:29,710 --> 00:12:32,610
+هذا وهي هذا وخلاص
+
+145
+00:12:36,570 --> 00:12:40,290
+الخمسة هؤلاء طبعا بيضعوا عددهم هنا أنا بس عشان
+
+146
+00:12:40,290 --> 00:12:49,930
+أذكر ال .. الخمسة هؤلاء كم واحد منهم اشترى واحد
+
+147
+00:12:49,930 --> 00:12:57,650
+صح وهذا اتنين يبقى الإضاءة ماشتراش تلاتة لأن فيها
+
+148
+00:12:57,650 --> 00:13:04,910
+التانية واحد تلاتين هي واحد اتنينتلاتة هي أربعة
+
+149
+00:13:04,910 --> 00:13:12,350
+أربعة أكمل واحد منهم اشتراك هاي واحد هاي اتنين هاي
+
+150
+00:13:12,350 --> 00:13:26,710
+تلاتة كلهم كلهم أربعة صفر اللي ضايقين واحد اتنين
+
+151
+00:13:26,710 --> 00:13:31,170
+تلاتة المعادلة هنا دي تقول لي إنه أنا عشان أحسب
+
+152
+00:13:31,170 --> 00:13:36,390
+اللي كان لازم أحسب في الأولالـ I الـ information
+
+153
+00:13:36,390 --> 00:13:40,870
+يعني الـ gain تبع الكل ال class الكل ال class اللي
+
+154
+00:13:40,870 --> 00:13:44,550
+هو على بعضه بمعنى ان كل ال positive و كل ال
+
+155
+00:13:44,550 --> 00:13:48,950
+negative للكل بغض النظر عن ال value بغض النظر عن
+
+156
+00:13:48,950 --> 00:13:52,150
+ال value ليش لكل ال student اللي لم يجددش كل ال
+
+157
+00:13:52,150 --> 00:13:59,110
+positive تسعة لم يجدش كل ال negative خمسة لإن لو
+
+158
+00:13:59,110 --> 00:14:07,290
+بدي أحسب ال positive ratioplus تبع كل ال class تبع
+
+159
+00:14:07,290 --> 00:14:14,330
+كل ال .. كل ال attribute هو عبارة عن التسعة على
+
+160
+00:14:14,330 --> 00:14:21,790
+خمسة تسعة على خمسة على أربعة عشر ال negative ratio
+
+161
+00:14:21,790 --> 00:14:29,710
+خمسة على أربعة عشر صح؟ مصبوط؟ هذا الآن بدنا ناخده
+
+162
+00:14:29,710 --> 00:14:36,280
+لأنه هيكرر معاناةباس تو تبع التمانية هذا أسهل مثال
+
+163
+00:14:36,280 --> 00:14:41,080
+التلاتة ماهي القيمة اللى بترفعها اتنين قص هذا
+
+164
+00:14:41,080 --> 00:14:46,280
+القيمة عشان احصل على فهذا الكلام طبعا احنا يعني
+
+165
+00:14:46,280 --> 00:14:49,340
+بالأقل حاسبه بنسويه زي أجر سؤال في امتحانة و كده
+
+166
+00:14:49,340 --> 00:14:51,900
+بس المهم بيبقى فاهمين ايش يعني look base two و
+
+167
+00:14:51,900 --> 00:14:54,980
+look base ten لو مافيش ال two هنا معناته عيش ten
+
+168
+00:14:54,980 --> 00:15:00,570
+base tenطيب ايش الان هاتو نمشي معاه على حسبته اللي
+
+169
+00:15:00,570 --> 00:15:04,430
+هي وين موجودة في ال slide اللي هي اللي هي هالي
+
+170
+00:15:04,430 --> 00:15:09,470
+okay الايش بتطلع في الأول بتطلع ال I of P N
+
+171
+00:15:09,470 --> 00:15:15,130
+general P N general يعني كل ال attribute بعدين
+
+172
+00:15:15,130 --> 00:15:21,750
+بتطلع الايش لكل واحد من هدولة اللي هي I تبع P sub
+
+173
+00:15:21,750 --> 00:15:28,400
+N subيعني لكل مين value من ال values بدي أحسب ال
+
+174
+00:15:28,400 --> 00:15:34,540
+IPN بس في الأول ال IPN ال general هي جوعا عن هي
+
+175
+00:15:34,540 --> 00:15:38,580
+توقيت ناقص
+
+176
+00:15:38,580 --> 00:15:46,920
+في الأول 9 على 14 log 2 اللي هو مين برضه 9 على 14
+
+177
+00:15:46,920 --> 00:15:59,040
+ناقص الأن ال negative 5 على 14log base 2 هو خمسة
+
+178
+00:15:59,040 --> 00:16:04,220
+على اربعة اربعاش هذا الكلام في نهاية القمر يعطيني
+
+179
+00:16:04,220 --> 00:16:09,180
+الـ 0.944 الان
+
+180
+00:16:09,180 --> 00:16:15,160
+هدف حد ذاته ان انا عندي جزئية اخرى اللي هي ان انا
+
+181
+00:16:15,160 --> 00:16:20,880
+بدي اجي احسب ال .. بدي احسب ال entropy تبع ال A
+
+182
+00:16:20,880 --> 00:16:29,420
+entropy تبع ال A هي اجمالي حصة ضربالـ H مجموعة الـ
+
+183
+00:16:29,420 --> 00:16:34,060
+positive والـ negative تبع هذا ال .. هؤلاء اللي
+
+184
+00:16:34,060 --> 00:16:39,560
+هان values كل واحد من ال values مضروفة ال I تبعته
+
+185
+00:16:39,560 --> 00:16:43,560
+يبقى ان انا لان بدي احسب لكل value من دول ال
+
+186
+00:16:43,560 --> 00:16:46,880
+values سواء ان عندي student كثنو او عندي ايش واحد
+
+187
+00:16:46,880 --> 00:16:50,200
+اتنين تلاتة values بدي احسب لكل واحد اللي هو H
+
+188
+00:16:50,980 --> 00:16:54,980
+جدّيش هذا يعني مثلا عندي سولة دلوقتي جدّيش ال
+
+189
+00:16:54,980 --> 00:16:58,920
+positive و ال negative تبع ال value yes 6 زي ال
+
+190
+00:16:58,920 --> 00:17:03,280
+واحد سبعة okay هذا الكلام على ال total كله تبع ال
+
+191
+00:17:03,280 --> 00:17:07,820
+positive مع ال negative ال 14 بالظبط okay يعني
+
+192
+00:17:07,820 --> 00:17:12,740
+جدّيش ال proportion تبع هذا ال value من المجموعة
+
+193
+00:17:12,740 --> 00:17:20,330
+خلينا نيجي وين نحسبها هذه هي تموجد هنا okayالان
+
+194
+00:17:20,330 --> 00:17:30,670
+ايش حاسب اللي هو ستة
+
+195
+00:17:30,670 --> 00:17:38,790
+.. ايش احنا قلتنا اللي هو ال .. اه بدنا نحسب ..
+
+196
+00:17:38,790 --> 00:17:44,290
+بدنا نحسب الان ال ratios اللي هو ال P plus تبع مين
+
+197
+00:17:44,290 --> 00:17:49,780
+I بساوي yesواضح ال notation هي دي إيش قصدنا فيها
+
+198
+00:17:49,780 --> 00:17:55,200
+إحنا لو عملنا هيكة بنحكي عن ال plus أو ال positive
+
+199
+00:17:55,200 --> 00:18:00,480
+ratio تبقى كل ال attribute بس لما أقول I بساوي yes
+
+200
+00:18:00,480 --> 00:18:06,220
+يعني أنا بحكي بس عن .. فبساوي العدد تبعها لو 6 على
+
+201
+00:18:06,220 --> 00:18:11,060
+مجموعة ال positive و ال negative تبع ال attribute
+
+202
+00:18:11,060 --> 00:18:17,730
+تبع ال yes اللي هو 7 صح؟الان ال positive ال P
+
+203
+00:18:17,730 --> 00:18:25,670
+نيجاتيف لل ratio تبقى نيجاتيف لل yes برضه بيساويش
+
+204
+00:18:25,670 --> 00:18:31,890
+واحد على سبعة ايه القيم هذه بيستخدمها هنا في الاول
+
+205
+00:18:31,890 --> 00:18:36,450
+في ال term الاول وفي ال term التاني بيستخدمين اللي
+
+206
+00:18:36,450 --> 00:18:40,470
+هي واحد على سبعة هنا ستة على سبعة بيطلع معايا مين
+
+207
+00:18:40,470 --> 00:18:42,410
+مساجد وين
+
+208
+00:18:49,930 --> 00:18:54,650
+9-1 هذا الرقم اللي بدأت أضربه في ash بناء على
+
+209
+00:18:54,650 --> 00:19:02,070
+المعادلة هذه هذا هو هذا صح؟ بدأت أضربه في مين؟ في
+
+210
+00:19:02,070 --> 00:19:11,270
+ال P yes زائد ال positive yes وال negative yes على
+
+211
+00:19:11,270 --> 00:19:15,310
+ال ash ال total positive و negative تبع مين؟ تبع
+
+212
+00:19:15,310 --> 00:19:19,890
+ال attribute كلهاالـ P student زائد ال N student
+
+213
+00:19:19,890 --> 00:19:26,890
+انا بضع كلمة حرف ال A اختصار ال attribute هنا بضع
+
+214
+00:19:26,890 --> 00:19:31,010
+V اختصار ال value يعني ال value ا اقصد فيه yes او
+
+215
+00:19:31,010 --> 00:19:34,510
+no او هذا او هذا، مصمم؟ فإيش بيطلع معايا هذا
+
+216
+00:19:34,510 --> 00:19:38,130
+الكلام ال P زائد ال N تبع ال value اللي انا موجه
+
+217
+00:19:38,130 --> 00:19:46,910
+عليه لسه سبعة من الكل الاربع اتناش اللي هو النص
+
+218
+00:19:48,420 --> 00:19:56,000
+اللي هو النص طبعا هنا لل yes هيطلع النص بالزمن
+
+219
+00:19:56,000 --> 00:20:00,960
+عمود اخر بالزمن عمود اخر للقيمة هذه مش ضروري بس
+
+220
+00:20:00,960 --> 00:20:06,040
+واضحة ان هذا القيمة من وين جاية كيف بحسبها اللي هي
+
+221
+00:20:06,040 --> 00:20:11,380
+ال proportion تبع هذه ال value من المجموع تبع ال
+
+222
+00:20:11,380 --> 00:20:13,880
+attribute يعني ال positive و ال negative تبع هذه
+
+223
+00:20:13,880 --> 00:20:16,240
+ال value من ال positive و ال negative تبع ال
+
+224
+00:20:16,240 --> 00:20:21,590
+attribute كلهاطبعا انا في حالة ال student بما انهم
+
+225
+00:20:21,590 --> 00:20:28,350
+two values يبقى اذا هذا 7 من 14 يبقى التاني ال
+
+226
+00:20:28,350 --> 00:20:33,170
+value اللي هم السبعة التانية 7 على 14 طبعا هذا
+
+227
+00:20:33,170 --> 00:20:39,610
+بستوي ايش 0.5 وهذا هيطلع 0.5 طبعا بنفع اجي اقول
+
+228
+00:20:39,610 --> 00:20:47,510
+هنا y باختصار ل yes وهنا اجي اقول pn باختصار ل no
+
+229
+00:20:48,820 --> 00:20:52,660
+بنفح هيك هى ايه المخصصة اللى قولناها هى ال
+
+230
+00:20:52,660 --> 00:21:00,900
+attribute كلها طيب
+
+231
+00:21:00,900 --> 00:21:05,160
+هذا الرقم الان انا حسبته الآن بده اضربه في ال I
+
+232
+00:21:05,160 --> 00:21:14,680
+يعني بقوللي اضرب كل واحد لكل value اضرب هذا ال
+
+233
+00:21:14,680 --> 00:21:20,610
+ratio في ال I وجميع المضاريبمظبوط؟ هذا ال
+
+234
+00:21:20,610 --> 00:21:25,010
+summation يبقى أنا الآن لما بدي أعمل لل إيش بدي
+
+235
+00:21:25,010 --> 00:21:32,150
+أحسب لاحظ
+
+236
+00:21:32,150 --> 00:21:37,110
+أنا هنا بحط ال V اختصار لل value هو بيستخدم ال I
+
+237
+00:21:37,110 --> 00:21:45,710
+نفس الشيء لأن هذولة الآن تلاتة كل واحدة منهم ضد
+
+238
+00:21:45,710 --> 00:21:49,940
+القيمة في مين في ال ratio تبعهاو جمع المضارين هذا
+
+239
+00:21:49,940 --> 00:22:02,000
+هو الكلام اللى عمله عمل اولا شيء عمل اشي حسب ال 0
+
+240
+00:22:02,000 --> 00:22:12,700
+.59 ثم حسب لنه 0.987 لان هذه القيم لازم نخدها و
+
+241
+00:22:12,700 --> 00:22:13,200
+نضربها في
+
+242
+00:22:20,200 --> 00:22:31,160
+القيمة الأولى هذه الخمسة
+
+243
+00:22:31,160 --> 00:22:38,940
+هي هذه القيمة ضربها في مين؟ ضربها في مين؟ في مين؟
+
+244
+00:22:38,940 --> 00:22:42,620
+في النسبة هذه التي هي السبعة على أربعة عشر صح؟ فهي
+
+245
+00:22:42,620 --> 00:22:49,000
+zero point five الآن هذه القيمة اللي طلعتجمعها على
+
+246
+00:22:49,000 --> 00:23:05,200
+مين هذا مضروب برضه يعني عمليا النص ال E student نص
+
+247
+00:23:05,200 --> 00:23:11,300
+الأولى هي تبع ال positive صح تبع ال yes 0.5 مضروب
+
+248
+00:23:11,300 --> 00:23:15,540
+في ايش 0
+
+249
+00:23:15,540 --> 00:23:22,530
+.591هذا يجب أن ينجمع على 0
+
+250
+00:23:22,530 --> 00:23:35,250
+.5 مضروف finish 0.987 هذا و الابناء مع بعض هم ال
+
+251
+00:23:35,250 --> 00:23:40,510
+summation هذه في حالة ال age يكون لي ليس فقط اتنين
+
+252
+00:23:40,510 --> 00:23:44,630
+يكون لي تلاتةتلاتة terms حسب قداش فيه values لهذا
+
+253
+00:23:44,630 --> 00:23:48,530
+ال attribute مظبوط الان ايش اللي طلع في الآخر ال
+
+254
+00:23:48,530 --> 00:23:52,010
+entropy ال E ال entropy تبع ال student هذا المقدار
+
+255
+00:23:52,010 --> 00:23:57,210
+لأن هذا المقدار هو اللي بنزل هنا بينخصه من ال I
+
+256
+00:23:57,210 --> 00:24:03,950
+اللي حسبناها في الأول اللي هي هذا لكل ال attribute
+
+257
+00:24:03,950 --> 00:24:11,160
+وبيطلع ال information gain اللي هو ال 0.155بتكرر
+
+258
+00:24:11,160 --> 00:24:16,160
+الموضوع هذا لل attributes الأخرى ايش هذا في
+
+259
+00:24:16,160 --> 00:24:22,060
+البداية عشان لسه تقرر هذا لسه
+
+260
+00:24:22,060 --> 00:24:26,340
+خطوة رقم واحد لما تخلص من كل ال attributes student
+
+261
+00:24:26,340 --> 00:24:32,300
+ايش credit ratio ايش الرابعة كانت المهم لما تخلص
+
+262
+00:24:32,300 --> 00:24:38,390
+منهم كله و تشوف مين ال maximumأه ال attribute اللي
+
+263
+00:24:38,390 --> 00:24:41,890
+أقولها maximum ال information gain تبعها maximum
+
+264
+00:24:41,890 --> 00:24:45,950
+بتستخدمها في ال splitting يعني هذا الكلام إيش في
+
+265
+00:24:45,950 --> 00:24:48,770
+الآخر بيعطيني يعني إيش في الآخر انا أو ليش بعتمد
+
+266
+00:24:48,770 --> 00:25:03,190
+على هذا القمر لأنه ال split
+
+267
+00:25:03,190 --> 00:25:07,970
+على أساس الكلام ديالـ split على أساس ال student لو
+
+268
+00:25:07,970 --> 00:25:16,390
+طلعت على الجدول
+
+269
+00:25:16,390 --> 00:25:21,770
+أو الجدولين اللي بينتجو من هذا ال split تطلع
+
+270
+00:25:21,770 --> 00:25:27,050
+بتلاقي انه طلع العمود العمود هذا و العمود هذا هنا
+
+271
+00:25:28,970 --> 00:25:33,110
+هنا في خاصية أساسية عملت من أجل هذه حسبة الـ Gain
+
+272
+00:25:33,110 --> 00:25:37,870
+وهي أنه أنا بدي ال classes اللي هنا ال .. ال .. ال
+
+273
+00:25:37,870 --> 00:25:42,730
+.. ال items اللي هنا ال class تبعهم شوف هنا كلهم
+
+274
+00:25:42,730 --> 00:25:50,130
+يسمع على هذا no تمام هنا في يدي no .. no ..و no و
+
+275
+00:25:50,130 --> 00:25:53,810
+بعدين اتنى تلاتة yes و الباقى no تلاتة من السبعة
+
+276
+00:25:53,810 --> 00:25:58,470
+مش هالسبعة من السبعة تلاتة yes الهدف ان انا احصل
+
+277
+00:25:58,470 --> 00:26:02,650
+على تقسيمة حيث ان قدر الامكان ال classes دى هنا
+
+278
+00:26:02,650 --> 00:26:08,510
+يبقوا واحد يعني يا اما كلهم yes يا اما كلهم no هذا
+
+279
+00:26:08,510 --> 00:26:13,930
+اسمه ال purityتبعت ال split إيش هال purity درجة
+
+280
+00:26:13,930 --> 00:26:18,470
+صفاوة التقسيم يعني أنا هذا اللي بأطمحله ان يبقى
+
+281
+00:26:18,470 --> 00:26:23,050
+هدولة كلهم yes و هدولة كلهم no بس مابقدرش دايما بس
+
+282
+00:26:23,050 --> 00:26:28,830
+على الأقل باسعى إلى ال attribute اللي هتعطيني أعلى
+
+283
+00:26:28,830 --> 00:26:32,390
+قدر من ال .. من ال purity من ال .. من ال purity
+
+284
+00:26:32,390 --> 00:26:36,690
+هنا في عندي purity عالية يعني كلهم yes و واحدة بس
+
+285
+00:26:36,690 --> 00:26:42,650
+اللي عاملة جاي كشواقب مظبوط؟هنا ال purity أقل بس
+
+286
+00:26:42,650 --> 00:26:46,810
+لو أنا جيت قرنت هذا الكلام بال purity اللي هحصل
+
+287
+00:26:46,810 --> 00:26:50,630
+عليها لو أنا جسمته على أساس ال age و لا كده هيطلع
+
+288
+00:26:50,630 --> 00:26:55,130
+أسوأ من هيك تمام فهذا أفضل ما يمكن وصول اليها فعلى
+
+289
+00:26:55,130 --> 00:26:58,410
+أساسلما أريد أن أقوم بالsplit بين هذه الأرقام و
+
+290
+00:26:58,410 --> 00:27:04,710
+هذه الأرقام، فأريد أن أعيد نفس الحسبة لأن الإحصائي
+
+291
+00:27:04,710 --> 00:27:09,650
+هنا اختلفت، فهنا لدي واحد فقط هنا في الأوكانو ياس
+
+292
+00:27:09,650 --> 00:27:14,750
+سبعة و .. فانا الآن أريد أن أعيدالحسبة على هذولا
+
+293
+00:27:14,750 --> 00:27:18,550
+ال income و ال credit ratio و الايش عشان نقرر مين
+
+294
+00:27:18,550 --> 00:27:22,250
+من هذولا الان يكون هو أساس ال splitting وهنا برضه
+
+295
+00:27:22,250 --> 00:27:26,550
+نفس الشيء هذا الكلام طبعا احنا بيؤتمت يعني بمعناه
+
+296
+00:27:26,550 --> 00:27:29,830
+ان ال system هو اللي بيسوي الكلام ده كله و هو اللي
+
+297
+00:27:29,830 --> 00:27:35,150
+بيقرر و هو اللي بيعمل ال tree بناء على ال criteria
+
+298
+00:27:35,150 --> 00:27:40,910
+ده او ال equations هذه و في الآخر بيطلع معاه يعني
+
+299
+00:27:40,910 --> 00:27:44,980
+انت الآنالان لو بدك تعملها يدوي بيلزمك ال
+
+300
+00:27:44,980 --> 00:27:51,160
+equations هذه تمام؟ وبنقولك مثلا مابين .. يعني
+
+301
+00:27:51,160 --> 00:27:54,680
+بيعطيك جدول جدول الممكن يكون فيه خمس attributes بس
+
+302
+00:27:54,680 --> 00:27:59,220
+مش هشغلك تحسب ال gain تبع الخمسة لإن واحدة منهم
+
+303
+00:27:59,220 --> 00:28:02,740
+شغلانة ممكن تاخدها جدش معاك في الولايات المتحدة بس
+
+304
+00:28:02,740 --> 00:28:06,060
+حاجة أقولك مابين ال attributes هذي و هذي و هذي
+
+305
+00:28:06,060 --> 00:28:11,220
+طلّيها لمين منهم اللي ليش ال gain تبع أعلىعشان
+
+306
+00:28:11,220 --> 00:28:16,220
+تحسبها تلاتة اما انا هسيبك بعد هيك انت لتقرر هذه
+
+307
+00:28:16,220 --> 00:28:20,800
+ال attribute اي كم value فيها و تعمل الباقية اللي
+
+308
+00:28:20,800 --> 00:28:25,760
+لها بعد هيك ممكن مثلا اجي اقولك بناء على ال split
+
+309
+00:28:25,760 --> 00:28:31,420
+اللي طلعت معاك او لو هندي انا ال tree زي هيكأو
+
+310
+00:28:31,420 --> 00:28:36,800
+طلّها لمثلًا خمس ستة rules خمس ستة rules من هذه
+
+311
+00:28:36,800 --> 00:28:41,580
+decision tree فهتعطيني rules زي .. زي هذا الأمر
+
+312
+00:28:41,580 --> 00:28:46,560
+واضح فالآن هذا الكلام خلاصة اللي حاكي عنه decision
+
+313
+00:28:46,560 --> 00:28:50,580
+tree لنواقف هنا مش عارف اذا تبقى معانا واجد نرجع
+
+314
+00:28:50,580 --> 00:28:54,340
+ان نعاجأ ال statistical methods ماظننيش بنخليها
+
+315
+00:28:54,340 --> 00:28:58,120
+لمحاضرة الجايب بس خلاصة الكلام اللي هو ان احنا
+
+316
+00:28:58,750 --> 00:29:06,050
+بنعتمد على تقنية decision tree في وصول
+
+317
+00:29:06,050 --> 00:29:12,810
+الى decision tree من statistical data التي هي ال
+
+318
+00:29:12,810 --> 00:29:17,810
+table ال statistical data هذه على أساسها نطلع ال
+
+319
+00:29:17,810 --> 00:29:21,070
+decision tree decision tree في حد ذاتها ممكن تبقى
+
+320
+00:29:21,070 --> 00:29:26,870
+decision makerهي نفسها استخدمها في ال decision لكن
+
+321
+00:29:26,870 --> 00:29:31,730
+احنا اذا عندي انا expert rule based expert system
+
+322
+00:29:31,730 --> 00:29:35,510
+ال rule based بده rules فانا بقدر اعطيه rules من
+
+323
+00:29:35,510 --> 00:29:40,070
+مين من ال decision tree اللي انا بانشئها او بولدها
+
+324
+00:29:40,070 --> 00:29:44,930
+او بعملها generation من ال table بالتقنية دي تمام
+
+325
+00:29:44,930 --> 00:29:48,930
+المحاضرة الجاية ان شاء الله بنطلع بنكمل بنطلع على
+
+326
+00:29:48,930 --> 00:29:51,890
+الموضوع اللي هو statistical methods يعني اللي هي
+
+327
+00:29:53,170 --> 00:29:57,090
+أدوات الأحصائية الشائعة في الاستخدام اللي برضه
+
+328
+00:29:57,090 --> 00:29:59,970
+ممكن تستخدم في ال data mining لاستخلاص بعض
+
+329
+00:29:59,970 --> 00:30:04,590
+الاستنتاجات بعد ذلك ننتقل على ال data
+
+330
+00:30:04,590 --> 00:30:08,490
+visualization data visualization القضية مهمة جدا
+
+331
+00:30:08,490 --> 00:30:10,690
+في ال data mining لان انا اقدر اشوف ال data
+
+332
+00:30:10,690 --> 00:30:15,850
+visually و في
+
+333
+00:30:15,850 --> 00:30:18,290
+ال data visualization في موضوع ال regression نحكي
+
+334
+00:30:18,290 --> 00:30:20,850
+في ال regression هنابعد ذلك في المحاضرة اللي بعد
+
+335
+00:30:20,850 --> 00:30:23,630
+نكمل principle component analysis و Association
+
+336
+00:30:23,630 --> 00:30:24,510
+rule ان شاء الله
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..729b01cfd6f99d242a342b37681c50d860f6fa23
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 3509, "start": 20.87, "end": 35.09, "text": "بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل الموضوع اللي بدأنا فيه المحاضرة الماضية اللي هو ال decision ال trees قلنا انه احنا اللي بنزلنا من الموضوع هذا هو انه نبني trees بناء على data", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 9673, 2407, 11242, 45367, 13672, 1829, 47525, 10721, 8315, 8978, 3224, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 13672, 1829, 31439, 2423, 3537, 2423, 5852, 12174, 1211, 8315, 16472, 3224, 1975, 5016, 8315, 13672, 1829, 44945, 11622, 1211, 8315, 9154, 9673, 2407, 11242, 45367, 23758, 31439, 16472, 3224, 8717, 3555, 22653, 5852, 44945, 16606, 15844, 1412], "avg_logprob": -0.15749999801317852, "compression_ratio": 1.8546511627906976, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 20.87, "end": 21.57, "word": "بسم", "probability": 0.804443359375}, {"start": 21.57, "end": 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للعكس للعكس للعكس للعكس", "tokens": [25957, 1211, 10632, 2423, 30348, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794, 24976, 3615, 4117, 3794], "avg_logprob": -0.44701086114282196, "compression_ratio": 2.872340425531915, "no_speech_prob": 0.0, "words": [{"start": 160.29, "end": 160.79, "word": "عملية", "probability": 0.7828776041666666}, {"start": 160.79, "end": 160.93, "word": " ال", "probability": 0.44384765625}, {"start": 160.93, "end": 161.31, "word": " splitting", "probability": 0.75830078125}, {"start": 161.31, "end": 161.95, "word": " للعكس", "probability": 0.3953704833984375}, {"start": 161.95, "end": 162.17, "word": " للعكس", "probability": 0.51812744140625}, {"start": 162.17, "end": 162.31, "word": " للعكس", "probability": 0.57373046875}, {"start": 162.31, "end": 162.79, "word": " للعكس", 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الحالة في ال age كذلك الحالة في ال characterization هممكن اللي بيجي عندي ال table تبع ال age بيجي عندي أكم سطر تلاتة اللي هو less than or equal to 30 من 31 إلى 8", "tokens": [3224, 15040, 7435, 1829, 37495, 22653, 2423, 8315, 3794, 13672, 1829, 8032, 2304, 3107, 8032, 15040, 7435, 1829, 45030, 11242, 9154, 16095, 1975, 8592, 2655, 2288, 14407, 45030, 11242, 9154, 16095, 5296, 10721, 37495, 22653, 3714, 43020, 13672, 1829, 3107, 3714, 33599, 2655, 2288, 3224, 33599, 4032, 3714, 43020, 13672, 1829, 3107, 1975, 8592, 2655, 2288, 3224, 3714, 19913, 3555, 2407, 9566, 9122, 8848, 23275, 21542, 6027, 3660, 8978, 2423, 3205, 9122, 8848, 23275, 21542, 6027, 3660, 8978, 2423, 49246, 8032, 2304, 43020, 13672, 1829, 4724, 1829, 7435, 1829, 18871, 16254, 2423, 3199, 6055, 3555, 3615, 2423, 3205, 4724, 1829, 7435, 1829, 18871, 16254, 5551, 24793, 8608, 9566, 2288, 6055, 1211, 9307, 3660, 13672, 1829, 31439, 1570, 813, 420, 2681, 281, 2217, 9154, 10353, 30731, 1649], "avg_logprob": 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17, "seek": 44061, "start": 412.05, "end": 440.61, "text": "40 و بعدين اكبر من 40 لان كل فئة منها دولة هيبقى فيه positive و هيبقى فيه negative هذا القيمة اللي انا بضعها هنا هي قيمة ايش ال I تبعت هذا ال value ال positive و ال negative تبعت هذا ال value", "tokens": [5254, 4032, 39182, 9957, 1975, 4117, 26890, 9154, 3356, 5296, 7649, 28242, 6156, 19986, 3660, 9154, 11296, 11778, 12610, 3660, 39896, 3555, 4587, 7578, 8978, 3224, 3353, 4032, 39896, 3555, 4587, 7578, 8978, 3224, 3671, 23758, 25062, 32640, 3660, 13672, 1829, 1975, 8315, 4724, 11242, 3615, 11296, 34105, 39896, 12174, 32640, 3660, 1975, 1829, 8592, 2423, 286, 6055, 3555, 34268, 23758, 2423, 2158, 2423, 3353, 4032, 2423, 3671, 6055, 3555, 34268, 23758, 2423, 2158], "avg_logprob": -0.28791667699813844, "compression_ratio": 1.7604790419161678, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 412.05, "end": 412.55, "word": "40", "probability": 0.417724609375}, {"start": 412.55, "end": 412.79, "word": " و", 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"seek": 60229, "start": 574.39, "end": 602.29, "text": "طيب نأتي الأن نقوم بتفضيل هذا الكلام على ال student attribute ال student attribute إذا بتذكروا قدناهم احنا المحاضرة الماضية قدناهم طول عندي ال positive كده؟ ال positive طلعهم ستة okay ستة ايش؟ ستة students", "tokens": [9566, 1829, 3555, 8717, 10721, 31371, 16247, 1863, 8717, 4587, 20498, 39894, 5172, 11242, 26895, 23758, 2423, 28820, 10943, 15844, 2423, 3107, 19667, 2423, 3107, 19667, 11933, 15730, 39894, 8848, 37983, 14407, 12174, 3215, 8315, 16095, 1975, 5016, 8315, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 12174, 3215, 8315, 16095, 23032, 12610, 18871, 16254, 2423, 3353, 9122, 3215, 3224, 22807, 2423, 3353, 23032, 1211, 3615, 16095, 8608, 2655, 3660, 1392, 8608, 2655, 3660, 1975, 1829, 8592, 22807, 8608, 2655, 3660, 1731], "avg_logprob": -0.4462652391776806, "compression_ratio": 1.6719576719576719, "no_speech_prob": 0.0, "words": [{"start": 574.39, "end": 574.73, "word": "طيب", "probability": 0.6078287760416666}, {"start": 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اربع اتناش هيبقى فيه عندك هاي واحد اتنين تلاتة اربع خمسة ستة سبعة مظبوط سبعة students و جداش و سبعة مش students", "tokens": [21, 3107, 1975, 8592, 2655, 2288, 14407, 36764, 24401, 3107, 3714, 33599, 2655, 2288, 4587, 8592, 8717, 47341, 3615, 6055, 7649, 1829, 24976, 3199, 8032, 2304, 34105, 1975, 5016, 8315, 1975, 25513, 3615, 1975, 2655, 1863, 33599, 10874, 3215, 33599, 9154, 16095, 1731, 1975, 25513, 3615, 1975, 2655, 1863, 33599, 39896, 3555, 4587, 7578, 8978, 3224, 43242, 4117, 8032, 47302, 36764, 24401, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 3615, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 3714, 19913, 3555, 2407, 9566, 8608, 3555, 27884, 1731, 4032, 10874, 3215, 33599, 4032, 8608, 3555, 27884, 37893, 1731], "avg_logprob": -0.31280340615985464, "compression_ratio": 1.9039548022598871, "no_speech_prob": 0.0, "words": [{"start": 605.63, "end": 606.03, "word": "6", "probability": 0.310302734375}, {"start": 606.03, "end": 606.45, "word": " 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على", "probability": 0.95458984375}, {"start": 1488.97, "end": 1489.23, "word": " هذا", "probability": 0.96435546875}, {"start": 1489.23, "end": 1489.55, "word": " القمر", "probability": 0.908447265625}, {"start": 1489.55, "end": 1490.81, "word": " لأنه", "probability": 0.7530924479166666}, {"start": 1490.81, "end": 1491.19, "word": " ال", "probability": 0.8359375}, {"start": 1491.19, "end": 1503.19, "word": " split", "probability": 0.66943359375}, {"start": 1503.19, "end": 1503.37, "word": " على", "probability": 0.92626953125}, {"start": 1503.37, "end": 1503.69, "word": " أساس", "probability": 0.9152018229166666}, {"start": 1503.69, "end": 1504.05, "word": " الكلام", "probability": 0.5289713541666666}, {"start": 1504.05, "end": 1504.25, "word": " دي", "probability": 0.411865234375}], "temperature": 1.0}, {"id": 55, "seek": 152705, "start": 1506.19, "end": 1527.05, "text": "الـ split على أساس ال student لو طلعت على الجدول أو الجدولين اللي بينتجو من هذا ال split تطلع بتلاقي انه طلع العمود العمود هذا و العمود هذا هنا", "tokens": [6027, 39184, 7472, 15844, 5551, 3794, 32277, 2423, 3107, 45164, 23032, 1211, 34268, 15844, 25724, 3215, 12610, 34051, 25724, 3215, 12610, 9957, 13672, 1829, 4724, 9957, 2655, 7435, 2407, 9154, 23758, 2423, 7472, 6055, 9566, 1211, 3615, 39894, 15040, 38436, 16472, 3224, 23032, 1211, 3615, 18863, 2304, 23328, 18863, 2304, 23328, 23758, 4032, 18863, 2304, 23328, 23758, 34105], "avg_logprob": -0.266551915871895, "compression_ratio": 1.6971830985915493, "no_speech_prob": 0.0, "words": [{"start": 1506.19, "end": 1506.43, "word": "الـ", "probability": 0.308319091796875}, {"start": 1506.43, "end": 1506.63, "word": " split", "probability": 0.4765625}, {"start": 1506.63, "end": 1506.95, "word": " على", "probability": 0.79638671875}, {"start": 1506.95, "end": 1507.25, "word": " أساس", "probability": 0.8458658854166666}, {"start": 1507.25, "end": 1507.41, "word": " ال", "probability": 0.85986328125}, {"start": 1507.41, "end": 1507.73, "word": " student", "probability": 0.9404296875}, {"start": 1507.73, "end": 1507.97, "word": " لو", "probability": 0.85400390625}, {"start": 1507.97, "end": 1508.69, "word": " طلعت", "probability": 0.98779296875}, {"start": 1508.69, "end": 1511.37, "word": " على", "probability": 0.78662109375}, {"start": 1511.37, "end": 1516.39, "word": " الجدول", "probability": 0.8795572916666666}, {"start": 1516.39, "end": 1516.93, "word": " أو", "probability": 0.576171875}, {"start": 1516.93, "end": 1517.51, "word": " الجدولين", "probability": 0.9617919921875}, {"start": 1517.51, "end": 1517.63, "word": " اللي", "probability": 0.82958984375}, {"start": 1517.63, "end": 1518.23, "word": " بينتجو", "probability": 0.721875}, {"start": 1518.23, "end": 1518.81, "word": " من", "probability": 0.93017578125}, {"start": 1518.81, "end": 1519.13, "word": " هذا", "probability": 0.583984375}, {"start": 1519.13, "end": 1519.27, "word": " ال", "probability": 0.91845703125}, {"start": 1519.27, "end": 1519.73, "word": " split", "probability": 0.73583984375}, {"start": 1519.73, "end": 1521.77, "word": " تطلع", "probability": 0.7093505859375}, {"start": 1521.77, "end": 1522.29, "word": " بتلاقي", "probability": 0.7786458333333334}, {"start": 1522.29, "end": 1522.87, "word": " انه", "probability": 0.73486328125}, {"start": 1522.87, "end": 1523.79, "word": " طلع", "probability": 0.8880208333333334}, {"start": 1523.79, "end": 1524.47, "word": " العمود", "probability": 0.904296875}, {"start": 1524.47, "end": 1525.29, "word": " العمود", "probability": 0.7891438802083334}, {"start": 1525.29, "end": 1525.53, "word": " هذا", "probability": 0.8984375}, {"start": 1525.53, "end": 1526.35, "word": " و", "probability": 0.52587890625}, {"start": 1526.35, "end": 1526.61, "word": " العمود", "probability": 0.9609375}, {"start": 1526.61, "end": 1526.81, "word": " هذا", "probability": 0.92431640625}, {"start": 1526.81, "end": 1527.05, "word": " هنا", "probability": 0.9892578125}], "temperature": 1.0}, {"id": 56, "seek": 154803, "start": 1528.97, "end": 1548.03, "text": "هنا في خاصية أساسية عملت من أجل هذه حسبة الـ Gain وهي أنه أنا بدي ال classes اللي هنا ال .. ال .. ال .. ال items اللي هنا ال class تبعهم شوف هنا كلهم يسمع على هذا no تمام هنا في يدي no .. no ..", "tokens": [3224, 8315, 8978, 16490, 33546, 10632, 5551, 3794, 32277, 10632, 6225, 42213, 2655, 9154, 5551, 7435, 1211, 29538, 11331, 35457, 3660, 2423, 39184, 460, 491, 37037, 1829, 14739, 3224, 41850, 4724, 16254, 2423, 5359, 13672, 1829, 34105, 2423, 4386, 2423, 4386, 2423, 4386, 2423, 4754, 13672, 1829, 34105, 2423, 1508, 6055, 3555, 3615, 16095, 13412, 38688, 34105, 28242, 16095, 7251, 38251, 3615, 15844, 23758, 572, 46811, 10943, 34105, 8978, 7251, 16254, 572, 4386, 572, 4386], "avg_logprob": -0.4210526417744787, "compression_ratio": 1.6927374301675977, "no_speech_prob": 0.0, "words": [{"start": 1528.97, "end": 1529.15, "word": "هنا", "probability": 0.6285400390625}, {"start": 1529.15, "end": 1529.15, "word": " في", "probability": 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"probability": 0.453857421875}, {"start": 1534.23, "end": 1534.59, "word": " بدي", "probability": 0.742431640625}, {"start": 1534.59, "end": 1534.75, "word": " ال", "probability": 0.572265625}, {"start": 1534.75, "end": 1535.13, "word": " classes", "probability": 0.31201171875}, {"start": 1535.13, "end": 1535.53, "word": " اللي", "probability": 0.837158203125}, {"start": 1535.53, "end": 1535.91, "word": " هنا", "probability": 0.96484375}, {"start": 1535.91, "end": 1536.85, "word": " ال", "probability": 0.66162109375}, {"start": 1536.85, "end": 1536.85, "word": " ..", "probability": 0.361328125}, {"start": 1536.85, "end": 1537.51, "word": " ال", "probability": 0.8984375}, {"start": 1537.51, "end": 1537.51, "word": " ..", "probability": 0.974609375}, {"start": 1537.51, "end": 1537.87, "word": " ال", "probability": 0.953125}, {"start": 1537.87, "end": 1537.87, "word": " ..", "probability": 0.5634765625}, {"start": 1537.87, "end": 1538.01, "word": " ال", "probability": 0.884765625}, 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{"start": 1543.65, "end": 1543.89, "word": " no", "probability": 0.319580078125}, {"start": 1543.89, "end": 1545.33, "word": " تمام", "probability": 0.93359375}, {"start": 1545.33, "end": 1545.93, "word": " هنا", "probability": 0.50830078125}, {"start": 1545.93, "end": 1546.51, "word": " في", "probability": 0.8837890625}, {"start": 1546.51, "end": 1546.87, "word": " يدي", "probability": 0.6805419921875}, {"start": 1546.87, "end": 1547.25, "word": " no", "probability": 0.7958984375}, {"start": 1547.25, "end": 1547.49, "word": " ..", "probability": 0.47021484375}, {"start": 1547.49, "end": 1547.77, "word": " no", "probability": 0.87451171875}, {"start": 1547.77, "end": 1548.03, "word": " ..", "probability": 0.93359375}], "temperature": 1.0}, {"id": 57, "seek": 157045, "start": 1548.89, "end": 1570.45, "text": "و no و بعدين اتنى تلاتة yes و الباقى no تلاتة من السبعة مش هالسبعة من السبعة تلاتة yes الهدف ان انا احصل على تقسيمة حيث ان قدر الامكان ال classes دى هنا يبقوا واحد يعني يا اما كلهم yes يا اما كلهم no هذا اسمه ال purity", "tokens": [2407, 572, 4032, 39182, 9957, 1975, 2655, 1863, 7578, 6055, 1211, 9307, 3660, 2086, 4032, 29739, 995, 4587, 7578, 572, 6055, 1211, 9307, 3660, 9154, 21136, 3555, 27884, 37893, 8032, 6027, 35457, 27884, 9154, 21136, 3555, 27884, 6055, 1211, 9307, 3660, 2086, 2423, 3224, 3215, 5172, 16472, 1975, 8315, 1975, 5016, 36520, 15844, 6055, 4587, 3794, 32640, 3660, 11331, 1829, 12984, 16472, 12174, 3215, 2288, 2423, 10943, 41361, 2423, 5359, 11778, 7578, 34105, 7251, 3555, 4587, 14407, 36764, 24401, 37495, 22653, 35186, 1975, 15042, 28242, 16095, 2086, 35186, 1975, 15042, 28242, 16095, 572, 23758, 24525, 2304, 3224, 2423, 34382], "avg_logprob": -0.19390625193715094, "compression_ratio": 1.8704663212435233, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1548.89, "end": 1549.17, "word": "و", "probability": 0.67529296875}, {"start": 1549.17, "end": 1549.45, "word": " no", "probability": 0.51513671875}, {"start": 1549.45, "end": 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ممكن تستخدم في ال data mining لاستخلاص بعض الاستنتاجات بعد ذلك ننتقل على ال data visualization data visualization القضية مهمة جدا في ال data mining لان انا اقدر اشوف ال data visually و في ال data visualization في موضوع ال regression نحكي في ال regression هنا", "tokens": [10721, 3215, 2407, 9307, 16247, 5016, 9381, 16373, 10632, 25124, 16373, 27884, 8978, 42963, 14851, 9778, 3215, 10943, 13672, 1829, 4724, 43042, 3224, 3714, 43020, 6055, 14851, 9778, 40448, 8978, 2423, 1412, 15512, 5296, 995, 14851, 9778, 1211, 33546, 45030, 11242, 42963, 14851, 29399, 26108, 9307, 39182, 29910, 23275, 8717, 29399, 4587, 1211, 15844, 2423, 1412, 25801, 1412, 25801, 25062, 11242, 10632, 3714, 16095, 3660, 10874, 28259, 8978, 2423, 1412, 15512, 5296, 7649, 1975, 8315, 1975, 28543, 2288, 1975, 8592, 38688, 2423, 1412, 19622, 4032, 8978, 2423, 1412, 25801, 8978, 3714, 2407, 11242, 45367, 2423, 24590, 8717, 5016, 4117, 1829, 8978, 2423, 24590, 34105], "avg_logprob": -0.18809523241860526, "compression_ratio": 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\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..28e42fcf379608e3ee9aaf5138a7f37e713f1468
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/G999D5pBnno_raw.srt
@@ -0,0 +1,1348 @@
+1
+00:00:20,870 --> 00:00:23,690
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل
+
+2
+00:00:23,690 --> 00:00:26,970
+الموضوع اللي بدأنا فيه المحاضرة الماضية اللي هو ال
+
+3
+00:00:26,970 --> 00:00:30,410
+decision ال trees قلنا انه احنا اللي بنزلنا من
+
+4
+00:00:30,410 --> 00:00:36,960
+الموضوع هذا هو انه نبني trees بناء على dataالتري
+
+5
+00:00:36,960 --> 00:00:42,820
+هذه بعدها كذا بنبني منها ال rule set مجموعة ال
+
+6
+00:00:42,820 --> 00:00:48,960
+rules اللي نعطيها ل ال express system عشان يعمل
+
+7
+00:00:48,960 --> 00:00:53,160
+عملية ال decision لل data اللي بتيجي له جديدة
+
+8
+00:00:53,160 --> 00:00:56,800
+فبنانا على ال data السابقة يكفي عندي أنا في الاخر
+
+9
+00:00:56,800 --> 00:00:59,280
+اللي هو ال column الأخير اللي هو ال column اللي
+
+10
+00:00:59,280 --> 00:01:03,000
+على أساسه انا بدي أو يعني بدي أصنف ال data على
+
+11
+00:01:03,000 --> 00:01:06,720
+أساسهفيها جدت عمدة اخرى عمدة اخرى بناسميها
+
+12
+00:01:06,720 --> 00:01:11,700
+attributes اللي انا بتضافها لإله في الآخر هو
+
+13
+00:01:11,700 --> 00:01:16,420
+decision tree بهذا الشكل بهذا الشكل اللي في الآخر
+
+14
+00:01:16,420 --> 00:01:19,850
+ال leaf nodes تبعتهاLeaf notes بتاعتها هي عبارة عن
+
+15
+00:01:19,850 --> 00:01:24,590
+classifications ال yes و ال no هي إجابة على السؤال
+
+16
+00:01:24,590 --> 00:01:29,630
+هل الشخص ده هيشتري و لا مش هيشتري إذا بتذكروا ال
+
+17
+00:01:29,630 --> 00:01:34,310
+table هذا بالاصل كان عبارة عن بينات جمعات عن ناس
+
+18
+00:01:34,310 --> 00:01:38,410
+اشتروا قد ما تقلهم دعاية و في بعض منهم اشتروا و
+
+19
+00:01:38,410 --> 00:01:42,170
+بعض منهم ماشتراش اللي هو ال computer يعني و جمعات
+
+20
+00:01:42,170 --> 00:01:46,490
+المعلومات عنهم سواء اللي اشتروا و لا ماشتروشالتي
+
+21
+00:01:46,490 --> 00:01:51,230
+احنا بنتهي بـ decision tree اللي بنصرلها بتنتهي بـ
+
+22
+00:01:51,230 --> 00:01:55,530
+leaf nodes فيها اللي هو classifications أصبح
+
+23
+00:01:55,530 --> 00:02:01,070
+المصار المؤدي من ال root تبقى ال tree إلى leaf
+
+24
+00:02:01,070 --> 00:02:05,850
+node هو عبارة عن بقدر أنا أترجمه إلى rule مظبوط
+
+25
+00:02:05,850 --> 00:02:13,330
+فعدي عدة مصارات بقدر أستمت منها هذه ال rulesفهمنا
+
+26
+00:02:13,330 --> 00:02:19,890
+هذا الكلام هنا وقفنا عند النقطة السؤال هو على أساس
+
+27
+00:02:19,890 --> 00:02:25,910
+ايش انا لما بشكل ال tree ببدأ من ال root node ال
+
+28
+00:02:25,910 --> 00:02:28,150
+root node هذه عبارة عن attribute واحدة من ال
+
+29
+00:02:28,150 --> 00:02:33,230
+attributes واحدة من ال attributes تبع ال table صح
+
+30
+00:02:33,230 --> 00:02:38,490
+واحدة من ال attributes تبع ال table ببدأ فيها
+
+31
+00:02:38,490 --> 00:02:42,170
+عملية splittingعملية ال splitting للعكس للعكس
+
+32
+00:02:42,170 --> 00:02:52,350
+للعكس للعكس للعكس للعكس للعكس للعكس للعكس للعكس
+
+33
+00:02:52,550 --> 00:02:55,450
+بنانة على ال two values هذوله صار split او بنانة
+
+34
+00:02:55,450 --> 00:02:58,430
+على ال attribute صار في split لناحية اللي هم جماعة
+
+35
+00:02:58,430 --> 00:03:02,590
+ال yes و جماعة ال no إلى هذا table سب تابل وهذا سب
+
+36
+00:03:02,590 --> 00:03:07,330
+تابل بستمر الأمر إلى أن هذا قولنا انه إلى أن نصل
+
+37
+00:03:07,330 --> 00:03:13,690
+إلى ال leaf notes قولنا انه السؤال اللي او الميارة
+
+38
+00:03:13,690 --> 00:03:16,870
+اللي على أساسه بنختار ليش احنا اخترنا student
+
+39
+00:03:16,870 --> 00:03:20,390
+ماخترناش مثلا ال age ولا ال income ولا ال credit
+
+40
+00:03:20,390 --> 00:03:25,270
+ratioالمعيار كان ال information gain ال
+
+41
+00:03:25,270 --> 00:03:31,270
+information gain ال
+
+42
+00:03:31,270 --> 00:03:35,870
+information
+
+43
+00:03:35,870 --> 00:03:39,770
+gain بدنا
+
+44
+00:03:39,770 --> 00:03:45,490
+ناخده من المعادلة هذه المعادلة هذهبنطلع الآن عليها
+
+45
+00:03:45,490 --> 00:03:49,730
+بالتفصيل احنا شوفنا ال example هذا صح؟ شوفنا ال
+
+46
+00:03:49,730 --> 00:03:55,330
+example هذا بنتطلع ال example هذا كيف انحسبت القيم
+
+47
+00:03:55,330 --> 00:04:01,370
+تبعته اولا لان انا في ادي المعادلات
+
+48
+00:04:01,370 --> 00:04:06,350
+هذي بندن استخدم ال secret الجدول هذا بمعنى ان انا
+
+49
+00:04:07,010 --> 00:04:10,070
+إن أنا بدي أحسب ال information gained لكل واحدة من
+
+50
+00:04:10,070 --> 00:04:12,870
+ال attributes فبدي أعمل جدول لكل واحدة من ال
+
+51
+00:04:12,870 --> 00:04:15,530
+attributes طبعا أنا مش هأعمل هو عادة ال system
+
+52
+00:04:15,530 --> 00:04:19,710
+اللي بيبنيلي ال decision trees بيعمل الحسبات هذه
+
+53
+00:04:19,710 --> 00:04:25,790
+كلها و بيطلعلي انه هذا بيطلعلي ال tree نهائيا يعني
+
+54
+00:04:25,790 --> 00:04:28,090
+بيطلعلي انه في الأول بعمل split على أساس ال
+
+55
+00:04:28,090 --> 00:04:32,150
+student بعدين اللي بعد بعد اللي بعده بس عشان يقرر
+
+56
+00:04:32,150 --> 00:04:36,010
+إذا كانت هي student ولا غيرها بيعملالـ table زي
+
+57
+00:04:36,010 --> 00:04:39,030
+هذا لكل واحد من ال attributes الان student ك
+
+58
+00:04:39,030 --> 00:04:43,870
+attribute بتطلع على انه اكم value لها yes و no صح
+
+59
+00:04:43,870 --> 00:04:48,010
+بينما القرر attributes زي مثلا ال age نرجع تاني لل
+
+60
+00:04:48,010 --> 00:04:52,290
+age ايش
+
+61
+00:04:52,290 --> 00:04:58,310
+كانت ال values المختلفة تبع ال age ها
+
+62
+00:04:58,310 --> 00:05:00,990
+في احد مثلا اقل من او يسوى تلاتين اقل من او يسوى
+
+63
+00:05:00,990 --> 00:05:04,090
+تلاتين من واحد تلاتين لاربعين فال age ك attribute
+
+64
+00:05:05,200 --> 00:05:15,720
+الى كم value؟ اكبر
+
+65
+00:05:15,720 --> 00:05:26,360
+من 40 هدولة تلاتة different values للattribute
+
+66
+00:05:26,360 --> 00:05:32,350
+ال income high و medium و lowالـ student بس yes و
+
+67
+00:05:32,350 --> 00:05:34,910
+no الـ credit ال rating يانما فيه و يانما اكسلان
+
+68
+00:05:34,910 --> 00:05:38,710
+فيه رأو اكسلان مظبوط فانا كل attribute فيها قدت
+
+69
+00:05:38,710 --> 00:05:43,430
+ايش قدت values اللي احنا بدنا نكوّن ال table إذا
+
+70
+00:05:43,430 --> 00:05:48,890
+انت .. إذا رجعت لل .. ال table تبع ال student
+
+71
+00:05:48,890 --> 00:05:51,970
+attribute فيها دي two values هي منهم اللي هم ال
+
+72
+00:05:51,970 --> 00:05:59,140
+yes و ال noالان بدي اشوف برضه يعني بدي ا .. ا ..
+
+73
+00:05:59,140 --> 00:06:01,560
+بدي احض عمود لل positive و عمود لل negative عمود
+
+74
+00:06:01,560 --> 00:06:04,800
+لل positive بمعنى ايش positive yes و no لأ بمعنى
+
+75
+00:06:04,800 --> 00:06:09,140
+انه حسب ال class النهائي اللي انا بدي اصنف على
+
+76
+00:06:09,140 --> 00:06:13,760
+اساسه ان هو اشتروه ولا مشتروش okay فجديش ال P هنا
+
+77
+00:06:13,760 --> 00:06:18,280
+بمعنى انه ا .. ا .. ا .. اشتروه و ال N بمعنى
+
+78
+00:06:18,280 --> 00:06:23,100
+مشتروه مشتروه okay الان لكل واحد من ال .. من ال
+
+79
+00:06:23,100 --> 00:06:27,770
+values تبع ال attributeهلاجي يعني الناس اللي هم
+
+80
+00:06:27,770 --> 00:06:32,090
+student هلاجي بعض منهم اشتروا بعض منهم لأ يعني
+
+81
+00:06:32,090 --> 00:06:33,970
+ممكن اللي student ماشترهاش و ممكن اللي student
+
+82
+00:06:33,970 --> 00:06:37,230
+اشتره مظبوط كذلك الحالة في ال age كذلك الحالة في
+
+83
+00:06:37,230 --> 00:06:39,450
+ال characterization هممكن اللي بيجي عندي ال table
+
+84
+00:06:39,450 --> 00:06:44,470
+تبع ال age بيجي
+
+85
+00:06:44,470 --> 00:06:49,370
+عندي أكم سطر تلاتة اللي هو less than or equal to
+
+86
+00:06:49,370 --> 00:06:55,610
+30 من 31 إلى 840 و بعدين اكبر من 40 لان كل فئة
+
+87
+00:06:55,610 --> 00:06:58,790
+منها دولة هيبقى فيه positive و هيبقى فيه negative
+
+88
+00:06:58,790 --> 00:07:09,730
+هذا القيمة اللي انا بضعها هنا هي قيمة ايش
+
+89
+00:07:09,730 --> 00:07:19,050
+ال I تبعت هذا ال value ال positive و ال negative
+
+90
+00:07:19,050 --> 00:07:25,570
+تبعت هذا ال valueخلّيني أقول مثلا هذا value نعطيه
+
+91
+00:07:25,570 --> 00:07:33,230
+تقيم 1,2,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+92
+00:07:33,230 --> 00:07:33,430
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+93
+00:07:33,430 --> 00:07:34,370
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+94
+00:07:34,370 --> 00:07:39,250
+,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+
+95
+00:07:39,250 --> 00:07:46,890
+,1,1,1
+
+96
+00:07:46,890 --> 00:08:00,710
+,1,1I ل P1 P2 N2 I ل P3 N3 او
+
+97
+00:08:00,710 --> 00:08:04,670
+P3
+
+98
+00:08:04,670 --> 00:08:07,070
+N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او
+
+99
+00:08:07,070 --> 00:08:10,170
+P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3
+
+100
+00:08:10,170 --> 00:08:10,170
+او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3
+
+101
+00:08:10,170 --> 00:08:10,210
+N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او
+
+102
+00:08:10,210 --> 00:08:10,230
+P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3
+
+103
+00:08:10,230 --> 00:08:13,130
+او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3 N3 او P3
+
+104
+00:08:13,130 --> 00:08:17,700
+N3أنا غيرت في المعادلة هذه الصيرة تبعها بس عشان
+
+105
+00:08:17,700 --> 00:08:22,920
+تبقى واضحة الأمور ان هو ال ratio هذا ال ratio هذا
+
+106
+00:08:22,920 --> 00:08:26,460
+ذكرتها في المحاضرة الماضية و هدي برضه ال ratio هذا
+
+107
+00:08:26,460 --> 00:08:30,480
+هذا أبقى عن نسبة ال positive على المجموعة أو الاخر
+
+108
+00:08:30,480 --> 00:08:33,940
+اللي هو نسبة ال negative على المجموعة المجموعة
+
+109
+00:08:33,940 --> 00:08:37,460
+اللي أنا عنها أنهي مجموعة هل مجموعة كل ال
+
+110
+00:08:37,460 --> 00:08:40,790
+attribute ولا مجموعةالـ value الواحد بداخل ال
+
+111
+00:08:40,790 --> 00:08:43,990
+attribute الان هنفسس في هذا الأمر بس المهم انه انا
+
+112
+00:08:43,990 --> 00:08:51,070
+لما بكتب P positive او P negative بقصد اذا P
+
+113
+00:08:51,070 --> 00:08:54,690
+positive بقصد ال positive على المجموعة اذا بكتب P
+
+114
+00:08:54,690 --> 00:09:01,170
+negative بقصد ال negative على المجموعة واضح فانا
+
+115
+00:09:01,170 --> 00:09:05,910
+هنا اش كتبت عن اشارة النقص هي تزامني ماجيتش بيها
+
+116
+00:09:05,910 --> 00:09:11,030
+بس كتبت HP plus صح اللي هيالـ positive على المجموع
+
+117
+00:09:11,030 --> 00:09:16,590
+look base 2 برضه نفسه صح ال positive على المجموع
+
+118
+00:09:16,590 --> 00:09:23,850
+ناجس P negative
+
+119
+00:09:23,850 --> 00:09:28,490
+صح اللي هو نسبة ال negative على المجموع look base
+
+120
+00:09:28,490 --> 00:09:31,050
+2 برضه ال negative على المجموع
+
+121
+00:09:34,390 --> 00:09:37,030
+طيب نأتي الأن نقوم بتفضيل هذا الكلام على ال
+
+122
+00:09:37,030 --> 00:09:42,250
+student attribute ال student attribute إذا بتذكروا
+
+123
+00:09:42,250 --> 00:09:48,390
+قدناهم احنا المحاضرة الماضية قدناهم طول عندي ال
+
+124
+00:09:48,390 --> 00:09:58,190
+positive كده؟ ال positive طلعهم ستة okay ستة
+
+125
+00:09:58,190 --> 00:10:02,290
+ايش؟ ستة students
+
+126
+00:10:05,630 --> 00:10:11,370
+6 student اشتروا واحد student ماشترقش نرجع تاني لل
+
+127
+00:10:11,370 --> 00:10:16,350
+table هم
+
+128
+00:10:16,350 --> 00:10:22,750
+هنا احنا اربع اتناش جداش منهم students اربع
+
+129
+00:10:22,750 --> 00:10:28,110
+اتناش هيبقى فيه عندك هاي واحد اتنين تلاتة اربع
+
+130
+00:10:28,110 --> 00:10:34,050
+خمسة ستة سبعة مظبوط سبعة students و جداش و سبعة مش
+
+131
+00:10:34,050 --> 00:10:42,890
+studentsيعني هى
+
+132
+00:10:42,890 --> 00:10:47,670
+student positive
+
+133
+00:10:47,670 --> 00:10:58,830
+و هى negative yes و هى no لأن yes student اشترى
+
+134
+00:10:58,830 --> 00:11:04,990
+جديش هى اشترى هى yes student اشترى
+
+135
+00:11:11,070 --> 00:11:15,930
+واحد اتنين تلت اربع خمسة ستة وهم سبعيه بيخلص اللي
+
+136
+00:11:15,930 --> 00:11:17,950
+هو واحد و اللي مااشتراهاش اللي هو بيناه اللي هو
+
+137
+00:11:17,950 --> 00:11:27,410
+هذا لأن no student واشتراه positive هاي واحد وهاي
+
+138
+00:11:27,410 --> 00:11:36,070
+اتنين هاي اتنين صح؟
+
+139
+00:11:36,070 --> 00:11:39,650
+وهاي وانت التالت
+
+140
+00:11:51,070 --> 00:11:55,170
+لو انا بدي اعمل نفس ال table هذا لمن؟ ل ال age
+
+141
+00:12:04,910 --> 00:12:12,770
+ليش مافيش ياندي يسولولة عندي اللي هم نسلة تلاتين و
+
+142
+00:12:12,770 --> 00:12:18,030
+واحد تلاتين الى اربعين و بعدين اكبر من اربعين
+
+143
+00:12:18,030 --> 00:12:25,470
+اربعين و اربعين تمام الى ان هي yes قوة انه اقل من
+
+144
+00:12:25,470 --> 00:12:29,710
+تلاتين اكتر من واحدة هي هذا وهي هذا وهي هذا وهي
+
+145
+00:12:29,710 --> 00:12:32,610
+هذا وهي هذا وخلاص
+
+146
+00:12:36,570 --> 00:12:40,290
+الخمسة هؤلاء طبعا بيضعوا عددهم هنا أنا بس عشان
+
+147
+00:12:40,290 --> 00:12:49,930
+أذكر ال .. الخمسة هؤلاء كم واحد منهم اشترى واحد
+
+148
+00:12:49,930 --> 00:12:57,650
+صح وهذا اتنين يبقى الإضاءة ماشتراش تلاتة لأن فيها
+
+149
+00:12:57,650 --> 00:13:04,910
+التانية واحد تلاتين هي واحد اتنينتلاتة هي أربعة
+
+150
+00:13:04,910 --> 00:13:12,350
+أربعة أكمل واحد منهم اشتراك هاي واحد هاي اتنين هاي
+
+151
+00:13:12,350 --> 00:13:26,710
+تلاتة كلهم كلهم أربعة صفر اللي ضايقين واحد اتنين
+
+152
+00:13:26,710 --> 00:13:31,170
+تلاتة المعادلة هنا دي تقول لي إنه أنا عشان أحسب
+
+153
+00:13:31,170 --> 00:13:36,390
+اللي كان لازم أحسب في الأولالـ I الـ information
+
+154
+00:13:36,390 --> 00:13:40,870
+يعني الـ gain تبع الكل ال class الكل ال class اللي
+
+155
+00:13:40,870 --> 00:13:44,550
+هو على بعضه بمعنى ان كل ال positive و كل ال
+
+156
+00:13:44,550 --> 00:13:48,950
+negative للكل بغض النظر عن ال value بغض النظر عن
+
+157
+00:13:48,950 --> 00:13:52,150
+ال value ليش لكل ال student اللي لم يجددش كل ال
+
+158
+00:13:52,150 --> 00:13:59,110
+positive تسعة لم يجدش كل ال negative خمسة لإن لو
+
+159
+00:13:59,110 --> 00:14:07,290
+بدي أحسب ال positive ratioplus تبع كل ال class تبع
+
+160
+00:14:07,290 --> 00:14:14,330
+كل ال .. كل ال attribute هو عبارة عن التسعة على
+
+161
+00:14:14,330 --> 00:14:21,790
+خمسة تسعة على خمسة على أربعة عشر ال negative ratio
+
+162
+00:14:21,790 --> 00:14:29,710
+خمسة على أربعة عشر صح؟ مصبوط؟ هذا الآن بدنا ناخده
+
+163
+00:14:29,710 --> 00:14:36,280
+لأنه هيكرر معاناةباس تو تبع التمانية هذا أسهل مثال
+
+164
+00:14:36,280 --> 00:14:41,080
+التلاتة ماهي القيمة اللى بترفعها اتنين قص هذا
+
+165
+00:14:41,080 --> 00:14:46,280
+القيمة عشان احصل على فهذا الكلام طبعا احنا يعني
+
+166
+00:14:46,280 --> 00:14:49,340
+بالأقل حاسبه بنسويه زي أجر سؤال في امتحانة و كده
+
+167
+00:14:49,340 --> 00:14:51,900
+بس المهم بيبقى فاهمين ايش يعني look base two و
+
+168
+00:14:51,900 --> 00:14:54,980
+look base ten لو مافيش ال two هنا معناته عيش ten
+
+169
+00:14:54,980 --> 00:15:00,570
+base tenطيب ايش الان هاتو نمشي معاه على حسبته اللي
+
+170
+00:15:00,570 --> 00:15:04,430
+هي وين موجودة في ال slide اللي هي اللي هي هالي
+
+171
+00:15:04,430 --> 00:15:09,470
+okay الايش بتطلع في الأول بتطلع ال I of P N
+
+172
+00:15:09,470 --> 00:15:15,130
+general P N general يعني كل ال attribute بعدين
+
+173
+00:15:15,130 --> 00:15:21,750
+بتطلع الايش لكل واحد من هدولة اللي هي I تبع P sub
+
+174
+00:15:21,750 --> 00:15:28,400
+N subيعني لكل مين value من ال values بدي أحسب ال
+
+175
+00:15:28,400 --> 00:15:34,540
+IPN بس في الأول ال IPN ال general هي جوعا عن هي
+
+176
+00:15:34,540 --> 00:15:38,580
+توقيت ناقص
+
+177
+00:15:38,580 --> 00:15:46,920
+في الأول 9 على 14 log 2 اللي هو مين برضه 9 على 14
+
+178
+00:15:46,920 --> 00:15:59,040
+ناقص الأن ال negative 5 على 14log base 2 هو خمسة
+
+179
+00:15:59,040 --> 00:16:04,220
+على اربعة اربعاش هذا الكلام في نهاية القمر يعطيني
+
+180
+00:16:04,220 --> 00:16:09,180
+الـ 0.944 الان
+
+181
+00:16:09,180 --> 00:16:15,160
+هدف حد ذاته ان انا عندي جزئية اخرى اللي هي ان انا
+
+182
+00:16:15,160 --> 00:16:20,880
+بدي اجي احسب ال .. بدي احسب ال entropy تبع ال A
+
+183
+00:16:20,880 --> 00:16:29,420
+entropy تبع ال A هي اجمالي حصة ضربالـ H مجموعة الـ
+
+184
+00:16:29,420 --> 00:16:34,060
+positive والـ negative تبع هذا ال .. هؤلاء اللي
+
+185
+00:16:34,060 --> 00:16:39,560
+هان values كل واحد من ال values مضروفة ال I تبعته
+
+186
+00:16:39,560 --> 00:16:43,560
+يبقى ان انا لان بدي احسب لكل value من دول ال
+
+187
+00:16:43,560 --> 00:16:46,880
+values سواء ان عندي student كثنو او عندي ايش واحد
+
+188
+00:16:46,880 --> 00:16:50,200
+اتنين تلاتة values بدي احسب لكل واحد اللي هو H
+
+189
+00:16:50,980 --> 00:16:54,980
+جدّيش هذا يعني مثلا عندي سولة دلوقتي جدّيش ال
+
+190
+00:16:54,980 --> 00:16:58,920
+positive و ال negative تبع ال value yes 6 زي ال
+
+191
+00:16:58,920 --> 00:17:03,280
+واحد سبعة okay هذا الكلام على ال total كله تبع ال
+
+192
+00:17:03,280 --> 00:17:07,820
+positive مع ال negative ال 14 بالظبط okay يعني
+
+193
+00:17:07,820 --> 00:17:12,740
+جدّيش ال proportion تبع هذا ال value من المجموعة
+
+194
+00:17:12,740 --> 00:17:20,330
+خلينا نيجي وين نحسبها هذه هي تموجد هنا okayالان
+
+195
+00:17:20,330 --> 00:17:30,670
+ايش حاسب اللي هو ستة
+
+196
+00:17:30,670 --> 00:17:38,790
+.. ايش احنا قلتنا اللي هو ال .. اه بدنا نحسب ..
+
+197
+00:17:38,790 --> 00:17:44,290
+بدنا نحسب الان ال ratios اللي هو ال P plus تبع مين
+
+198
+00:17:44,290 --> 00:17:49,780
+I بساوي yesواضح ال notation هي دي إيش قصدنا فيها
+
+199
+00:17:49,780 --> 00:17:55,200
+إحنا لو عملنا هيكة بنحكي عن ال plus أو ال positive
+
+200
+00:17:55,200 --> 00:18:00,480
+ratio تبقى كل ال attribute بس لما أقول I بساوي yes
+
+201
+00:18:00,480 --> 00:18:06,220
+يعني أنا بحكي بس عن .. فبساوي العدد تبعها لو 6 على
+
+202
+00:18:06,220 --> 00:18:11,060
+مجموعة ال positive و ال negative تبع ال attribute
+
+203
+00:18:11,060 --> 00:18:17,730
+تبع ال yes اللي هو 7 صح؟الان ال positive ال P
+
+204
+00:18:17,730 --> 00:18:25,670
+نيجاتيف لل ratio تبقى نيجاتيف لل yes برضه بيساويش
+
+205
+00:18:25,670 --> 00:18:31,890
+واحد على سبعة ايه القيم هذه بيستخدمها هنا في الاول
+
+206
+00:18:31,890 --> 00:18:36,450
+في ال term الاول وفي ال term التاني بيستخدمين اللي
+
+207
+00:18:36,450 --> 00:18:40,470
+هي واحد على سبعة هنا ستة على سبعة بيطلع معايا مين
+
+208
+00:18:40,470 --> 00:18:42,410
+مساجد وين
+
+209
+00:18:49,930 --> 00:18:54,650
+9-1 هذا الرقم اللي بدأت أضربه في ash بناء على
+
+210
+00:18:54,650 --> 00:19:02,070
+المعادلة هذه هذا هو هذا صح؟ بدأت أضربه في مين؟ في
+
+211
+00:19:02,070 --> 00:19:11,270
+ال P yes زائد ال positive yes وال negative yes على
+
+212
+00:19:11,270 --> 00:19:15,310
+ال ash ال total positive و negative تبع مين؟ تبع
+
+213
+00:19:15,310 --> 00:19:19,890
+ال attribute كلهاالـ P student زائد ال N student
+
+214
+00:19:19,890 --> 00:19:26,890
+انا بضع كلمة حرف ال A اختصار ال attribute هنا بضع
+
+215
+00:19:26,890 --> 00:19:31,010
+V اختصار ال value يعني ال value ا اقصد فيه yes او
+
+216
+00:19:31,010 --> 00:19:34,510
+no او هذا او هذا، مصمم؟ فإيش بيطلع معايا هذا
+
+217
+00:19:34,510 --> 00:19:38,130
+الكلام ال P زائد ال N تبع ال value اللي انا موجه
+
+218
+00:19:38,130 --> 00:19:46,910
+عليه لسه سبعة من الكل الاربع اتناش اللي هو النص
+
+219
+00:19:48,420 --> 00:19:56,000
+اللي هو النص طبعا هنا لل yes هيطلع النص بالزمن
+
+220
+00:19:56,000 --> 00:20:00,960
+عمود اخر بالزمن عمود اخر للقيمة هذه مش ضروري بس
+
+221
+00:20:00,960 --> 00:20:06,040
+واضحة ان هذا القيمة من وين جاية كيف بحسبها اللي هي
+
+222
+00:20:06,040 --> 00:20:11,380
+ال proportion تبع هذه ال value من المجموع تبع ال
+
+223
+00:20:11,380 --> 00:20:13,880
+attribute يعني ال positive و ال negative تبع هذه
+
+224
+00:20:13,880 --> 00:20:16,240
+ال value من ال positive و ال negative تبع ال
+
+225
+00:20:16,240 --> 00:20:21,590
+attribute كلهاطبعا انا في حالة ال student بما انهم
+
+226
+00:20:21,590 --> 00:20:28,350
+two values يبقى اذا هذا 7 من 14 يبقى التاني ال
+
+227
+00:20:28,350 --> 00:20:33,170
+value اللي هم السبعة التانية 7 على 14 طبعا هذا
+
+228
+00:20:33,170 --> 00:20:39,610
+بستوي ايش 0.5 وهذا هيطلع 0.5 طبعا بنفع اجي اقول
+
+229
+00:20:39,610 --> 00:20:47,510
+هنا y باختصار ل yes وهنا اجي اقول pn باختصار ل no
+
+230
+00:20:48,820 --> 00:20:52,660
+بنفح هيك هى ايه المخصصة اللى قولناها هى ال
+
+231
+00:20:52,660 --> 00:21:00,900
+attribute كلها طيب
+
+232
+00:21:00,900 --> 00:21:05,160
+هذا الرقم الان انا حسبته الآن بده اضربه في ال I
+
+233
+00:21:05,160 --> 00:21:14,680
+يعني بقوللي اضرب كل واحد لكل value اضرب هذا ال
+
+234
+00:21:14,680 --> 00:21:20,610
+ratio في ال I وجميع المضاريبمظبوط؟ هذا ال
+
+235
+00:21:20,610 --> 00:21:25,010
+summation يبقى أنا الآن لما بدي أعمل لل إيش بدي
+
+236
+00:21:25,010 --> 00:21:32,150
+أحسب لاحظ
+
+237
+00:21:32,150 --> 00:21:37,110
+أنا هنا بحط ال V اختصار لل value هو بيستخدم ال I
+
+238
+00:21:37,110 --> 00:21:45,710
+نفس الشيء لأن هذولة الآن تلاتة كل واحدة منهم ضد
+
+239
+00:21:45,710 --> 00:21:49,940
+القيمة في مين في ال ratio تبعهاو جمع المضارين هذا
+
+240
+00:21:49,940 --> 00:22:02,000
+هو الكلام اللى عمله عمل اولا شيء عمل اشي حسب ال 0
+
+241
+00:22:02,000 --> 00:22:12,700
+.59 ثم حسب لنه 0.987 لان هذه القيم لازم نخدها و
+
+242
+00:22:12,700 --> 00:22:13,200
+نضربها في
+
+243
+00:22:20,200 --> 00:22:31,160
+القيمة الأولى هذه الخمسة
+
+244
+00:22:31,160 --> 00:22:38,940
+هي هذه القيمة ضربها في مين؟ ضربها في مين؟ في مين؟
+
+245
+00:22:38,940 --> 00:22:42,620
+في النسبة هذه التي هي السبعة على أربعة عشر صح؟ فهي
+
+246
+00:22:42,620 --> 00:22:49,000
+zero point five الآن هذه القيمة اللي طلعتجمعها على
+
+247
+00:22:49,000 --> 00:23:05,200
+مين هذا مضروب برضه يعني عمليا النص ال E student نص
+
+248
+00:23:05,200 --> 00:23:11,300
+الأولى هي تبع ال positive صح تبع ال yes 0.5 مضروب
+
+249
+00:23:11,300 --> 00:23:15,540
+في ايش 0
+
+250
+00:23:15,540 --> 00:23:22,530
+.591هذا يجب أن ينجمع على 0
+
+251
+00:23:22,530 --> 00:23:35,250
+.5 مضروف finish 0.987 هذا و الابناء مع بعض هم ال
+
+252
+00:23:35,250 --> 00:23:40,510
+summation هذه في حالة ال age يكون لي ليس فقط اتنين
+
+253
+00:23:40,510 --> 00:23:44,630
+يكون لي تلاتةتلاتة terms حسب قداش فيه values لهذا
+
+254
+00:23:44,630 --> 00:23:48,530
+ال attribute مظبوط الان ايش اللي طلع في الآخر ال
+
+255
+00:23:48,530 --> 00:23:52,010
+entropy ال E ال entropy تبع ال student هذا المقدار
+
+256
+00:23:52,010 --> 00:23:57,210
+لأن هذا المقدار هو اللي بنزل هنا بينخصه من ال I
+
+257
+00:23:57,210 --> 00:24:03,950
+اللي حسبناها في الأول اللي هي هذا لكل ال attribute
+
+258
+00:24:03,950 --> 00:24:11,160
+وبيطلع ال information gain اللي هو ال 0.155بتكرر
+
+259
+00:24:11,160 --> 00:24:16,160
+الموضوع هذا لل attributes الأخرى ايش هذا في
+
+260
+00:24:16,160 --> 00:24:22,060
+البداية عشان لسه تقرر هذا لسه
+
+261
+00:24:22,060 --> 00:24:26,340
+خطوة رقم واحد لما تخلص من كل ال attributes student
+
+262
+00:24:26,340 --> 00:24:32,300
+ايش credit ratio ايش الرابعة كانت المهم لما تخلص
+
+263
+00:24:32,300 --> 00:24:38,390
+منهم كله و تشوف مين ال maximumأه ال attribute اللي
+
+264
+00:24:38,390 --> 00:24:41,890
+أقولها maximum ال information gain تبعها maximum
+
+265
+00:24:41,890 --> 00:24:45,950
+بتستخدمها في ال splitting يعني هذا الكلام إيش في
+
+266
+00:24:45,950 --> 00:24:48,770
+الآخر بيعطيني يعني إيش في الآخر انا أو ليش بعتمد
+
+267
+00:24:48,770 --> 00:25:03,190
+على هذا القمر لأنه ال split
+
+268
+00:25:03,190 --> 00:25:07,970
+على أساس الكلام ديالـ split على أساس ال student لو
+
+269
+00:25:07,970 --> 00:25:16,390
+طلعت على الجدول
+
+270
+00:25:16,390 --> 00:25:21,770
+أو الجدولين اللي بينتجو من هذا ال split تطلع
+
+271
+00:25:21,770 --> 00:25:27,050
+بتلاقي انه طلع العمود العمود هذا و العمود هذا هنا
+
+272
+00:25:28,970 --> 00:25:33,110
+هنا في خاصية أساسية عملت من أجل هذه حسبة الـ Gain
+
+273
+00:25:33,110 --> 00:25:37,870
+وهي أنه أنا بدي ال classes اللي هنا ال .. ال .. ال
+
+274
+00:25:37,870 --> 00:25:42,730
+.. ال items اللي هنا ال class تبعهم شوف هنا كلهم
+
+275
+00:25:42,730 --> 00:25:50,130
+يسمع على هذا no تمام هنا في يدي no .. no ..و no و
+
+276
+00:25:50,130 --> 00:25:53,810
+بعدين اتنى تلاتة yes و الباقى no تلاتة من السبعة
+
+277
+00:25:53,810 --> 00:25:58,470
+مش هالسبعة من السبعة تلاتة yes الهدف ان انا احصل
+
+278
+00:25:58,470 --> 00:26:02,650
+على تقسيمة حيث ان قدر الامكان ال classes دى هنا
+
+279
+00:26:02,650 --> 00:26:08,510
+يبقوا واحد يعني يا اما كلهم yes يا اما كلهم no هذا
+
+280
+00:26:08,510 --> 00:26:13,930
+اسمه ال purityتبعت ال split إيش هال purity درجة
+
+281
+00:26:13,930 --> 00:26:18,470
+صفاوة التقسيم يعني أنا هذا اللي بأطمحله ان يبقى
+
+282
+00:26:18,470 --> 00:26:23,050
+هدولة كلهم yes و هدولة كلهم no بس مابقدرش دايما بس
+
+283
+00:26:23,050 --> 00:26:28,830
+على الأقل باسعى إلى ال attribute اللي هتعطيني أعلى
+
+284
+00:26:28,830 --> 00:26:32,390
+قدر من ال .. من ال purity من ال .. من ال purity
+
+285
+00:26:32,390 --> 00:26:36,690
+هنا في عندي purity عالية يعني كلهم yes و واحدة بس
+
+286
+00:26:36,690 --> 00:26:42,650
+اللي عاملة جاي كشواقب مظبوط؟هنا ال purity أقل بس
+
+287
+00:26:42,650 --> 00:26:46,810
+لو أنا جيت قرنت هذا الكلام بال purity اللي هحصل
+
+288
+00:26:46,810 --> 00:26:50,630
+عليها لو أنا جسمته على أساس ال age و لا كده هيطلع
+
+289
+00:26:50,630 --> 00:26:55,130
+أسوأ من هيك تمام فهذا أفضل ما يمكن وصول اليها فعلى
+
+290
+00:26:55,130 --> 00:26:58,410
+أساسلما أريد أن أقوم بالsplit بين هذه الأرقام و
+
+291
+00:26:58,410 --> 00:27:04,710
+هذه الأرقام، فأريد أن أعيد نفس الحسبة لأن الإحصائي
+
+292
+00:27:04,710 --> 00:27:09,650
+هنا اختلفت، فهنا لدي واحد فقط هنا في الأوكانو ياس
+
+293
+00:27:09,650 --> 00:27:14,750
+سبعة و .. فانا الآن أريد أن أعيدالحسبة على هذولا
+
+294
+00:27:14,750 --> 00:27:18,550
+ال income و ال credit ratio و الايش عشان نقرر مين
+
+295
+00:27:18,550 --> 00:27:22,250
+من هذولا الان يكون هو أساس ال splitting وهنا برضه
+
+296
+00:27:22,250 --> 00:27:26,550
+نفس الشيء هذا الكلام طبعا احنا بيؤتمت يعني بمعناه
+
+297
+00:27:26,550 --> 00:27:29,830
+ان ال system هو اللي بيسوي الكلام ده كله و هو اللي
+
+298
+00:27:29,830 --> 00:27:35,150
+بيقرر و هو اللي بيعمل ال tree بناء على ال criteria
+
+299
+00:27:35,150 --> 00:27:40,910
+ده او ال equations هذه و في الآخر بيطلع معاه يعني
+
+300
+00:27:40,910 --> 00:27:44,980
+انت الآنالان لو بدك تعملها يدوي بيلزمك ال
+
+301
+00:27:44,980 --> 00:27:51,160
+equations هذه تمام؟ وبنقولك مثلا مابين .. يعني
+
+302
+00:27:51,160 --> 00:27:54,680
+بيعطيك جدول جدول الممكن يكون فيه خمس attributes بس
+
+303
+00:27:54,680 --> 00:27:59,220
+مش هشغلك تحسب ال gain تبع الخمسة لإن واحدة منهم
+
+304
+00:27:59,220 --> 00:28:02,740
+شغلانة ممكن تاخدها جدش معاك في الولايات المتحدة بس
+
+305
+00:28:02,740 --> 00:28:06,060
+حاجة أقولك مابين ال attributes هذي و هذي و هذي
+
+306
+00:28:06,060 --> 00:28:11,220
+طلّيها لمين منهم اللي ليش ال gain تبع أعلىعشان
+
+307
+00:28:11,220 --> 00:28:16,220
+تحسبها تلاتة اما انا هسيبك بعد هيك انت لتقرر هذه
+
+308
+00:28:16,220 --> 00:28:20,800
+ال attribute اي كم value فيها و تعمل الباقية اللي
+
+309
+00:28:20,800 --> 00:28:25,760
+لها بعد هيك ممكن مثلا اجي اقولك بناء على ال split
+
+310
+00:28:25,760 --> 00:28:31,420
+اللي طلعت معاك او لو هندي انا ال tree زي هيكأو
+
+311
+00:28:31,420 --> 00:28:36,800
+طلّها لمثلًا خمس ستة rules خمس ستة rules من هذه
+
+312
+00:28:36,800 --> 00:28:41,580
+decision tree فهتعطيني rules زي .. زي هذا الأمر
+
+313
+00:28:41,580 --> 00:28:46,560
+واضح فالآن هذا الكلام خلاصة اللي حاكي عنه decision
+
+314
+00:28:46,560 --> 00:28:50,580
+tree لنواقف هنا مش عارف اذا تبقى معانا واجد نرجع
+
+315
+00:28:50,580 --> 00:28:54,340
+ان نعاجأ ال statistical methods ماظننيش بنخليها
+
+316
+00:28:54,340 --> 00:28:58,120
+لمحاضرة الجايب بس خلاصة الكلام اللي هو ان احنا
+
+317
+00:28:58,750 --> 00:29:06,050
+بنعتمد على تقنية decision tree في وصول
+
+318
+00:29:06,050 --> 00:29:12,810
+الى decision tree من statistical data التي هي ال
+
+319
+00:29:12,810 --> 00:29:17,810
+table ال statistical data هذه على أساسها نطلع ال
+
+320
+00:29:17,810 --> 00:29:21,070
+decision tree decision tree في حد ذاتها ممكن تبقى
+
+321
+00:29:21,070 --> 00:29:26,870
+decision makerهي نفسها استخدمها في ال decision لكن
+
+322
+00:29:26,870 --> 00:29:31,730
+احنا اذا عندي انا expert rule based expert system
+
+323
+00:29:31,730 --> 00:29:35,510
+ال rule based بده rules فانا بقدر اعطيه rules من
+
+324
+00:29:35,510 --> 00:29:40,070
+مين من ال decision tree اللي انا بانشئها او بولدها
+
+325
+00:29:40,070 --> 00:29:44,930
+او بعملها generation من ال table بالتقنية دي تمام
+
+326
+00:29:44,930 --> 00:29:48,930
+المحاضرة الجاية ان شاء الله بنطلع بنكمل بنطلع على
+
+327
+00:29:48,930 --> 00:29:51,890
+الموضوع اللي هو statistical methods يعني اللي هي
+
+328
+00:29:53,170 --> 00:29:57,090
+أدوات الأحصائية الشائعة في الاستخدام اللي برضه
+
+329
+00:29:57,090 --> 00:29:59,970
+ممكن تستخدم في ال data mining لاستخلاص بعض
+
+330
+00:29:59,970 --> 00:30:04,590
+الاستنتاجات بعد ذلك ننتقل على ال data
+
+331
+00:30:04,590 --> 00:30:08,490
+visualization data visualization القضية مهمة جدا
+
+332
+00:30:08,490 --> 00:30:10,690
+في ال data mining لان انا اقدر اشوف ال data
+
+333
+00:30:10,690 --> 00:30:15,850
+visually و في
+
+334
+00:30:15,850 --> 00:30:18,290
+ال data visualization في موضوع ال regression نحكي
+
+335
+00:30:18,290 --> 00:30:20,850
+في ال regression هنابعد ذلك في المحاضرة اللي بعد
+
+336
+00:30:20,850 --> 00:30:23,630
+نكمل principle component analysis و Association
+
+337
+00:30:23,630 --> 00:30:24,510
+rule ان شاء الله
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..d0be3100f1a3dbfd10b7c4fe953ad729e09976f5
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_postprocess.srt
@@ -0,0 +1,2160 @@
+1
+00:00:20,740 --> 00:00:25,160
+بسم الله الرحمن الرحيم موضوعنا اليوم ان شاء الله
+
+2
+00:00:25,160 --> 00:00:30,620
+بيستمر في ال rule-based expert systems ولكن تحت
+
+3
+00:00:30,620 --> 00:00:35,400
+عنوان آخر اللي هو ال uncertainty management في ال
+
+4
+00:00:35,400 --> 00:00:40,400
+rule-based expert systems فكرة قلية عمل ال expert
+
+5
+00:00:40,400 --> 00:00:45,800
+systems احنا فهمناها كويسوصار واضح ان ال rules هي
+
+6
+00:00:45,800 --> 00:00:50,260
+المحور الأساسي لل knowledge في ال express systems
+
+7
+00:00:50,260 --> 00:00:55,580
+بس للأسف شديد وواقع الأمور يعني انه مش دايما ال
+
+8
+00:00:55,580 --> 00:01:01,520
+rules بتبقى .. بتبقى حتمية يعني إيش حتمية يعني إذا
+
+9
+00:01:01,520 --> 00:01:06,800
+كده فإن كده حتما مائة بالمائة تمام؟ أحيانا يبقى في
+
+10
+00:01:06,800 --> 00:01:14,060
+نوع من عدم التأكد uncertaintyإذا حدث كده فممكن
+
+11
+00:01:14,060 --> 00:01:18,880
+يحدث كده بس باحتمال most likely يعني زي ما بنقول
+
+12
+00:01:18,880 --> 00:01:23,480
+مثلا احتمال قوي جدا او احتمال اقل شوية فببقى فيه
+
+13
+00:01:23,480 --> 00:01:28,480
+انه .. ببقى فيه انه درجة من عدم ال .. عدم التأكد
+
+14
+00:01:28,480 --> 00:01:35,120
+في .. انه هذا الشرط ينتج عنه هذه ال conclusionفهذا
+
+15
+00:01:35,120 --> 00:01:38,300
+اللي هو اسمه uncertainty uncertain لما انا اكون
+
+16
+00:01:38,300 --> 00:01:43,080
+certain ان انا واثق تماما uncertain يعني انا مش
+
+17
+00:01:43,080 --> 00:01:48,000
+متأكد او مش واثق وهذا شئ طبيعي في واقع الأمور في
+
+18
+00:01:48,000 --> 00:01:52,200
+الحياة العملية في كثير من التخصصات لذلك لما بيجي
+
+19
+00:01:52,200 --> 00:01:57,580
+ال human expertما بيعطي rules certain rules بيجي
+
+20
+00:01:57,580 --> 00:02:01,780
+بيعطي rules ان و الله ايه تتحقق الشرط فهتتحقق
+
+21
+00:02:01,780 --> 00:02:07,020
+النتيجة بدرجة منثوقية كده okay وهذا هو اطار
+
+22
+00:02:07,020 --> 00:02:11,020
+المحاضرة اليوم ان شاء الله هنتعامل مع موضوع ال
+
+23
+00:02:11,020 --> 00:02:13,380
+uncertainty المحاضرة هذه و المحاضرة الجاية ان شاء
+
+24
+00:02:13,380 --> 00:02:17,300
+الله المرة هذه باستخدام ال certainty factors و
+
+25
+00:02:17,300 --> 00:02:21,300
+المرة الجاية باستخدام ال Bayesian rule
+
+26
+00:02:22,610 --> 00:02:26,750
+فالكلام ده هيبقى منصب في المحاضرة هذه والمحاضرة
+
+27
+00:02:26,750 --> 00:02:31,190
+الجاية على الشارتر التالت موضوع الشارتر التالت
+
+28
+00:02:31,190 --> 00:02:35,150
+اسمه uncertainty management in rule-based express
+
+29
+00:02:35,150 --> 00:02:38,510
+systems فيه طبعا introduction بعد هيك هو على طول
+
+30
+00:02:38,510 --> 00:02:43,370
+ببدأ بال base بالباسيا انا هابدأ من هنا من
+
+31
+00:02:43,370 --> 00:02:46,310
+certainty factors theory uncertainty factors
+
+32
+00:02:46,310 --> 00:02:50,690
+theory and evidential reasoningلأنها أقرب اكتر
+
+33
+00:02:50,690 --> 00:02:53,290
+قربا من الكلام اللى كنا بنحكيه في المحاضرة الماضية
+
+34
+00:02:53,290 --> 00:02:56,970
+بعد ما خلص الكلام هذا برجع على ال Bayesian
+
+35
+00:02:56,970 --> 00:03:00,290
+Reasoning Bayesian Reasoning okay فكنت فاكر بقى
+
+36
+00:03:00,290 --> 00:03:03,790
+احنا الآن ان في المحاضرة هذه هنبدأ من تقريبا من
+
+37
+00:03:03,790 --> 00:03:08,630
+هنا من تلاتة ستة وعمليا هيكون ترتيب الشرح تبعنا
+
+38
+00:03:08,630 --> 00:03:13,730
+تلاتة ستة بعدين هنشوف المثال هذا اسمه forecast
+
+39
+00:03:14,480 --> 00:03:19,100
+بعدين هذا كله في المحاضرة اليوم بعدين في المحاضرة
+
+40
+00:03:19,100 --> 00:03:23,140
+الجاية بناخد الموضوع نفسه اللي هو ال uncertainty
+
+41
+00:03:23,140 --> 00:03:28,640
+بس من منطلق اللي هو ال Bayesian reasoning قبل ما
+
+42
+00:03:28,640 --> 00:03:32,780
+نحكي في ال Bayesian reasoning بحكي شوية في أساسيات
+
+43
+00:03:32,780 --> 00:03:37,400
+ال probability theory بعد كده بنشوف مثل نفسه ال
+
+44
+00:03:37,400 --> 00:03:41,580
+forecast بس باستخدام ال Bayesian accumulation of
+
+45
+00:03:41,580 --> 00:03:51,540
+evidenceبعد ذلك يوجد هنا ملاحظات صغيرة واحدة
+
+46
+00:03:51,540 --> 00:03:55,380
+هي ال bias تبع ال method والثانية مقارنة ما بين
+
+47
+00:03:55,380 --> 00:03:59,620
+الطريقتين الطريقتين للتعامل مع ال uncertainty
+
+48
+00:03:59,620 --> 00:04:06,240
+واحدة باستخدام ال factors والثانية باستخدام ال
+
+49
+00:04:06,240 --> 00:04:13,040
+evidenceنبدأ اليوم بالـ Certainty Factors Theory
+
+50
+00:04:13,040 --> 00:04:17,560
+بالبساطة الشديدة بالـ Certainty Factors Theory
+
+51
+00:04:17,560 --> 00:04:22,780
+احنا بيكون في عندنا ال rules زي ما يتصار بالشكل
+
+52
+00:04:22,780 --> 00:04:27,060
+الاعتيادي ولكن بيضاف اليها حاجة اسمها Certainty
+
+53
+00:04:27,060 --> 00:04:34,700
+Factor قيمة عددية عبارة عن number to measure ال
+
+54
+00:04:34,700 --> 00:04:39,800
+experts beliefيعني درجة اعتقاد او درجة وثوق ال
+
+55
+00:04:39,800 --> 00:04:44,220
+human expert من هذه من صحة هذا ال role صحة هذا ال
+
+56
+00:04:44,220 --> 00:04:49,380
+role بمعنى انه زي ما قلنا هو عارف ان الشرط هذا
+
+57
+00:04:49,380 --> 00:04:53,880
+بيؤدي الى نتيجة هذه بس مش حتما مش مائة بالمائة فيه
+
+58
+00:04:53,880 --> 00:04:58,900
+درجة من ال maximum value of certain factor بيبدأ
+
+59
+00:04:58,900 --> 00:05:03,840
+ممكن plus oneو ال .. نسميه definitely true يعني
+
+60
+00:05:03,840 --> 00:05:07,580
+يبقى هو واثق مائة بالمائة لما يقولي ال human
+
+61
+00:05:07,580 --> 00:05:10,520
+expert ان ال rule هذه ال certainty factor تبعها
+
+62
+00:05:10,520 --> 00:05:15,620
+plus one معناته هو ايش؟ هو واثق مائة بالمائة من
+
+63
+00:05:15,620 --> 00:05:20,480
+صحته ان ال rule true ايش يعني ال rule true؟ يعني
+
+64
+00:05:20,480 --> 00:05:25,660
+اذا تحقق هذا الشرط حتما مائة بالمائة هيتحقق ال
+
+65
+00:05:25,660 --> 00:05:29,330
+conclusion تبعته الشرط هو ال conditionوالعكس من
+
+66
+00:05:29,330 --> 00:05:34,430
+ذلك ال minimum بحط نقص واحد لما يكون هو إذا اتحقق
+
+67
+00:05:34,430 --> 00:05:40,270
+هذا شرط فحتما لن يتحقق هذا ال conclusion okay فإذا
+
+68
+00:05:40,270 --> 00:05:47,410
+ال expert بيقول أنه some evidence is almost
+
+69
+00:05:47,410 --> 00:05:52,530
+certainly true ناشي؟ is almost certainly كلمة
+
+70
+00:05:52,530 --> 00:05:55,870
+almost certainly almost certainly يعني مش
+
+71
+00:05:55,870 --> 00:06:00,520
+certainly مية في الميةalmost تقريباً هذه تقريباً
+
+72
+00:06:00,520 --> 00:06:05,980
+خلته مش واحد خلته تمانية في المية تمانية من عشرة
+
+73
+00:06:05,980 --> 00:06:10,260
+okay فالكلمات هذه almost certainly لما بيجي هو ال
+
+74
+00:06:10,260 --> 00:06:15,700
+human expert بيحكي certainly likely probably most
+
+75
+00:06:15,700 --> 00:06:19,500
+likely حاجات زي هيكة بتتحول إلى أرقام تمام بتتحول
+
+76
+00:06:19,500 --> 00:06:22,520
+إلى certainty factors فهذا هذا مثال كلمة
+
+77
+00:06:22,520 --> 00:06:28,250
+definitely not يعني قطعا لنيحدث أو قطعا مش هيحدث
+
+78
+00:06:28,250 --> 00:06:34,390
+هذا فإذا ال value of هذه الكلمة ناقص واحد زي ما
+
+79
+00:06:34,390 --> 00:06:37,450
+اتفرج ان احنا ناقص واحد لما نكون متأكد في ال
+
+80
+00:06:37,450 --> 00:06:42,010
+negative متأكد انه مش هيحدث ان ال conclusion مش
+
+81
+00:06:42,010 --> 00:06:46,010
+هتحدث لما اذا متأكد انها هتحدث ماتبجعش positive
+
+82
+00:06:46,010 --> 00:06:50,610
+one هي لما نقول definitely إذا اليوم مطرت
+
+83
+00:06:50,610 --> 00:06:57,570
+definitely بكرا هتمطر تمامعمرها ما كانت definite
+
+84
+00:06:57,570 --> 00:07:02,630
+بس بنقول إذا حدث و كان هو متأكد أن هذا هيترتب عليه
+
+85
+00:07:02,630 --> 00:07:06,790
+نتيجة فبقول definitely فبنعطيها plus one ما بين it
+
+86
+00:07:06,790 --> 00:07:10,230
+definitely not و definitely فيها ال phrases هذه أو
+
+87
+00:07:10,230 --> 00:07:13,370
+ال clauses هذه زي مثلا لو بيقولي almost certainly
+
+88
+00:07:13,370 --> 00:07:17,590
+not أو لو بيقولي almost certainly زي ما تبقى قولنا
+
+89
+00:07:17,590 --> 00:07:22,990
+تمانية لو بيقولي unknown فانا مش عارفمش عارف جداش
+
+90
+00:07:22,990 --> 00:07:27,290
+درجة موثوقية أو درجة أثر هذا الشرط على هذه النتيجة
+
+91
+00:07:27,290 --> 00:07:31,590
+نعطيها احنا قيمة عشوائية من نقص اتنين و عشرة إلى
+
+92
+00:07:31,590 --> 00:07:36,810
+زائر اتنين و عشرة تمام هذا الكلام وين بيجي بالظبط
+
+93
+00:07:36,810 --> 00:07:39,790
+في ال express system ال certainty factor وين بيجي
+
+94
+00:07:39,790 --> 00:07:44,110
+بيجي مع ال rule ببساطة شديدة زيك نقول if evidence
+
+95
+00:07:44,110 --> 00:07:49,450
+then ال hypothesis ال CF هتختصر لإيش certainty
+
+96
+00:07:49,450 --> 00:07:55,890
+factor تمامهذا معناته ان الـ cf هذي represent ال
+
+97
+00:07:55,890 --> 00:08:02,650
+belief جداش جداش درجة وثوق ال human expert بإن ال
+
+98
+00:08:02,650 --> 00:08:08,150
+hypothesis هيتحقق given the evidence he has
+
+99
+00:08:08,150 --> 00:08:11,950
+occurred hypothesis و evidence أول مرة نسمع فيهم
+
+100
+00:08:11,950 --> 00:08:17,770
+مصطلحين هذا صح تمام هم هذا ال evidence وهذا ال
+
+101
+00:08:17,770 --> 00:08:18,190
+hypothesis
+
+102
+00:08:22,150 --> 00:08:26,910
+نتقام الآن مع الشرط على أنه هو evidence و ال
+
+103
+00:08:26,910 --> 00:08:31,490
+conclusion عليها hypothesis هذا كلام قيله أصوله في
+
+104
+00:08:31,490 --> 00:08:35,870
+ال Bayesian لما نرجع هتتضح لها دلوقت بس الآن ناخد
+
+105
+00:08:35,870 --> 00:08:40,070
+هم دول ال two terms على أنهم تسمية أخرى لإيش ال
+
+106
+00:08:40,070 --> 00:08:44,190
+condition و ال conclusion بالظبط من ال evidence هو
+
+107
+00:08:44,190 --> 00:08:50,400
+ال conditionوالـ hypothesis هو ال conclusion فانا
+
+108
+00:08:50,400 --> 00:08:52,900
+لما يقوللي ال certainty factor ال certainty factor
+
+109
+00:08:52,900 --> 00:08:56,940
+هذه مرتبطة مش بال .. مرتبطة بال role كلها ان هذه
+
+110
+00:08:56,940 --> 00:09:00,620
+ال conclusion احتمالي انها تمتش نتيجة هذا ال
+
+111
+00:09:00,620 --> 00:09:06,420
+condition احتمالها CF كذا okayلأن نقولتي إن هذه ال
+
+112
+00:09:06,420 --> 00:09:12,700
+certainty factor لأصولها في ال probability theory
+
+113
+00:09:12,700 --> 00:09:16,520
+و في ال Bayes rule هذا الكلام يوضح أيش علاقة ال
+
+114
+00:09:16,520 --> 00:09:21,520
+certainty factor بال higher probability و ال
+
+115
+00:09:21,520 --> 00:09:24,380
+posterior probability بس هذا الكلام احنا من أجله
+
+116
+00:09:24,380 --> 00:09:31,300
+لبعدينلما نرجع تاني على ال Bayesian Probability
+
+117
+00:09:31,300 --> 00:09:33,540
+اللي انا ايش اللي بدنا نشوفه بالظبط اللي انا بدنا
+
+118
+00:09:33,540 --> 00:09:39,780
+نشوفه انه انه كيف هذا الكلام اللي هو ال certainty
+
+119
+00:09:39,780 --> 00:09:44,380
+factor بيأثر على الاستنتاج اللي احنا بنستنتجه و
+
+120
+00:09:44,380 --> 00:09:49,760
+اللي بناخده بشكل نهائي من ال expert system لما انا
+
+121
+00:09:49,760 --> 00:09:54,510
+بعطيلهrules وكل rule الان صار مساحب الها certainty
+
+122
+00:09:54,510 --> 00:09:58,970
+factor و بعدين كبسأله سؤال بقوله ايش احتمالية انه
+
+123
+00:09:58,970 --> 00:10:03,570
+بكرا مثلا تمطر او اي .. اي سؤال اللي له علاقة بال
+
+124
+00:10:03,570 --> 00:10:08,110
+.. بالمجال التخصص بال express system بيعطيني
+
+125
+00:10:08,110 --> 00:10:15,590
+استنتاج الان ولكن برضه كمان بيعطيني معاه بيعطيني
+
+126
+00:10:15,590 --> 00:10:19,750
+معاه انه جداش هو ك express system واثق من هذاهو
+
+127
+00:10:19,750 --> 00:10:23,330
+سيقول لك انا اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+128
+00:10:23,330 --> 00:10:24,130
+اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+129
+00:10:24,130 --> 00:10:27,910
+اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+130
+00:10:27,910 --> 00:10:28,670
+اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+131
+00:10:28,670 --> 00:10:30,450
+اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+132
+00:10:30,450 --> 00:10:36,790
+اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد اكيد
+
+133
+00:10:36,790 --> 00:10:49,190
+اكيد اكيد اكيد اكيد
+
+134
+00:10:49,190 --> 00:10:55,770
+اكthen مبني على شرط و
+
+135
+00:10:55,770 --> 00:11:00,630
+الشرط نفسه أجى استنتاج لهول سابقة مش هذا ممكن يحصل
+
+136
+00:11:00,630 --> 00:11:04,390
+مش ممكن يحصل ان هذا ال sky is clear هذا يعني احد
+
+137
+00:11:04,390 --> 00:11:07,670
+ذات معلومة انا بعطيله اياها بس حتى لما اعطيله
+
+138
+00:11:07,670 --> 00:11:11,150
+اياها بقوله ال sky is clear بنسبة كده كده ممكن
+
+139
+00:11:11,150 --> 00:11:15,270
+تبقى فيه غيمة هنا ولا غيمة هنا هو clear السماء
+
+140
+00:11:15,270 --> 00:11:20,150
+صافيةبس في غمتين فانا بقول له sky is clear almost
+
+141
+00:11:20,150 --> 00:11:23,550
+clear تمام almost clear هذه معناه تسعين في المية
+
+142
+00:11:23,550 --> 00:11:27,930
+شو معناه ذلك؟ معناه ذلك ان الشرط نفسه صار فيه نسبة
+
+143
+00:11:27,930 --> 00:11:34,190
+موثقية هذا هيأثر على الاستنتاج لو هذا clear مية في
+
+144
+00:11:34,190 --> 00:11:40,110
+المية يبقى ال forecast يعني تنبؤ الأجساد انه هيبدأ
+
+145
+00:11:40,110 --> 00:11:45,280
+الجو بكرة sunny باحتمال تمانين في الميةلكن لو هذا
+
+146
+00:11:45,280 --> 00:11:54,900
+ماكنش 100% لو أنا بقلع على السما لاجيتها 70% صافية
+
+147
+00:11:54,900 --> 00:12:01,080
+او 50% صافية مش
+
+148
+00:12:01,080 --> 00:12:07,760
+بدي أثر على درجة جداش هو هيكون مش مسجوب و كده كيف
+
+149
+00:12:07,760 --> 00:12:14,200
+ببساطة شديدة فبنضرب الرقمين فال certainty factor
+
+150
+00:12:19,590 --> 00:12:24,290
+إذا عُلم ال condition الفلاني إذا تحقق ال
+
+151
+00:12:24,290 --> 00:12:28,970
+condition فلاني بساوي ال certainty factor تبع ال
+
+152
+00:12:28,970 --> 00:12:35,850
+condition مضروب في ال certainty factor تبع ال rule
+
+153
+00:12:35,850 --> 00:12:41,510
+فهذه التمانية ال condition هي ال evidence مش تفاجن
+
+154
+00:12:41,510 --> 00:12:47,640
+على ذلكفأصبح الآن أنا ال system لازم يدخل في عملية
+
+155
+00:12:47,640 --> 00:12:52,860
+ال inference حسب ال certainty factors وهذه قضية
+
+156
+00:12:52,860 --> 00:12:58,820
+بسيطة جدا اللي هي أنه يضرب عشان يطلع ال conclusion
+
+157
+00:12:58,820 --> 00:13:01,980
+لازم
+
+158
+00:13:01,980 --> 00:13:05,920
+يخد فعلا أتبار كم كانت ال certainty factors تبع ال
+
+159
+00:13:05,920 --> 00:13:10,600
+condition واضحة
+
+160
+00:13:10,600 --> 00:13:14,720
+هذه العبارة أيش معناتهاالـ certainty factor تبع هل
+
+161
+00:13:14,720 --> 00:13:19,260
+ال hypothesis إذا غُلم توفر هذا ال evidence أو هذا
+
+162
+00:13:19,260 --> 00:13:23,780
+ال condition فهو يساوي ال certainty factor تبع ال
+
+163
+00:13:23,780 --> 00:13:26,700
+evidence مضروف ال certainty factor تبع .. هنا ال
+
+164
+00:13:26,700 --> 00:13:30,200
+certainty factor مضروف كهيكة بس المفهوم اللي قصد
+
+165
+00:13:30,200 --> 00:13:34,060
+فيه إنها إياش ال certainty factor تبع ال role صح؟
+
+166
+00:13:34,060 --> 00:13:40,400
+okay فهذا أول .. أول تغيير بدي يحدث على عملية ال
+
+167
+00:13:40,400 --> 00:13:45,480
+inferenceالتغيير الآخر انه افترض ان انا اندي ال
+
+168
+00:13:45,480 --> 00:13:52,520
+condition نفسه مركب مركب من عدة sub conditions
+
+169
+00:13:52,520 --> 00:13:58,840
+يعني هنا بقول لي ال action is wear sunglasses إلبس
+
+170
+00:13:58,840 --> 00:14:02,420
+إذا كان ال sky is clear and ال forecast الصيني
+
+171
+00:14:02,420 --> 00:14:06,360
+يبقى بكرة جاهز حالك تاخد معاك sunglasses اللي هي
+
+172
+00:14:06,360 --> 00:14:11,210
+نظرات شمسيةفإذا كان على الان اهندي two conditions
+
+173
+00:14:11,210 --> 00:14:17,810
+انه يتحقق و بالنسبة مختلفة كيف بدي أطلع النسبة
+
+174
+00:14:17,810 --> 00:14:27,090
+الموثقية لل conclusion لأن
+
+175
+00:14:27,090 --> 00:14:32,490
+انت إذا كانت انت باخد الأقل منهم يعني افترض هذا
+
+176
+00:14:32,490 --> 00:14:35,610
+كان 0.5 و هذا كان 0.9
+
+177
+00:14:37,940 --> 00:14:44,520
+والتالي 0.7 المقال هو 0.7 اللي بتنضرب في ال 0.8
+
+178
+00:14:44,520 --> 00:14:56,100
+تبع ال rule صح؟ فبطلع اللي هو 0.56 فإذا كان عندي
+
+179
+00:14:56,100 --> 00:14:58,900
+أنا في الحالة اللي أمامنا اللي أمام ال express
+
+180
+00:14:58,900 --> 00:15:05,020
+system ان ال sky is clear بنسبة 90% و ال forecast
+
+181
+00:15:05,020 --> 00:15:09,630
+is sunnyهم بيقولولي بتوقع أنه بكرا يكون sunny
+
+182
+00:15:09,630 --> 00:15:15,850
+بنسبة ال 70% فيمعنى ذلك أقرر .. عشان أقرر أخد
+
+183
+00:15:15,850 --> 00:15:19,330
+معايا sunglasses ولا لأ بدي أطلع على النسبة هذه
+
+184
+00:15:19,330 --> 00:15:24,190
+يعني .. يعني الكلب بيقوللي اخد و ماتاخدش جريبة من
+
+185
+00:15:24,190 --> 00:15:28,150
+ال fifty fifty يعني صح هذا if it can end و if it
+
+186
+00:15:28,150 --> 00:15:33,920
+can't or بتتوقع ايش يكون اكس يكون ال maxmultiple
+
+187
+00:15:33,920 --> 00:15:37,140
+evidences اي واحد اتنين دول يعني اصحاب conditions
+
+188
+00:15:37,140 --> 00:15:43,900
+زمان وبالتالي باخد ال maximum ما بينهم و بضربه في
+
+189
+00:15:43,900 --> 00:15:47,480
+ال certainty factor تبع الhypothesis او ال pool
+
+190
+00:15:47,480 --> 00:15:53,700
+فهذا ال net certainty factor for multiple
+
+191
+00:15:53,700 --> 00:15:57,020
+antecedents انتسدنت يعني ليه conditions
+
+192
+00:16:00,150 --> 00:16:08,430
+multiple antecedent rules مربوطين
+
+193
+00:16:08,430 --> 00:16:11,630
+مع بعض بيش او متصلين مع بعض بال disjoint او ال or
+
+194
+00:16:11,630 --> 00:16:14,890
+طبعا ممكن تبقى ال condition فيه خليط من ال and و
+
+195
+00:16:14,890 --> 00:16:18,530
+ال or ولو لأ بس خلاص منطقي جدا ان و الله اذا في
+
+196
+00:16:18,530 --> 00:16:25,970
+هنا مجموع ال conditions and و بعدين في or و هنا
+
+197
+00:16:25,970 --> 00:16:30,140
+مجموع ال conditionsباخد الصحفي تبع هدولة و ال end
+
+198
+00:16:30,140 --> 00:16:35,260
+و الصحفي تبع هدولة و باخدهم بعد ذلك O و بحسب
+
+199
+00:16:35,260 --> 00:16:39,480
+الحسبة على هذا الاساس طيب
+
+200
+00:16:39,480 --> 00:16:46,040
+هذا طبعا اللي هي نفس مثال تبع ال .. ال .. ال
+
+201
+00:16:46,040 --> 00:16:50,180
+disjunction ال O بس ماعطينا الأرقام هي هنا ال sky
+
+202
+00:16:50,180 --> 00:16:58,690
+is overcast ستين في الميل و ال forecast is rain80%
+
+203
+00:16:58,690 --> 00:17:03,570
+مين اللي انا اخد اللي انا اخد ال 80% و نضربها في
+
+204
+00:17:03,570 --> 00:17:10,270
+90% تبع ال hypothesis طيب
+
+205
+00:17:10,270 --> 00:17:16,350
+احيانا ديش اللي واجهنا انه two rules fire ايش يعني
+
+206
+00:17:16,350 --> 00:17:22,670
+two rules fire يعني تنتين قفلة التنتين جالك
+
+207
+00:17:22,670 --> 00:17:25,770
+بيقولوا ليه التنتين ال condition تبعهم two
+
+208
+00:17:25,770 --> 00:17:33,290
+والتنتينالنتيجة تبعتهم بتصبح في نفس المتغير يعني
+
+209
+00:17:33,290 --> 00:17:39,350
+هنا A كانت ال true فهذا ال role fires و B كانت ال
+
+210
+00:17:39,350 --> 00:17:42,770
+true فهذا ال role أيضا fires فعندي أنا بناء على
+
+211
+00:17:42,770 --> 00:17:48,910
+هذا ال role هيطلع معايا C تساوي Z بنسبة وهنا تطلع
+
+212
+00:17:48,910 --> 00:17:52,030
+معايا بنسبة مختلفة صح ولا لأ
+
+213
+00:18:02,510 --> 00:18:11,510
+تمام اكواجين E32 دعوني اكتب على اللوح باربرا موجود
+
+214
+00:18:11,510 --> 00:18:16,550
+هنا اكتب
+
+215
+00:18:16,550 --> 00:18:29,370
+اكواجين
+
+216
+00:18:29,370 --> 00:18:31,690
+E32 من الكتاب
+
+217
+00:18:41,390 --> 00:18:44,830
+الان بدك تفكر في ان كيف نتعامل مع هذا الوضع ان في
+
+218
+00:18:44,830 --> 00:18:49,570
+ادي two rules fire و terrain بيعطوني استنتاجات
+
+219
+00:18:49,570 --> 00:18:56,990
+مختلفة لنفس المتغير C هذا لو استخدمت rule رقم واحد
+
+220
+00:18:56,990 --> 00:19:01,370
+هيطلع درجة الموثوقية عليه كذا و بينما لو استخدمت
+
+221
+00:19:01,370 --> 00:19:06,510
+rule اتنين يطلع قيمة مختلفة ايش نسوي احنا طبعا
+
+222
+00:19:07,040 --> 00:19:10,180
+إتفاقنا قبل أيه كإنه في ال .. في ال .. لما تبقى في
+
+223
+00:19:10,180 --> 00:19:14,520
+multiple rules بنسميه conflict وبناخد واحدة بس
+
+224
+00:19:14,520 --> 00:19:18,060
+بناخد واحدة at random هنا لما نكون في end
+
+225
+00:19:18,060 --> 00:19:21,480
+probability بناخدش واحدة بناخد combination من ال
+
+226
+00:19:21,480 --> 00:19:25,460
+two values بنحسب ال value تبع ال C بناء على ال
+
+227
+00:19:25,460 --> 00:19:30,080
+rule الأولانية و ال value تبع ال C بناء على ال
+
+228
+00:19:30,080 --> 00:19:35,960
+rule التانية و بناخد على أساسهم ال ..بس اجيب ال
+
+229
+00:19:35,960 --> 00:19:44,340
+equation عشان بدنا equation رقم ايش 32 هي
+
+230
+00:19:44,340 --> 00:19:48,220
+دلوقت تلاتين هي دلوقت تلاتين هي موجود فوق بس انا
+
+231
+00:19:48,220 --> 00:19:59,520
+مش كاتب الرقم الهي cf of انا احنا ايش قلنا في عندي
+
+232
+00:19:59,520 --> 00:20:08,980
+انا rule واحد و rule اتنينيقول واحد ال cf تبع حجة
+
+233
+00:20:08,980 --> 00:20:12,060
+كم؟
+
+234
+00:20:12,060 --> 00:20:26,600
+ال cf تبع رول اتنين يسوى كم؟ 0.6 الان
+
+235
+00:20:26,600 --> 00:20:31,540
+في عيني انا ال evidence one اللي هو
+
+236
+00:20:35,380 --> 00:20:43,040
+اللي هو ان a هو x و evidence two اللي هو ان b هو y
+
+237
+00:20:43,040 --> 00:20:50,240
+الاتنين متحققين فانا الأن احسب ال certainty factor
+
+238
+00:20:50,240 --> 00:20:59,160
+تبع c ال certainty factor تبع c given ايش في حال
+
+239
+00:20:59,160 --> 00:21:03,300
+تحقق من ال a و بدي أحسب ال certainty factor تبع c
+
+240
+00:21:03,300 --> 00:21:09,680
+في حال تحقق منالـ B هذا ايش بيساوي ال certainty
+
+241
+00:21:09,680 --> 00:21:15,500
+factor تبع اول
+
+242
+00:21:15,500 --> 00:21:31,000
+الشيء تبع ال A اللي هو E1 يعني
+
+243
+00:21:31,000 --> 00:21:37,940
+يعني هو هنابقول إن الاتنين CF وطبقة E1 وCF وطبقة
+
+244
+00:21:37,940 --> 00:21:48,780
+E2 متساوين وكلها ما يساوي 1.0 انا هذه عبارة عن ايش
+
+245
+00:21:48,780 --> 00:22:00,820
+هذا A هو E1 صح وB هي E2 مش هيك two evidencesفخلص
+
+246
+00:22:00,820 --> 00:22:08,720
+ببساطة 1.0 ضارب 0.8 بيساوي 0.8 والتاني 1.0 ضارب 0
+
+247
+00:22:08,720 --> 00:22:14,000
+.6 بيساوي 0.6 صار في عندي الان two certainty
+
+248
+00:22:14,000 --> 00:22:20,220
+factors لسه ال C ال C بتوقع حدوثة بس مرة بيه 80% و
+
+249
+00:22:20,220 --> 00:22:26,560
+مرة بيه 60% فإيش بيسوي ال formula هذه تلاتة خمسة و
+
+250
+00:22:26,560 --> 00:22:31,540
+تلاتين بتقول إنه إذا كانcertainty factors تبع ال
+
+251
+00:22:31,540 --> 00:22:38,580
+two evidences CF1 و CF2 هل
+
+252
+00:22:38,580 --> 00:22:44,680
+CF1 تبع ال evidence one و هل CF2 تبع ال evidence
+
+253
+00:22:44,680 --> 00:22:50,800
+اتنين اذا كانوا الاتنين اكبر من zero يعني positive
+
+254
+00:22:50,800 --> 00:22:59,290
+اتنين نفس الاشارة اتنين مجابين في هذا الحالةبساطة
+
+255
+00:22:59,290 --> 00:23:08,850
+عشان اذا باخد الـ cf1 الـ combine من cf1 مع cf2
+
+256
+00:23:08,850 --> 00:23:23,690
+يساوي cf1 زائد cf2 مضروبا في 1-cf1 تمام فانا بادمج
+
+257
+00:23:23,690 --> 00:23:27,610
+I combineالـ two certainty factors بالطريقة هذه
+
+258
+00:23:27,610 --> 00:23:30,750
+هذه الطريقة لو انت اتطلعت أو هذه المعادلة لو انت
+
+259
+00:23:30,750 --> 00:23:41,630
+اتطلعت هي نفسها هذه انما ايش بلد الطرح جمع هذه متى
+
+260
+00:23:41,630 --> 00:23:46,330
+بنستخدمها لما يكون الاتنين نفس الإشارة بس negative
+
+261
+00:23:46,330 --> 00:23:51,160
+طبعا لما يكون عند ال two certainty factorsCF1 و
+
+262
+00:23:51,160 --> 00:23:56,360
+CF2 متشابهين في الإشارة بستخدم نفس ال formula بس
+
+263
+00:23:56,360 --> 00:23:59,600
+الله ما إلا في حالة ما يكونوا متشابهين بستخدم
+
+264
+00:23:59,600 --> 00:24:04,200
+الناقص و في حالة ما يكونوا أقل من zero يعني و سالب
+
+265
+00:24:04,200 --> 00:24:08,460
+بستخدم ال plus طب هي ده إيش معناته الكلام ال CF1
+
+266
+00:24:08,460 --> 00:24:17,880
+بسهولة هي CF1 مظبوط؟ و هاد إيش CF2 يعني معناته0.8
+
+267
+00:24:17,880 --> 00:24:38,900
+زائد 0.6 مضروف في 1 نقص CF1 0.92
+
+268
+00:24:43,130 --> 00:24:48,590
+هذا درجة ثقتنا بإنه ال C هيحدث ان ال C is .. إيش
+
+269
+00:24:48,590 --> 00:24:57,190
+هو اللي بيقول هنا إيش ال rule بتقول C is Z عشان
+
+270
+00:24:57,190 --> 00:24:59,730
+كنت هيدر النتيجة لك ده عشان أختار ال rule واحدة
+
+271
+00:24:59,730 --> 00:25:02,530
+اللي هقولت يعني لأ مانديش أختار ال rule واحدة اللي
+
+272
+00:25:02,530 --> 00:25:07,970
+قولت في الأول .. في الأول كنا بيقول نختار ال rule
+
+273
+00:25:07,970 --> 00:25:13,030
+بس هنا we combine هنا في ال under uncertaintyعندما
+
+274
+00:25:13,030 --> 00:25:18,330
+يكون هناك فرصة غير متأكدة نجمع نتيجة رول واحد مع
+
+275
+00:25:18,330 --> 00:25:22,370
+نتيجة رول اتنين واضحة الفكرة الأساسية هنا هناك
+
+276
+00:25:22,370 --> 00:25:27,630
+نجمع ندمج هذا رول الأولى طلعت لي 80% و رول التاني
+
+277
+00:25:27,630 --> 00:25:32,250
+طلعت لي 60% أنا لن أأخذ واحد من التنتين لن أأخذ
+
+278
+00:25:32,250 --> 00:25:36,610
+واحد و أستثن الأخرى لأ حتى لو تلاتة سأخذهم كمان
+
+279
+00:25:36,610 --> 00:25:42,920
+سأخذهم و أدمجهم بالطريقة هذه بالأليهاأدمش طلع اما
+
+280
+00:25:42,920 --> 00:25:45,640
+انا دمشت تمانية واست تمانية في المية وستين في
+
+281
+00:25:45,640 --> 00:25:52,140
+المية ايش طلع معايا 92% زادت صح زادت زادت درجة
+
+282
+00:25:52,140 --> 00:25:55,600
+الموثوقية من هذا الاستنتاج هذا هو الاستنتاج
+
+283
+00:25:55,600 --> 00:25:59,380
+التنتين باستنتاجولي نفس الناتج التنتين اللي قلولي
+
+284
+00:25:59,380 --> 00:26:04,830
+ان C هتكون Zالمتغير الـ c هيكون ال value تبعه
+
+285
+00:26:04,830 --> 00:26:07,490
+الذات وهذا برضه بتقول اللي المتغير ال c هيكون ال
+
+286
+00:26:07,490 --> 00:26:10,990
+value تبعه الذات بس واحدة بتقول لي نسبة ثقتها من
+
+287
+00:26:10,990 --> 00:26:17,490
+كلامها 60% والتالية ثقتها من كلامها 80% طب انا اخد
+
+288
+00:26:17,490 --> 00:26:21,070
+مين هاخدهم الاتنين بس هدمجهم ويطلع معايا رقم جديد
+
+289
+00:26:21,070 --> 00:26:26,190
+الرقم معايا 92 أعلى من ال 80% و أعلى من ال 60% صح
+
+290
+00:26:26,190 --> 00:26:31,630
+تخيل الأمر كأنه اتنين قاعدينبشهدوا او بيأكدوا
+
+291
+00:26:31,630 --> 00:26:36,610
+حقيقة تمام انا بسأل فلان بقوله هل شفت المدرس اليوم
+
+292
+00:26:36,610 --> 00:26:40,170
+أجي على الجامعة؟ بقولي اه متأكد متأكد؟ بقولي اه
+
+293
+00:26:40,170 --> 00:26:43,430
+متأكد، جديش متأكد؟ تمانين في المية تمام؟ هذا في حد
+
+294
+00:26:43,430 --> 00:26:47,670
+ذاته كويس لما ييجي واحد تاني اسأله بقوله شفت
+
+295
+00:26:47,670 --> 00:26:54,870
+المدرس أجي على الجامعة؟ بقولي اه بقوله جديش؟متأكد
+
+296
+00:26:54,870 --> 00:27:00,790
+بيقولي 60% الان 60% صحيح أضعف من 80% ولكن كونها
+
+297
+00:27:00,790 --> 00:27:07,710
+جتنين اتنين شهادتين لنفس المعلومة هذا بيقوي درجة
+
+298
+00:27:07,710 --> 00:27:11,850
+ثقاتي أنا بإنه فعلا المعلومة صحيحة مظبوط ونفس
+
+299
+00:27:11,850 --> 00:27:16,270
+الأشياء لو كان بال negative هتلاقي إن الرقم اللي
+
+300
+00:27:16,270 --> 00:27:22,220
+طلع هيبدأ عالي بس بال negative okay يعني دمجحصل
+
+301
+00:27:22,220 --> 00:27:26,040
+دمج الشهادتين هذي شهادة و هذي شهادة حصل دمج
+
+302
+00:27:26,040 --> 00:27:33,080
+الشهادتين اه هيطلع اعلى من اي من هما و هيبقى في
+
+303
+00:27:33,080 --> 00:27:40,940
+الاشعار يعني لو المتناقضتين لو واحد بيقول 80%
+
+304
+00:27:40,940 --> 00:27:45,960
+بالمو جابه التاني بيقول 60% بالسالب يبقى الاتنين
+
+305
+00:27:45,960 --> 00:27:52,300
+بتضعفوا في بعض واحد بيشهد ضد الشهادته مناقضةشهادة
+
+306
+00:27:52,300 --> 00:27:57,560
+الآخر ال rule ال rules بنفضوا بعض يبقى بأخد ..
+
+307
+00:27:57,560 --> 00:28:02,420
+يبقى .. لما أنادي أحسن الاسم هذه اللي هي الحالة
+
+308
+00:28:02,420 --> 00:28:05,220
+الرسالة ده هو التلات حالات الحالة الأولى ان
+
+309
+00:28:05,220 --> 00:28:09,260
+الاتنين positive صح الحالة التالتة ان الاتنين
+
+310
+00:28:09,260 --> 00:28:12,800
+negative صح هذه واحدة منهم positive والتاني
+
+311
+00:28:12,800 --> 00:28:19,880
+negative صح في هذا الحالة هيطلع معايا قيمة أضعف من
+
+312
+00:28:19,880 --> 00:28:25,410
+أي منهميعني الموجب هتكون ضعفة والسلب هتكون ضعفة
+
+313
+00:28:25,410 --> 00:28:30,990
+صح؟ خلّيني أطلع هذا الكلام في الحالة هذه في الحالة
+
+314
+00:28:30,990 --> 00:28:35,330
+هذه اللي أمامنا في ال example هذا مافيه أن ال
+
+315
+00:28:35,330 --> 00:28:40,410
+certainty factor تبع ال evidence الأولاني موجب
+
+316
+00:28:40,410 --> 00:28:43,270
+واحد بينما ال certainty factor تبع ال evidence
+
+317
+00:28:43,270 --> 00:28:46,830
+التاني سلب واحد دخل الكلام هذا في المعادلة
+
+318
+00:28:46,830 --> 00:28:51,820
+هيتطلقلك ال rule هيتطلقلك ال certain factorالـ CF1
+
+319
+00:28:51,820 --> 00:28:58,680
+اللي هو الستنتاج بناء على رول رقم واحد موجب تمانية
+
+320
+00:28:58,680 --> 00:29:03,940
+موجب تمانية فم صح الاستنتاج بناء على رول رقم اتنين
+
+321
+00:29:03,940 --> 00:29:07,880
+هتنقص ستة في هذا الحالة مابقدرش اطبق نفس ال
+
+322
+00:29:07,880 --> 00:29:12,420
+formula لا هذه ولا التانية طبعا تبصي لازم اطبق ال
+
+323
+00:29:12,420 --> 00:29:18,200
+formula الأخرى اللي هي هذه اللي هي انه اجمعهم
+
+324
+00:29:18,200 --> 00:29:18,640
+الاتنين
+
+325
+00:29:23,310 --> 00:29:28,390
+على واحد نقص ال minimum ما بينهم ال minimum
+
+326
+00:29:28,390 --> 00:29:33,930
+absolute value بعد ما أشيل الإشارة يعني تمانية و
+
+327
+00:29:33,930 --> 00:29:38,430
+نقص ستة اللي
+
+328
+00:29:38,430 --> 00:29:42,210
+هو إيش؟ إيش ال minimum؟ شيلت أنا الإشارة تبعت
+
+329
+00:29:42,210 --> 00:29:48,150
+الستة ال minimum تبعهم نقص ستة ال 0.6 زي ما يعني
+
+330
+00:29:48,150 --> 00:29:57,740
+يعني واحد نقص 0.6 إيش بيسوي؟0.4 كلام هذا ايش فوق؟
+
+331
+00:29:57,740 --> 00:30:01,780
+مجموعهم مجموعهم طبعا واحد منهم هتكون اشارتها سالب
+
+332
+00:30:01,780 --> 00:30:11,140
+صح فتقلع 0.2 هذا نص هذا صح هذا 0.2 نص 0.4 ايش رأيك
+
+333
+00:30:11,140 --> 00:30:16,500
+في الرقم هذا الرقم هذا اقل من ال 8% وفي نفس الوجهة
+
+334
+00:30:16,500 --> 00:30:21,160
+اعلى من ال 0.6 صح
+
+335
+00:30:23,760 --> 00:30:30,720
+أجالي مانياشي ضغف
+
+336
+00:30:30,720 --> 00:30:36,260
+ضغف ضغف ضغف
+
+337
+00:30:36,260 --> 00:30:41,000
+ضغف ضغف ضغف
+
+338
+00:30:41,000 --> 00:30:41,860
+ضغف ضغف ضغف ضغف ضغف ضغف ضغف ضغف ضغف ضغف ضغف ضغف
+
+339
+00:30:41,860 --> 00:30:52,700
+ضغف ضغف ضغف ضغف
+
+340
+00:30:52,700 --> 00:30:56,430
+ضغوبعدين النادش تاخدوا مع السياف تلاتة اكتر من
+
+341
+00:30:56,430 --> 00:31:03,630
+evidence قلنا minimum و maximum اذا نفس ال rule
+
+342
+00:31:03,630 --> 00:31:08,270
+فيها اكتر من evidence اذا هم conjunction او
+
+343
+00:31:08,270 --> 00:31:16,110
+disjunction بتلاخد صح؟ احنا الأن أصبح عندنا هالية
+
+344
+00:31:16,110 --> 00:31:21,660
+لمعالجة ال rulesالقالية أو القاليات اللازمة
+
+345
+00:31:21,660 --> 00:31:28,820
+لمعالجة ال rules في حالة ال uncertainty أول قالية
+
+346
+00:31:28,820 --> 00:31:34,320
+كانت إن الاستنتاج تبع ال rule بخدوش زي ما هو
+
+347
+00:31:34,320 --> 00:31:37,560
+بالثقة أولا أولا أولا أحنا بنضيف certainty factor
+
+348
+00:31:37,560 --> 00:31:43,900
+لل rules فهذا أول حاجة استجدت عن كلامنا السابق أنه
+
+349
+00:31:43,900 --> 00:31:46,160
+صار ال rule لها certainty factor
+
+350
+00:31:49,070 --> 00:31:52,950
+هذا الكلام ترتب عليه انه انا الاستنتاج تبع رؤيس
+
+351
+00:31:52,950 --> 00:31:58,770
+الدولة دي تحققت استنتاج تبعها بدي اخد ال certainty
+
+352
+00:31:58,770 --> 00:32:01,470
+factor تبعها و اضربه في ال certainty factor تبع
+
+353
+00:32:01,470 --> 00:32:06,270
+مين ال evidence، مظبوط؟ عشان اخد ال certainty
+
+354
+00:32:06,270 --> 00:32:12,130
+factor تبع الاستنتاج هذا الموضوع المعناه ده،
+
+355
+00:32:12,130 --> 00:32:16,520
+مظبوط؟القضية التالتة اللي هي لما يكون في عندي
+
+356
+00:32:16,520 --> 00:32:21,860
+multiple evidence في ذاك ال rule الواحدة لاستخدام
+
+357
+00:32:21,860 --> 00:32:25,880
+ال minimum أو ال maximum القضية الرابعة النقطة
+
+358
+00:32:25,880 --> 00:32:29,000
+الرابعة اللي هي انه لما يكون في عندي more than one
+
+359
+00:32:29,000 --> 00:32:31,120
+rule تمام
+
+360
+00:32:32,910 --> 00:32:36,790
+more than one rule بتعطي نفس الاستنتاج ولكن ب
+
+361
+00:32:36,790 --> 00:32:41,430
+certain t factors متباينة نفس الاستنتاج اللي هو c
+
+362
+00:32:41,430 --> 00:32:45,710
+is z ولكن ب certain t factors مختلفة كيف بتعامل
+
+363
+00:32:45,710 --> 00:32:50,490
+معاهم بتعامل معاهم حسب إذا هم الإثنين موجبين أو
+
+364
+00:32:50,490 --> 00:32:54,990
+إثنين سالبين أو بختلفوا عن بعض تمام ال example
+
+365
+00:32:54,990 --> 00:33:02,120
+اللي بنطلع عليه الآن بشكل عملي أكتراللي هو Express
+
+366
+00:33:02,120 --> 00:33:08,340
+System بسيط جدا رول بيز فيه بس الستة rules هدولة
+
+367
+00:33:08,340 --> 00:33:13,320
+أطلع عليهم
+
+368
+00:33:13,320 --> 00:33:19,600
+هو
+
+369
+00:33:19,600 --> 00:33:23,320
+about a forecast لتنبؤ أو لتوقع حالة إتجار Express
+
+370
+00:33:23,320 --> 00:33:29,390
+System is required to predict whetherwhether it
+
+371
+00:33:29,390 --> 00:33:33,370
+will rain tomorrow or in other words to establish
+
+372
+00:33:33,370 --> 00:33:36,890
+certain factors for the not valid object tomorrow
+
+373
+00:33:36,890 --> 00:33:41,970
+هذا الان tomorrow ايش سماه object تذكره linguistic
+
+374
+00:33:41,970 --> 00:33:46,950
+variables و linguistic objects تمام فهو عبارة عن
+
+375
+00:33:46,950 --> 00:33:52,610
+متغير متغيره ايه هو القيمة تبعته هتكون اما rain او
+
+376
+00:33:52,610 --> 00:33:58,310
+dry او ايشRain or Dry بالظبط انه يا اما هتمطر يا
+
+377
+00:33:58,310 --> 00:34:02,670
+اما مش هتمطر بس الان في اندي certainty factor ال
+
+378
+00:34:02,670 --> 00:34:09,510
+certainty factors تبعت الرموز المختلفة الان ايش
+
+379
+00:34:09,510 --> 00:34:12,490
+بتوقع ان ال system عشان يشتغل بعد ما نعطيه الرموز
+
+380
+00:34:12,490 --> 00:34:18,470
+هذا يسوي بده يشتغل ب forward chaining او backward
+
+381
+00:34:18,470 --> 00:34:18,950
+chaining
+
+382
+00:34:22,130 --> 00:34:26,010
+هيبدأ .. إذا .. إذا هو بدي .. ال system بدي افترض
+
+383
+00:34:26,010 --> 00:34:30,790
+أنه بكرا dry معناه ذلك إيش؟ بدي يبدأ يسألني عن ال
+
+384
+00:34:30,790 --> 00:34:34,810
+إيش؟ المعطيات اللي بدي .. اه وين فيه rule بتقوللي
+
+385
+00:34:34,810 --> 00:34:38,110
+dry هيجي يقوللي هل today is dry؟ هيسألني السؤال
+
+386
+00:34:38,110 --> 00:34:42,010
+هذا إذا بدي أمشي forward forward sharing هيمسك ال
+
+387
+00:34:42,010 --> 00:34:47,550
+rules وشوف إيش في عنده معطيات لسه مافيش معطياتفإيش
+
+388
+00:34:47,550 --> 00:34:51,090
+بيسوي؟ حيسأل ال user هيقول له إيش بتتوقع؟ إيش
+
+389
+00:34:51,090 --> 00:34:56,830
+اليوم الحالة؟ تمام؟ فهيكون عن طريق ال dialogue
+
+390
+00:34:56,830 --> 00:35:00,910
+طبعا what is the weather today؟ فال user بيقول له
+
+391
+00:35:00,910 --> 00:35:07,570
+rain تمام؟ فبنان على ذلك ال rules اللي عندي are
+
+392
+00:35:07,570 --> 00:35:10,970
+that today is rain, today is dry, today is rain,
+
+393
+00:35:11,270 --> 00:35:14,750
+today is rain, today is dry, today is dry أول
+
+394
+00:35:14,750 --> 00:35:24,750
+واحدة من ال rulesبالطابق اللي هي هادي صح مظبوط و
+
+395
+00:35:24,750 --> 00:35:33,270
+في عندنا هادي today is rain و today is rain يبقى
+
+396
+00:35:33,270 --> 00:35:40,070
+هو بناء على رول رقم واحد الآن بده
+
+397
+00:35:40,070 --> 00:35:44,110
+يحسب ايش بده
+
+398
+00:35:44,110 --> 00:35:50,610
+يحسبهذا ال hypothesis جدّيش احتماليته ان tomorrow
+
+399
+00:35:50,610 --> 00:36:05,710
+is rain جدّيش احتماليتها كيف
+
+400
+00:36:05,710 --> 00:36:10,830
+حسب؟ ده رامة في الواحد بس مافيش كلمة توضعية ده في
+
+401
+00:36:10,830 --> 00:36:17,700
+الواحدعشان كان واحد بيحكيلي انه بكرا مثلا حلقين
+
+402
+00:36:17,700 --> 00:36:27,360
+تشتت ماجيبش سيرة جادة في البيت صحيح صحيح صحيح صحيح
+
+403
+00:36:27,360 --> 00:36:35,460
+الان الان
+
+404
+00:36:35,460 --> 00:36:39,220
+هو لما ياخدها على انها rain لما ياخدها على انها
+
+405
+00:36:39,220 --> 00:36:43,350
+rain تفترض انه rain 100%فأشتغل على هذا الأساس على
+
+406
+00:36:43,350 --> 00:36:47,730
+الأساس أنها مية في المية و ضربة في واحد تمام ما هو
+
+407
+00:36:47,730 --> 00:36:51,210
+أصلا يا إما في رين يا إما مافيش رين و ليلا احنا
+
+408
+00:36:51,210 --> 00:36:56,190
+بنحكي عن اليوم يا إما كانت ماطر يا إما ماكانش ماطر
+
+409
+00:36:56,190 --> 00:37:06,690
+مابنحكيش عن إشي يعني هذا متوقع okay
+
+410
+00:37:06,690 --> 00:37:17,070
+الآنالان هناك رولز تانية تسأل عن المطر والمستوى
+
+411
+00:37:17,070 --> 00:37:23,410
+المطر يعني الان هو بناء على هذا ال rule لحالها حسب
+
+412
+00:37:23,410 --> 00:37:28,010
+هذا ال rule لكن ايضا هناك رولز تانية تسأل عن مطر
+
+413
+00:37:28,010 --> 00:37:35,870
+اليوم والمطر اليوم مخلص حسنا
+
+414
+00:37:35,870 --> 00:37:41,160
+فالان هو بعد ما خلصبعد ما خلصت دورة ال cycle
+
+415
+00:37:41,160 --> 00:37:50,140
+الأولى حسب اليوم اليوم اليوم اليوم اليوم اليوم
+
+416
+00:37:50,140 --> 00:37:50,400
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+417
+00:37:50,400 --> 00:37:50,420
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+418
+00:37:50,420 --> 00:37:50,700
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+419
+00:37:50,700 --> 00:37:51,440
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+420
+00:37:51,440 --> 00:38:01,400
+اليوم اليوم اليوم اليوم
+
+421
+00:38:01,400 --> 00:38:04,620
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+422
+00:38:04,620 --> 00:38:07,060
+اليوم اليوم اليوم اليوم اليوم اليوم اليوم اليوم
+
+423
+00:38:07,060 --> 00:38:11,100
+اليوم اليوم اليوم اليوم اليوم اليمظبوط يعني هذا
+
+424
+00:38:11,100 --> 00:38:14,860
+القول عشان ينفذها هذا already معلوم لكن هذا لسه مش
+
+425
+00:38:14,860 --> 00:38:20,420
+معلوم فبده يسأل انا عن هذا الكلام فلما في الدورة
+
+426
+00:38:20,420 --> 00:38:24,500
+التانية سألت طبعا هنا ال 50% هذا واضح اضرب الواحد
+
+427
+00:38:24,500 --> 00:38:28,300
+في ال 50% اللي هي certainty factor تبع ال role
+
+428
+00:38:28,300 --> 00:38:34,380
+نفسها لما سأل بعد هيك عن what
+
+429
+00:38:34,380 --> 00:38:40,470
+is the rainfall today وقالله okayالان ال law هذا
+
+430
+00:38:40,470 --> 00:38:47,730
+ال law هذا عشان rule رقم تلاتة بتطلب هل كان رين و
+
+431
+00:38:47,730 --> 00:38:52,170
+جديش كان ال rainfall سألوا الان to what degree do
+
+432
+00:38:52,170 --> 00:38:56,110
+you believe ال rainfall is law الان كلمة ال law ما
+
+433
+00:38:56,110 --> 00:38:59,530
+هي برضه برضه كمان بتنا ..الها ..الها certainty
+
+434
+00:38:59,530 --> 00:39:04,290
+factor تمام فسألوا قالوا zero point eight الان
+
+435
+00:39:04,290 --> 00:39:12,560
+صارت rule رقم تلاتة rule رقم تلاتةtoday's rain is
+
+436
+00:39:12,560 --> 00:39:17,160
+a certain factor هذا هو الوضع الأولاني وهذا هو
+
+437
+00:39:17,160 --> 00:39:27,960
+الوضع التاني rainfall is low جرداش 0.8 بما أن ال
+
+438
+00:39:27,960 --> 00:39:31,860
+compound condition هذا conjunction فلازم يأخذ ال
+
+439
+00:39:31,860 --> 00:39:34,840
+minimum ال minimum ما بينهم اللي هو 0.8 و يضربها
+
+440
+00:39:34,840 --> 00:39:39,950
+في مين ال 0.6 تبع التطور و نطلع 48لأنه استنتج
+
+441
+00:39:39,950 --> 00:39:48,950
+حاليا صار عنده استنتاج انه انه ايش بناء
+
+442
+00:39:48,950 --> 00:39:51,950
+على ال rule الأولى ايش كان الاستنتاج ان rain خمسين
+
+443
+00:39:51,950 --> 00:39:56,250
+في المية بناء على ال rule هذا كان tomorrow is rain
+
+444
+00:39:56,250 --> 00:40:02,550
+خمسين في المية هي rain خمسين في المية والان ال
+
+445
+00:40:02,550 --> 00:40:06,410
+rule التاني ال rule رقم تلاتة بتستنتج الاستنتاج
+
+446
+00:40:06,410 --> 00:40:07,430
+اخر ويقوله
+
+447
+00:40:14,200 --> 00:40:20,320
+هذا الكلام كيف نتعامل معاه هل .. هذا ايش هذا ..
+
+448
+00:40:20,320 --> 00:40:24,760
+هذا الآن ال .. ال .. ال conclusion بتعطي .. ال
+
+449
+00:40:24,760 --> 00:40:29,040
+system بيعطي two facts بيقول لي ان tomorrow رح
+
+450
+00:40:29,040 --> 00:40:33,910
+يكون رينأو two predictions سيقول لي انه سيكون رين
+
+451
+00:40:33,910 --> 00:40:36,870
+و في نفس الوقت سيقول لي انه سيكون dry بس بالنسبة
+
+452
+00:40:36,870 --> 00:40:45,490
+المتفاوتة هل الآن نعمل combination ندمج؟
+
+453
+00:40:45,490 --> 00:40:52,390
+هاي tomorrow و هاي tomorrow لأ
+
+454
+00:40:52,390 --> 00:40:58,190
+مابندمجش احنا ندمج لما تكون نفس ال fact او نفس ال
+
+455
+00:40:58,190 --> 00:41:00,720
+conclusion بالنسبة المتفاوتةبس هنا two conclusions
+
+456
+00:41:00,720 --> 00:41:06,180
+طب مش هتساوي في هذا الحالة باخدها عادة ممكن ال
+
+457
+00:41:06,180 --> 00:41:12,060
+system يعطيلي two recommendations يقوللي هتكون
+
+458
+00:41:12,060 --> 00:41:19,880
+مطرة و برضه يقوللي هتكون هذا جافة اه ممكن ممكن لسه
+
+459
+00:41:19,880 --> 00:41:26,060
+متفاوتة إذا الأمر المعطيات ما بتساهم على أنه نحسم
+
+460
+00:41:26,550 --> 00:41:32,510
+فبيظل الأمر عايم بين الهدف جدّام لو في الدورة اللي
+
+461
+00:41:32,510 --> 00:41:35,450
+بعد في ال cycle اللي بعد ال system سأل سؤال
+
+462
+00:41:35,450 --> 00:41:40,410
+وعطيناه إجابة و الإجابة هذه هتكون لها دور في ترجيح
+
+463
+00:41:40,410 --> 00:41:44,590
+كفة أحد التوقعات
+
+464
+00:41:44,590 --> 00:41:51,090
+على الآخربعد ذلك السيستم سأل what is the
+
+465
+00:41:51,090 --> 00:41:53,990
+temperature؟ يعني أنه الآن أنت فاكر فيها forward
+
+466
+00:41:53,990 --> 00:41:57,930
+shading السيستم قاعد يلف ويدور على أيش فيه rules
+
+467
+00:41:57,930 --> 00:42:01,710
+عنده ومين منهم fires هذه كانت الأولى والتالتة
+
+468
+00:42:01,710 --> 00:42:04,810
+already fired لأنه يريد أن يشوف هل في المزيد كان
+
+469
+00:42:04,810 --> 00:42:08,590
+fired ولا لأ بس المزيد هذا بيعتمد على معبيات إذا
+
+470
+00:42:08,590 --> 00:42:12,490
+وقفنا على rule و ال rule هذه فيها شق ماعناش
+
+471
+00:42:12,490 --> 00:42:18,560
+المعلومة اللي بعتمد علينا نسأل ال userwhat is the
+
+472
+00:42:18,560 --> 00:42:21,900
+temperature today سأل عن ال temperature cold قال
+
+473
+00:42:21,900 --> 00:42:24,000
+له to what degree do you believe that the
+
+474
+00:42:24,000 --> 00:42:29,380
+temperature is cold قال له تسعة في المية الان هذا
+
+475
+00:42:29,380 --> 00:42:33,880
+كان اصلا السؤال اللي اجى لانه كان مقفل في الساكين
+
+476
+00:42:33,880 --> 00:42:36,780
+اللي على الرغم من الرقم 4 فسأل عن ال temperature
+
+477
+00:42:36,780 --> 00:42:42,260
+وسأل عن جداش درجة المثوقية انها cold فالان في عند
+
+478
+00:42:42,260 --> 00:42:48,430
+هنا two ولا تلاتة evidencesEvidence الأولى يعني
+
+479
+00:42:48,430 --> 00:42:54,210
+Today's
+
+480
+00:42:54,210 --> 00:42:57,810
+rain هذا عندنا وعندنا الإيجاب تبعته وعندنا ال
+
+481
+00:42:57,810 --> 00:43:00,970
+certainty تبعته هذا rainfall اللي هو عندنا وعندنا
+
+482
+00:43:00,970 --> 00:43:05,810
+ال certainty تبعته هذا اللي استجدت وصار عندنا وصار
+
+483
+00:43:05,810 --> 00:43:10,450
+ال certainty تبعته قداش كده كانت 0.9 فالأن برضه
+
+484
+00:43:10,450 --> 00:43:16,650
+لأنهم end فبناخد ال minimum ال minimum بين الواحدو
+
+485
+00:43:16,650 --> 00:43:23,190
+التسعة و أيضا ايش اللي قبل مش كان تسعة التمانية صح
+
+486
+00:43:23,190 --> 00:43:27,730
+التمانية تبعد اللي هو rainfall واحد و التمانية و
+
+487
+00:43:27,730 --> 00:43:30,730
+التسعة ايش ال minimum اللي هي التمانية بتنضرر في
+
+488
+00:43:30,730 --> 00:43:34,870
+سبعة بلاش ستة و خمسين الان ستة و خمسين tomorrow is
+
+489
+00:43:34,870 --> 00:43:41,850
+dry صح tomorrow is dry صارت ستة و خمسين و كانت
+
+490
+00:43:41,850 --> 00:43:43,630
+تمانية و اربعين و كانت تمانية و اربعين
+
+491
+00:43:48,940 --> 00:43:53,440
+اللي هو compound بالظبط بتعمل combination و لا مش
+
+492
+00:43:53,440 --> 00:43:59,840
+شادة لأ لسه لسه تمام
+
+493
+00:43:59,840 --> 00:44:05,360
+ايه الان صار في عندي ان rule تلاتة و rule اربع
+
+494
+00:44:05,360 --> 00:44:09,980
+rule تلاتة اللي قالتلي انه dry تمانية و اربعين هذا
+
+495
+00:44:09,980 --> 00:44:15,920
+الكلام اجا من rule و هذا الكلام انه rain اجا من
+
+496
+00:44:16,510 --> 00:44:20,890
+الان استجد علينا رول ستة تجعلني اقول ان اليوم هو
+
+497
+00:44:20,890 --> 00:44:30,570
+إدراي بس بالنسبة .. صح فهنا دول الان ال
+
+498
+00:44:30,570 --> 00:44:35,370
+conclusion هي نفسها بس ب two different what؟ ب two
+
+499
+00:44:35,370 --> 00:44:39,210
+different certainty values صح؟ الان انا لازم اعمل
+
+500
+00:44:39,210 --> 00:44:45,290
+compilation هنا ال certainty factor الإجمالي
+
+501
+00:44:46,030 --> 00:44:49,070
+من ال role تلاتة من ال certainty factor تبقى ال
+
+502
+00:44:49,070 --> 00:44:50,550
+role تلاتة من ال certainty factor تبقى ال role
+
+503
+00:44:50,550 --> 00:44:55,090
+أربعة ايش هم بيستخدموا الآن اي formula لأنهم
+
+504
+00:44:55,090 --> 00:44:58,690
+الاتنين موجبين فبستخدموا ال formula اللي كنا نحكي
+
+505
+00:44:58,690 --> 00:45:04,050
+عنها اللي هي الأول زاد التاني مضروبا في واحد نقص
+
+506
+00:45:04,050 --> 00:45:11,690
+الأول فطلع 77 شايف كيف عززوا بعض ال twocertainties
+
+507
+00:45:11,690 --> 00:45:17,350
+او uncertainties عززوا بعض فزادت الاحتمالية انه
+
+508
+00:45:17,350 --> 00:45:31,830
+صار عندي 0.7% هذا ال combined صرت انا اكتر
+
+509
+00:45:31,830 --> 00:45:39,100
+للاعتقاد انه تكون dryالان ال system بيستمر في
+
+510
+00:45:39,100 --> 00:45:44,100
+القالية هذه بيستمر في القالية هذه الى ان مايظلش
+
+511
+00:45:44,100 --> 00:45:50,120
+فيه rules اللي يمكن مطابقتها ايش يعني ان هم هدول
+
+512
+00:45:50,120 --> 00:45:55,780
+ال 6 rules خليني ارجع لهم الان هدول ال 6 rules
+
+513
+00:45:55,780 --> 00:46:00,060
+خلاص استنفذ ال .. ايش المعطيات اللي او استنفذت ال
+
+514
+00:46:00,060 --> 00:46:04,240
+conditions بتاعتهم ماضلش في اشي اللي يمكن مطابقته
+
+515
+00:46:05,090 --> 00:46:11,650
+كوني قولتلي ان اليوم ريان يبقى مافيش مجال انه هادى
+
+516
+00:46:11,650 --> 00:46:18,890
+.. خلّي بالك ان اليوم مطر اجت من وين اجت .. اجت
+
+517
+00:46:18,890 --> 00:46:22,750
+نتيجة .. نتيجة الاستنتاج هذا تبع .. تبع الرقم
+
+518
+00:46:22,750 --> 00:46:31,390
+تلاتة مش انا اللي قلتله ان tomorrow مش انا اللي
+
+519
+00:46:31,390 --> 00:46:36,410
+قلتله مش انا اللي قلتلههو ماتيش الاستنتاجات رول
+
+520
+00:46:36,410 --> 00:46:39,510
+ستة هذه اللي اتولدت فيها او رول اربع ناسف انا
+
+521
+00:46:39,510 --> 00:46:43,970
+اخبطت رول اربع رول اربع ده بقول كيف اجت اليوم جمال
+
+522
+00:46:43,970 --> 00:46:48,150
+جمال اليوم is rain و rainfall is low و temperature
+
+523
+00:46:48,150 --> 00:46:51,710
+is cold هدولة كلهم اجوا من ليش من الموقعات اللي
+
+524
+00:46:51,710 --> 00:46:58,130
+اعطيته اليوم فبنقول اذا كان لازال في rules أخرى
+
+525
+00:46:58,130 --> 00:47:04,390
+يمكنمطابقتها وممكن تقديتها ب effects بيستمر غير
+
+526
+00:47:04,390 --> 00:47:10,330
+كبير جف وبيعطيني هذه الأرقام منها اليه؟ اليه اللي
+
+527
+00:47:10,330 --> 00:47:15,090
+مافيه بوابها بس هو قال لي اليوم مدهش هادى خلاص
+
+528
+00:47:15,090 --> 00:47:18,130
+هادى مدهش هادى اه و بعدين كمان temperature
+
+529
+00:47:18,130 --> 00:47:21,290
+temperature اللي انا قولتله ان ال temperature is
+
+530
+00:47:21,290 --> 00:47:25,950
+low فخلاص هادى كيف ده تصير true رقم خمسة
+
+531
+00:47:28,580 --> 00:47:32,240
+الكلام هنا عن tomorrow tomorrow هو اللي dry انا
+
+532
+00:47:32,240 --> 00:47:36,480
+حسنت ال rule رقم خمسة لأني طلعت بره الموضوع من
+
+533
+00:47:36,480 --> 00:47:41,860
+النوم ما قلتله today is rain صح
+
+534
+00:47:41,860 --> 00:47:49,780
+اصبح مافي مجال ان هذا تتحقق لان today is dry وستة
+
+535
+00:47:49,780 --> 00:47:52,600
+كذا مش هتتحقق نعم طلعت بره
+
+536
+00:47:58,890 --> 00:48:05,390
+هذا باختصار شديد يعني اللي هو فحوة ال certainty
+
+537
+00:48:05,390 --> 00:48:09,310
+factor theory
+
+538
+00:48:09,310 --> 00:48:15,270
+وقالية التطبيقه في ال rule based express system
+
+539
+00:48:15,270 --> 00:48:21,110
+الحاضرة الجاية بنحكي في ال Bayesian rule
+
+540
+00:48:21,110 --> 00:48:25,070
+وكيف يمكن توظيفها في ال rule based express system
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..f00c5e47b8b707e0ecdf71796fe0ed2e54f5382b
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/HLgYDIGhP90_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4294, "start": 20.74, "end": 42.94, "text": "بسم الله الرحمن الرحيم موضوعنا اليوم ان شاء الله بيستمر في ال rule-based expert systems ولكن تحت عنوان آخر اللي هو ال uncertainty management في ال rule-based expert systems فكرة قلية عمل ال expert systems احنا فهمناها كويس", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 3714, 2407, 11242, 45367, 8315, 45595, 20498, 16472, 13412, 16606, 21984, 4724, 1829, 14851, 29973, 8978, 2423, 4978, 12, 6032, 5844, 3652, 35525, 19452, 6055, 33753, 18871, 2407, 7649, 19753, 34740, 13672, 1829, 31439, 2423, 15697, 4592, 8978, 2423, 4978, 12, 6032, 5844, 3652, 6156, 4117, 25720, 12174, 1211, 10632, 6225, 42213, 2423, 5844, 3652, 1975, 5016, 8315, 6156, 16095, 8315, 11296, 9122, 45865, 3794], "avg_logprob": -0.19270833333333334, "compression_ratio": 1.6683673469387754, "no_speech_prob": 4.76837158203125e-07, "words": [{"start": 20.74, "end": 21.0, "word": "بسم", "probability": 0.781494140625}, 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certainty", "probability": 0.8525390625}, {"start": 458.79, "end": 459.21, "word": " factor", "probability": 0.9296875}, {"start": 459.21, "end": 459.45, "word": " وين", "probability": 0.933349609375}, {"start": 459.45, "end": 459.79, "word": " بيجي", "probability": 0.994140625}, {"start": 459.79, "end": 460.33, "word": " بيجي", "probability": 0.8773193359375}, {"start": 460.33, "end": 460.49, "word": " مع", "probability": 0.98193359375}, {"start": 460.49, "end": 460.63, "word": " ال", "probability": 0.95068359375}, {"start": 460.63, "end": 460.93, "word": " rule", "probability": 0.89501953125}, {"start": 460.93, "end": 461.89, "word": " ببساطة", "probability": 0.9748046875}, {"start": 461.89, "end": 462.25, "word": " شديدة", "probability": 0.8951822916666666}, {"start": 462.25, "end": 462.63, "word": " زيك", "probability": 0.9069010416666666}, {"start": 462.63, "end": 462.91, "word": " نقول", "probability": 0.756103515625}, {"start": 462.91, "end": 463.29, "word": " if", 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470.73, "end": 498.19, "text": "هذا معناته ان الـ cf هذي represent ال belief جداش جداش درجة وثوق ال human expert بإن ال hypothesis هيتحقق given the evidence he has occurred hypothesis و evidence أول مرة نسمع فيهم مصطلحين هذا صح تمام هم هذا ال evidence وهذا ال hypothesis", "tokens": [3224, 15730, 20449, 8315, 47395, 16472, 2423, 39184, 269, 69, 8032, 8848, 1829, 2906, 2423, 7107, 10874, 3215, 33599, 10874, 3215, 33599, 11778, 47341, 3660, 4032, 12984, 30543, 2423, 1952, 5844, 4724, 28814, 1863, 2423, 17291, 8032, 36081, 5016, 4587, 4587, 2212, 264, 4467, 415, 575, 11068, 17291, 4032, 4467, 5551, 12610, 3714, 25720, 8717, 38251, 3615, 8978, 16095, 3714, 9381, 9566, 1211, 5016, 9957, 23758, 20328, 5016, 46811, 10943, 8032, 2304, 23758, 2423, 4467, 37037, 15730, 2423, 17291], "avg_logprob": -0.33339844532310964, "compression_ratio": 1.5566037735849056, "no_speech_prob": 0.0, "words": [{"start": 470.73, "end": 471.21, "word": "هذا", "probability": 0.884033203125}, {"start": 471.21, "end": 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0.7724609375}, {"start": 494.71, "end": 495.93, "word": " هذا", "probability": 0.7197265625}, {"start": 495.93, "end": 496.25, "word": " ال", "probability": 0.9697265625}, {"start": 496.25, "end": 496.73, "word": " evidence", "probability": 0.95458984375}, {"start": 496.73, "end": 497.57, "word": " وهذا", "probability": 0.752685546875}, {"start": 497.57, "end": 497.77, "word": " ال", "probability": 0.970703125}, {"start": 497.77, "end": 498.19, "word": " hypothesis", "probability": 0.95556640625}], "temperature": 1.0}, {"id": 19, "seek": 52485, "start": 502.15, "end": 524.85, "text": "نتقام الآن مع الشرط على أنه هو evidence و ال conclusion عليها hypothesis هذا كلام قيله أصوله في ال Bayesian لما نرجع هتتضح لها دلوقت بس الآن ناخد هم دول ال two terms على أنهم تسمية أخرى لإيش ال condition و ال conclusion بالظبط من ال evidence هو ال condition", "tokens": [1863, 2655, 4587, 10943, 6024, 48506, 20449, 25124, 2288, 9566, 15844, 14739, 3224, 31439, 4467, 4032, 2423, 10063, 25894, 11296, 17291, 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"word": " دول", "probability": 0.811767578125}, {"start": 516.27, "end": 516.45, "word": " ال", "probability": 0.8779296875}, {"start": 516.45, "end": 516.63, "word": " two", "probability": 0.85302734375}, {"start": 516.63, "end": 517.03, "word": " terms", "probability": 0.90966796875}, {"start": 517.03, "end": 517.21, "word": " على", "probability": 0.263427734375}, {"start": 517.21, "end": 517.55, "word": " أنهم", "probability": 0.87548828125}, {"start": 517.55, "end": 518.27, "word": " تسمية", "probability": 0.98046875}, {"start": 518.27, "end": 518.77, "word": " أخرى", "probability": 0.9599609375}, {"start": 518.77, "end": 519.57, "word": " لإيش", "probability": 0.71844482421875}, {"start": 519.57, "end": 520.07, "word": " ال", "probability": 0.299560546875}, {"start": 520.07, "end": 520.49, "word": " condition", "probability": 0.95654296875}, {"start": 520.49, "end": 520.67, "word": " و", "probability": 0.63037109375}, {"start": 520.67, "end": 520.73, "word": " ال", "probability": 0.916015625}, {"start": 520.73, "end": 521.17, "word": " conclusion", "probability": 0.9482421875}, {"start": 521.17, "end": 522.01, "word": " بالظبط", "probability": 0.9708251953125}, {"start": 522.01, "end": 522.23, "word": " من", "probability": 0.77587890625}, {"start": 522.23, "end": 523.07, "word": " ال", "probability": 0.986328125}, {"start": 523.07, "end": 523.93, "word": " evidence", "probability": 0.84326171875}, {"start": 523.93, "end": 524.19, "word": " هو", "probability": 0.89453125}, {"start": 524.19, "end": 524.33, "word": " ال", "probability": 0.94677734375}, {"start": 524.33, "end": 524.85, "word": " condition", "probability": 0.98681640625}], "temperature": 1.0}, {"id": 20, "seek": 54379, "start": 526.52, "end": 543.8, "text": "والـ hypothesis هو ال conclusion فانا لما يقوللي ال certainty factor ال certainty factor هذه مرتبطة مش بال .. مرتبطة بال role كلها ان هذه ال conclusion احتمالي انها تمتش نتيجة هذا ال condition احتمالها CF كذا okay", "tokens": [2407, 6027, 39184, 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"probability": 0.90087890625}, {"start": 534.66, "end": 534.9, "word": " ..", "probability": 0.395263671875}, {"start": 534.9, "end": 535.42, "word": " مرتبطة", "probability": 0.98271484375}, {"start": 535.42, "end": 535.58, "word": " بال", "probability": 0.98486328125}, {"start": 535.58, "end": 535.76, "word": " role", "probability": 0.326416015625}, {"start": 535.76, "end": 536.22, "word": " كلها", "probability": 0.994384765625}, {"start": 536.22, "end": 536.56, "word": " ان", "probability": 0.490478515625}, {"start": 536.56, "end": 536.94, "word": " هذه", "probability": 0.52490234375}, {"start": 536.94, "end": 537.06, "word": " ال", "probability": 0.77587890625}, {"start": 537.06, "end": 537.58, "word": " conclusion", "probability": 0.962890625}, {"start": 537.58, "end": 538.62, "word": " احتمالي", "probability": 0.8703125}, {"start": 538.62, "end": 538.92, "word": " انها", "probability": 0.93115234375}, {"start": 538.92, "end": 539.68, "word": " تمتش", "probability": 0.9296875}, {"start": 539.68, "end": 540.16, "word": " نتيجة", "probability": 0.992431640625}, {"start": 540.16, "end": 540.38, "word": " هذا", "probability": 0.64404296875}, {"start": 540.38, "end": 540.62, "word": " ال", "probability": 0.9638671875}, {"start": 540.62, "end": 541.12, "word": " condition", "probability": 0.98876953125}, {"start": 541.12, "end": 542.02, "word": " احتمالها", "probability": 0.97724609375}, {"start": 542.02, "end": 542.38, "word": " CF", "probability": 0.454345703125}, {"start": 542.38, "end": 542.86, "word": " كذا", "probability": 0.950439453125}, {"start": 542.86, "end": 543.8, "word": " okay", "probability": 0.583984375}], "temperature": 1.0}, {"id": 21, "seek": 56616, "start": 544.98, "end": 566.16, "text": "لأن نقولتي إن هذه ال certainty factor لأصولها في ال probability theory و في ال Bayes rule هذا الكلام يوضح أيش علاقة ال certainty factor بال higher probability و ال posterior probability بس هذا الكلام احنا من أجله لبعدين", "tokens": [1211, 33456, 8717, 4587, 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"probability": 0.874755859375}, {"start": 2079.03, "end": 2079.17, "word": " بدي", "probability": 0.974365234375}, {"start": 2079.17, "end": 2079.47, "word": " أمشي", "probability": 0.8759765625}, {"start": 2079.47, "end": 2080.27, "word": " forward", "probability": 0.9091796875}, {"start": 2080.27, "end": 2080.27, "word": " forward", "probability": 0.3056640625}, {"start": 2080.27, "end": 2080.75, "word": " sharing", "probability": 0.9013671875}, {"start": 2080.75, "end": 2081.87, "word": " هيمسك", "probability": 0.900634765625}, {"start": 2081.87, "end": 2082.01, "word": " ال", "probability": 0.90283203125}, {"start": 2082.01, "end": 2082.45, "word": " rules", "probability": 0.8896484375}, {"start": 2082.45, "end": 2083.35, "word": " وشوف", "probability": 0.9205729166666666}, {"start": 2083.35, "end": 2083.65, "word": " إيش", "probability": 0.91162109375}, {"start": 2083.65, "end": 2083.77, "word": " في", "probability": 0.97216796875}, {"start": 2083.77, "end": 2084.03, "word": " عنده", "probability": 0.94287109375}, {"start": 2084.03, "end": 2084.57, "word": " معطيات", "probability": 0.917724609375}, {"start": 2084.57, "end": 2085.03, "word": " لسه", "probability": 0.904296875}, {"start": 2085.03, "end": 2085.29, "word": " مافيش", "probability": 0.9308268229166666}, {"start": 2085.29, "end": 2085.87, "word": " معطيات", "probability": 0.9842529296875}], "temperature": 1.0}, {"id": 76, "seek": 211573, "start": 2086.95, "end": 2115.73, "text": "فإيش بيسوي؟ حيسأل ال user هيقول له إيش بتتوقع؟ إيش اليوم الحالة؟ تمام؟ فهيكون عن طريق ال dialogue طبعا what is the weather today؟ فال user بيقول له rain تمام؟ فبنان على ذلك ال rules اللي عندي are that today is rain, today is dry, today is rain, today is rain, today is dry, today is dry أول واحدة من ال rules", "tokens": [5172, 28814, 1829, 8592, 4724, 1829, 3794, 45865, 22807, 11331, 1829, 3794, 10721, 1211, 2423, 4195, 39896, 39648, 46740, 11933, 1829, 8592, 39894, 2655, 30543, 3615, 22807, 11933, 1829, 8592, 45595, 20498, 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برضه لأنهم end فبناخد ال minimum ال minimum بين الواحد", "tokens": [36, 85, 2778, 16247, 12610, 7578, 37495, 22653, 2692, 311, 4830, 23758, 43242, 8315, 4032, 3615, 41260, 8315, 33688, 1829, 7435, 16758, 6055, 3555, 34268, 3224, 4032, 3615, 41260, 8315, 2423, 27022, 6055, 3555, 34268, 3224, 23758, 29382, 13672, 1829, 31439, 43242, 8315, 4032, 3615, 41260, 8315, 2423, 27022, 6055, 3555, 34268, 3224, 23758, 13672, 1829, 44713, 7435, 3215, 2655, 4032, 9381, 9640, 43242, 8315, 4032, 9381, 9640, 2423, 27022, 6055, 3555, 34268, 3224, 12174, 3215, 33599, 9122, 3215, 3224, 25961, 2655, 1958, 13, 24, 6156, 6027, 33456, 4724, 43042, 3224, 5296, 33456, 16095, 917, 6156, 3555, 1863, 47283, 3215, 2423, 7285, 2423, 7285, 49374, 2423, 14407, 24401], "avg_logprob": -0.3213876288965208, "compression_ratio": 1.9452054794520548, "no_speech_prob": 0.0, "words": [{"start": 2566.89, "end": 2567.53, "word": "Evidence", "probability": 0.5975341796875}, {"start": 2567.53, "end": 2568.05, "word": " الأولى", 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2864.34, "word": " تتحقق", "probability": 0.95673828125}, {"start": 2864.34, "end": 2864.54, "word": " لان", "probability": 0.6820068359375}, {"start": 2864.54, "end": 2864.96, "word": " today", "probability": 0.406982421875}, {"start": 2864.96, "end": 2865.26, "word": " is", "probability": 0.94921875}, {"start": 2865.26, "end": 2865.66, "word": " dry", "probability": 0.9140625}, {"start": 2865.66, "end": 2869.78, "word": " وستة", "probability": 0.5089518229166666}, {"start": 2869.78, "end": 2869.98, "word": " كذا", "probability": 0.88720703125}, {"start": 2869.98, "end": 2870.5, "word": " مش", "probability": 0.2091064453125}, {"start": 2870.5, "end": 2871.18, "word": " هتتحقق", "probability": 0.9794108072916666}, {"start": 2871.18, "end": 2871.4, "word": " نعم", "probability": 0.757080078125}, {"start": 2871.4, "end": 2871.8, "word": " طلعت", "probability": 0.83447265625}, {"start": 2871.8, "end": 2872.6, "word": " بره", "probability": 0.9853515625}], "temperature": 1.0}, {"id": 104, "seek": 290507, "start": 2878.89, "end": 2905.07, "text": "هذا باختصار شديد يعني اللي هو فحوة ال certainty factor theory وقالية التطبيقه في ال rule based express system الحاضرة الجاية بنحكي في ال Bayesian rule وكيف يمكن توظيفها في ال rule based express system", "tokens": [3224, 15730, 4724, 47283, 2655, 9381, 9640, 13412, 16254, 3215, 37495, 22653, 13672, 1829, 31439, 6156, 5016, 2407, 3660, 2423, 27022, 5952, 5261, 4032, 4587, 6027, 10632, 16712, 9566, 21292, 4587, 3224, 8978, 2423, 4978, 2361, 5109, 1185, 21542, 46958, 25720, 25724, 995, 10632, 44945, 5016, 4117, 1829, 8978, 2423, 7840, 42434, 4978, 4032, 4117, 33911, 7251, 43020, 33427, 19913, 33911, 11296, 8978, 2423, 4978, 2361, 5109, 1185], "avg_logprob": -0.24003622583720996, "compression_ratio": 1.553763440860215, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 2878.89, "end": 2879.77, "word": "هذا", "probability": 0.83837890625}, {"start": 2879.77, "end": 2880.25, "word": " باختصار", "probability": 0.95}, {"start": 2880.25, "end": 2880.65, "word": " شديد", "probability": 0.8230794270833334}, {"start": 2880.65, "end": 2880.99, "word": " يعني", "probability": 0.90234375}, {"start": 2880.99, "end": 2881.37, "word": " اللي", "probability": 0.661376953125}, {"start": 2881.37, "end": 2882.01, "word": " هو", "probability": 0.9814453125}, {"start": 2882.01, "end": 2883.65, "word": " فحوة", "probability": 0.88330078125}, {"start": 2883.65, "end": 2883.99, "word": " ال", "probability": 0.736328125}, {"start": 2883.99, "end": 2885.39, "word": " certainty", "probability": 0.236572265625}, {"start": 2885.39, "end": 2886.13, "word": " factor", "probability": 0.73291015625}, {"start": 2886.13, "end": 2889.31, "word": " theory", "probability": 0.258056640625}, {"start": 2889.31, "end": 2890.49, "word": " وقالية", "probability": 0.7381591796875}, {"start": 2890.49, "end": 2892.43, "word": " التطبيقه", "probability": 0.796533203125}, {"start": 2892.43, "end": 2892.73, "word": " في", "probability": 0.82373046875}, {"start": 2892.73, "end": 2893.15, "word": " ال", "probability": 0.87744140625}, {"start": 2893.15, "end": 2894.21, "word": " rule", "probability": 0.67138671875}, {"start": 2894.21, "end": 2894.51, "word": " based", "probability": 0.677734375}, {"start": 2894.51, "end": 2894.81, "word": " express", "probability": 0.72705078125}, {"start": 2894.81, "end": 2895.27, "word": " system", "probability": 0.6083984375}, {"start": 2895.27, "end": 2896.03, "word": " الحاضرة", "probability": 0.6912434895833334}, {"start": 2896.03, "end": 2896.51, "word": " الجاية", "probability": 0.83251953125}, {"start": 2896.51, "end": 2897.31, "word": " بنحكي", "probability": 0.8890380859375}, {"start": 2897.31, "end": 2897.41, "word": " في", "probability": 0.8134765625}, {"start": 2897.41, "end": 2897.53, "word": " ال", "probability": 0.8486328125}, {"start": 2897.53, "end": 2897.95, "word": " Bayesian", "probability": 0.851806640625}, {"start": 2897.95, "end": 2901.11, "word": " rule", "probability": 0.81494140625}, {"start": 2901.11, "end": 2901.55, "word": " وكيف", "probability": 0.9368489583333334}, {"start": 2901.55, "end": 2901.89, "word": " يمكن", "probability": 0.93994140625}, {"start": 2901.89, "end": 2902.69, "word": " توظيفها", "probability": 0.93017578125}, {"start": 2902.69, "end": 2903.47, "word": " في", "probability": 0.9560546875}, {"start": 2903.47, "end": 2903.91, "word": " ال", "probability": 0.72265625}, {"start": 2903.91, "end": 2904.07, "word": " rule", "probability": 0.94384765625}, {"start": 2904.07, "end": 2904.31, "word": " based", "probability": 0.90869140625}, {"start": 2904.31, "end": 2904.63, "word": " express", "probability": 0.92333984375}, {"start": 2904.63, "end": 2905.07, "word": " system", "probability": 0.9189453125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2907.64925, "duration_after_vad": 2797.2162499999936}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM.srt
new file mode 100644
index 0000000000000000000000000000000000000000..bb77819e4956b03de02dab2b04f3e4203d1fab56
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+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM.srt
@@ -0,0 +1,1512 @@
+1
+00:00:20,940 --> 00:00:24,340
+بسم الله الرحمن الرحيم، المحاضرة هذه إن شاء الله
+
+2
+00:00:24,340 --> 00:00:29,400
+سنكمل آخر كلمتين وقفنا عندهما في المحاضرة الماضية
+
+3
+00:00:29,400 --> 00:00:36,680
+ونبدأ في موضوع جديد، موضوع جديد صحيح، لكن تحت موضوع
+
+4
+00:00:36,680 --> 00:00:41,400
+الكبير الذي هو Hill Search. في المحاضرة الماضية كنا
+
+5
+00:00:41,400 --> 00:00:44,800
+حكينا عن الـ Hill Climbing، كان هذا المحور الأساسي
+
+6
+00:00:44,800 --> 00:00:50,080
+للمحاضرة الماضية. الـ Hill Climbing والـ Simulated
+
+7
+00:00:50,080 --> 00:01:00,380
+Annealing. كان معنا سلايد ثانية نطلع
+
+8
+00:01:00,380 --> 00:01:09,100
+عليها سريعاً، ونراجع فيها، من خلالها بدأنا
+
+9
+00:01:09,100 --> 00:01:12,060
+نحكي أن الموضوع الأساسي الذي هو Beyond the
+
+10
+00:01:12,060 --> 00:01:15,160
+Classical Search. حكينا الذي هو الـ Local Search
+
+11
+00:01:15,160 --> 00:01:17,460
+Algorithms، والـ Hill Climbing، والـ Simulated
+
+12
+00:01:17,460 --> 00:01:21,160
+Annealing، ووقفنا عند الـ Local Beam Search. ما
+
+13
+00:01:21,160 --> 00:01:24,420
+حكيناش فيه، لكن هذا آخر مخطط الذي حكيناه بالـ Hill
+
+14
+00:01:24,420 --> 00:01:28,220
+Climbing، الذي هو الـ Basics تبع الـ Algorithm نفسها.
+
+15
+00:01:28,220 --> 00:01:32,480
+الـ Hill Climbing Algorithm، وأسلوبها في البحث
+
+16
+00:01:32,480 --> 00:01:37,100
+عن الـ Goal أو الـ Solution، أو الـ Goal أو الـ State.
+
+17
+00:01:37,350 --> 00:01:40,450
+وإن مشكلتها الأساسية التي حكيناها، هي وقوعها
+
+18
+00:01:40,450 --> 00:01:45,450
+فيما يسمى بالـ Local Minima أو الـ Local Maxima، التي
+
+19
+00:01:45,450 --> 00:01:51,450
+هي أنها توجد نفسها في وضع، هي على State أفضل من كل
+
+20
+00:01:51,450 --> 00:01:54,350
+الذي حولها، أو أفضل من كل الذي ممكن يتفرع منها.
+
+21
+00:01:54,350 --> 00:01:57,790
+ولكن هذا الـ Local State، أو هذا الـ State ليس
+
+22
+00:01:57,790 --> 00:02:02,530
+ليس الـ Issue، ليس الـ Solution، ليس الـ
+
+23
+00:02:02,530 --> 00:02:07,400
+Global Maxima أو الـ Minima. الذي سنحكي عن مخارج
+
+24
+00:02:07,400 --> 00:02:12,560
+أو حلول، أو Alternatives، أو Modifications للـ Hill
+
+25
+00:02:12,560 --> 00:02:16,920
+Climbing التي ممكن تخرجها من هذه الـ Minimum. أيش
+
+26
+00:02:16,920 --> 00:02:23,200
+قلنا ثلاث حلول، خلينا نطلع عليهم سريعاً، الذي هو
+
+27
+00:02:23,200 --> 00:02:26,760
+الـ Variants، كلنا سميناهم Variants of Hill Climbing.
+
+28
+00:02:26,760 --> 00:02:30,320
+الـ Stochastic Hill Climbing، الـ First Choice Hill
+
+29
+00:02:30,320 --> 00:02:33,980
+Climbing، والـ Random Restart Hill Climbing. نبدأ من
+
+30
+00:02:33,980 --> 00:02:41,500
+الآخر. Restart ببساطة أنه عندما الـ Algorithm تجد
+
+31
+00:02:41,500 --> 00:02:47,020
+بمعنى أيش بتجد… بتعلق في State، وكل المحاولات
+
+32
+00:02:47,020 --> 00:02:50,440
+بعدها أسوأ منها، معنى ذلك وهذا الـ State ليس
+
+33
+00:02:50,440 --> 00:02:55,480
+الجيد، معنى ذلك هي… فبدها تعمل Restart with a
+
+34
+00:02:55,480 --> 00:03:00,160
+New Random Initial State. مظبوط الكلام؟ صحيح. الـ
+
+35
+00:03:00,160 --> 00:03:06,280
+First Choice، كانت الفكرة التي هي أنها تختار
+
+36
+00:03:06,280 --> 00:03:13,700
+States من التي حولها at random، وتفحص الـ Value
+
+37
+00:03:13,700 --> 00:03:17,300
+تبعها.  مش تفحصها جورياً، لا تفحص الـ Value. If الـ
+
+38
+00:03:17,300 --> 00:03:25,100
+Value أحسن، تنتقل إليها. مش أحسن، تختار واحدة أخرى.
+
+39
+00:03:25,100 --> 00:03:31,780
+أول واحدة أفضل منها تنتقل إليها. هذا الـ First
+
+40
+00:03:31,780 --> 00:03:34,780
+Choice. الـ Stochastic Hill Climbing، الذي هو
+
+41
+00:03:34,780 --> 00:03:38,400
+Select Random from Up Hill Moves. يعني تيجي لكل
+
+42
+00:03:38,400 --> 00:03:43,560
+الـ Children، و تشوف أيش فيه أفضل منها، وتختار
+
+43
+00:03:44,280 --> 00:03:48,340
+أفضل واحد. هذا الكلام من الأساس، أسلوبه في
+
+44
+00:03:48,340 --> 00:03:51,920
+البحث أنه لا تختار الأفضل على الإطلاق. يعني عندي
+
+45
+00:03:51,920 --> 00:03:57,240
+عشرة Children، لا أختار أفضل واحد فيهم، لا أختار…
+
+46
+00:03:57,240 --> 00:04:00,240
+أشوف التي… التي أفضل منها. الـ Node تشوف التي
+
+47
+00:04:00,240 --> 00:04:03,580
+أفضل منها. إذا هذه العشرة، فيه سبعة أو خمسة أو أربعة
+
+48
+00:04:03,580 --> 00:04:07,240
+أو ثلاثة أفضل منها، تروح تختار at random واحد من
+
+49
+00:04:07,240 --> 00:04:11,140
+هذه الأفضل. يعني ليس دائماً تختار أفضل الأفضل، صح؟
+
+50
+00:04:11,140 --> 00:04:16,900
+هذا من البداية، لأن كل هذه عبارة عن Variations على
+
+51
+00:04:16,900 --> 00:04:26,480
+أساس أن الـ Algorithm تستبعد احتمالية الوقوع في الـ
+
+52
+00:04:26,480 --> 00:04:35,060
+Local Minima. بعد ذلك، حكينا في Simulated Annealing،
+
+53
+00:04:35,060 --> 00:04:38,180
+ببساطة شديدة.
+
+54
+00:04:43,040 --> 00:04:49,440
+الـ Algorithm تختار Random، وتفحص الـ Child. إذا الـ
+
+55
+00:04:49,440 --> 00:04:55,980
+Child أفضل منها، على State واحد من الـ Child States
+
+56
+00:04:55,980 --> 00:05:00,260
+أفضل الـ Evaluation تبعه، على طول تنتقل إليه بدون
+
+57
+00:05:00,260 --> 00:05:06,600
+أي تفكير. إذا أسوأ، ممكن تأخذه أو ممكن لا تأخذه
+
+58
+00:05:06,600 --> 00:05:09,200
+depending on
+
+59
+00:05:10,080 --> 00:05:14,320
+الـ Probability.  الـ Probability هذه واقفة على أساس
+
+60
+00:05:14,320 --> 00:05:22,640
+الـ Exponent of ΔE على T. الـ ΔE هي الفرق، تمام؟
+
+61
+00:05:22,640 --> 00:05:26,400
+نحن افترضنا أنه أسوأ، وبالتالي فيه فرق في الجودة
+
+62
+00:05:26,400 --> 00:05:30,400
+ما بين الـ Current وما بين هذا الـ Child. فهذا الفرق
+
+63
+00:05:30,400 --> 00:05:34,980
+يقسم على T، T هذا عبارة عن Function of Time، عبارة
+
+64
+00:05:34,980 --> 00:05:37,020
+عن الـ Temperature، أسميها في الـ Algorithm
+
+65
+00:05:37,360 --> 00:05:43,560
+Temperature. تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع
+
+66
+00:05:43,560 --> 00:05:51,040
+الوقت، تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع الوقت
+
+67
+00:05:51,040 --> 00:05:51,280
+الوقت، تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع
+
+68
+00:05:51,280 --> 00:05:51,720
+الوقت، تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع
+
+69
+00:05:51,720 --> 00:05:55,560
+الوقت، تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع
+
+70
+00:05:55,560 --> 00:05:59,260
+الوقت، تتناقص مع الوقت، تتناقص مع الوقت، تتناقص مع
+
+71
+00:05:59,260 --> 00:05:59,340
+الوقت
+
+72
+00:06:06,170 --> 00:06:11,330
+الـ Algorithm يختاره، صح؟ If Child is Worse، أسوأ،
+
+73
+00:06:11,330 --> 00:06:15,970
+May Select It. الـ Algorithm May Select It، قد، Based
+
+74
+00:06:15,970 --> 00:06:19,390
+on Probability. وهذه الـ Probability Based on الـ
+
+75
+00:06:19,390 --> 00:06:24,790
+Ratio of الـ Error Over الذي هو الـ Temperature، والـ
+
+76
+00:06:24,790 --> 00:06:29,150
+Temperature هذه Decreases as a Function of Time.
+
+77
+00:06:29,150 --> 00:06:33,750
+ماشي، أنا كان عندي Illustration سريعاً.
+
+78
+00:06:37,020 --> 00:06:43,780
+بس أديكم أنتم تجربوا فيه لوحدكم، الملف موجود على
+
+79
+00:06:43,780 --> 00:06:49,580
+الـ Folder.
+
+80
+00:06:49,580 --> 00:06:54,800
+تمام، فيه هنا على الـ Folder الرئيسي، تبع الـ Dropbox
+
+81
+00:06:54,800 --> 00:06:59,780
+فيه ملف Excel. ملف الـ Excel هذا أديكم تجربوا فيه
+
+82
+00:06:59,780 --> 00:07:06,610
+أنتم، أنتم. العمود الأولاني هذا T، التي قلنا تتناقص
+
+83
+00:07:06,610 --> 00:07:12,450
+By Time. فأنا عملتها بثلاثين، بعدين تتناقص شوية شوية
+
+84
+00:07:12,450 --> 00:07:16,490
+حتى تصل إلى الصفر. هذا على فرض أنهم عشرون
+
+85
+00:07:16,490 --> 00:07:20,290
+Iteration فقط، لكن عملياً هم لم يبقوا أكثر بكثير من
+
+86
+00:07:20,290 --> 00:07:23,910
+هذا العدد من Iterations، بس أنا جعلتهم هذا للتوضيح
+
+87
+00:07:23,910 --> 00:07:30,510
+فقط. الآن هنا 0.2 هذه افترضت أنها الـ Error، تمام. الـ
+
+88
+00:07:30,510 --> 00:07:35,050
+Error 0.2 يعني الفرق ما بين الـ Current State و Other
+
+89
+00:07:35,050 --> 00:07:41,070
+State. 0.2، هنا 0.4، أكبر، هنا أكبر، هنا أكبر، هنا Error.
+
+90
+00:07:41,070 --> 00:07:48,410
+هنا الخطوط هذه بتوريك، الخط الأحمر Delta E1 مكتوب
+
+91
+00:07:48,410 --> 00:07:54,730
+عليه، صح؟ Delta E1 هو هذا العمود. E1 هو الـ Error. جيد. أيش
+
+92
+00:07:54,730 --> 00:08:01,410
+0.2، 0.2. فإذا كان الـ Error، مفترض أن عندي أنا
+
+93
+00:08:02,950 --> 00:08:07,070
+الـ Algorithm واقف على الـ State، وفحصت أن الـ Child
+
+94
+00:08:07,070 --> 00:08:13,690
+وجدت أن الـ Error جيداً 0.2، أيش احتمالية أن
+
+95
+00:08:13,690 --> 00:08:19,090
+تأخذه؟ أيش احتمالية أن تأخذه؟ لو كانت في
+
+96
+00:08:19,090 --> 00:08:22,010
+الـ Iteration الأولى؟ أيش احتمالية أن تأخذه لو كانت
+
+97
+00:08:22,010 --> 00:08:25,290
+في الـ Iteration الثالثة، الرابعة؟ الاحتمالية
+
+98
+00:08:25,290 --> 00:08:30,070
+الاحتمالية… لا… أيش الذي يحصل بناء على
+
+99
+00:08:30,070 --> 00:08:33,980
+الـ Chart هذا؟ الاحتمالية تزيد. الاحتمالية في الأول
+
+100
+00:08:33,980 --> 00:08:38,500
+منخفضة، وبعدها ترتفع، منخفضة، وبعدها ترتفع، ترتفع. كلما
+
+101
+00:08:38,500 --> 00:08:43,440
+ما استمرينا في الـ Iterations، كل ما تقدمنا في الـ
+
+102
+00:08:43,440 --> 00:08:48,920
+Iterations، تصبح الـ Probability أعلى أن تأخذه. هذا
+
+103
+00:08:48,920 --> 00:08:53,760
+ال… أنتم ممكن تغيروا هنا الـ Values هذه، تغير الـ
+
+104
+00:08:53,760 --> 00:08:58,460
+Errors، تخلوها مثلاً 0.5، وتشوفوا أثر ذلك على الـ
+
+105
+00:08:58,460 --> 00:09:08,780
+Curve. طبعاً كل عمود له هنا خط يقابله. طيب،
+
+106
+00:09:08,780 --> 00:09:13,300
+نحن في هذه الحالة نكون أيش؟ نكون حكينا عن الـ
+
+107
+00:09:13,300 --> 00:09:17,800
+Hill Climbing، والـ Simulated Annealing. في البند الذي هو
+
+108
+00:09:17,800 --> 00:09:24,960
+أيضاً؟ الـ Local Beam، مظبوط. الـ Local Beam باختصار
+
+109
+00:09:24,960 --> 00:09:30,160
+شديد، هي يعني شبيهة بالـ Stochastic، بمعنى أن نحن الـ
+
+110
+00:09:30,160 --> 00:09:34,920
+Node أو الـ Algorithm وهي واقفة على الـ Node، وتروح
+
+111
+00:09:34,920 --> 00:09:40,160
+تأخذ الـ K Best Successors. K هنا بمعنى خمسة، وأربعة،
+
+112
+00:09:40,160 --> 00:09:43,120
+وأربعة، وهذا Constant تبدأ فيه الـ Algorithm، يستمر
+
+113
+00:09:43,120 --> 00:09:47,340
+معها ثابت، خمسة أو أربعة أو سبعة أو ما إلى ذلك.
+
+114
+00:09:47,340 --> 00:09:51,700
+تروح تأخذ أفضل سبعة، هذه الأفضل سبعة، أو أفضل
+
+115
+00:09:51,700 --> 00:09:55,640
+خمسة أو أفضل ثلاثة. ليس ضرورياً يكونوا كلهم أفضل منها.
+
+116
+00:09:55,640 --> 00:10:03,910
+Okay. المهم هو أفضل المتاح، أفضل عدد من، أفضل عدد K من
+
+117
+00:10:03,910 --> 00:10:06,730
+المتاح. ماشي، الحل في هذا الحل أيش بتسوي بعدها؟
+
+118
+00:10:06,730 --> 00:10:17,330
+بتأخذهم، وتختبرهم، وتستمر في تفحصهم كلهم. الآن كل
+
+119
+00:10:17,330 --> 00:10:20,270
+واحد بتفحصه، كل واحد بتفحصه من هذه الأربعة، ممكن
+
+120
+00:10:20,270 --> 00:10:24,890
+يكون له Successors، صح ولا لا؟ يبقى هذه الأربعة لو
+
+121
+00:10:24,890 --> 00:10:28,350
+الـ Branching Factor ثلاثة، لو الـ Branching Factor
+
+122
+00:10:28,350 --> 00:10:31,450
+ثلاثة، ونحن عندنا أربعة، يمكننا نتوقع أن الأربعة
+
+123
+00:10:31,450 --> 00:10:35,910
+دول يولدوا اثنا عشر، أربعة في ثلاثة، اثنا عشر، مظبوط صح؟
+
+124
+00:10:35,910 --> 00:10:39,350
+الأربعة كلهم يولدوا اثنا عشر. الآن من الاثنا عشر هذه الـ
+
+125
+00:10:39,350 --> 00:10:44,350
+Children، زي الآن نحن أخذنا الأربعة Best، أفضل Best،
+
+126
+00:10:44,350 --> 00:10:48,870
+K Best Successors، وفحصناهم، و عمل لهم الـ Goal الذي
+
+127
+00:10:48,870 --> 00:10:52,740
+هم. نبص على من… هذا الـ Children تبعهم، لهم الـ 12. الـ
+
+128
+00:10:52,740 --> 00:10:57,140
+12 هذه لا نبص عليهم كلهم،  نأخذ أحسن K منهم. K
+
+129
+00:10:57,140 --> 00:11:02,680
+افترضنا أربعة، نأخذ أحسن أربعة من هذه الـ 12. كيف هذه
+
+130
+00:11:02,680 --> 00:11:04,580
+يعرف أحسن أربعة؟ نعم، كيف هذه يعرف أحسن أربعة؟ نعم.
+
+131
+00:11:04,580 --> 00:11:07,880
+نعم. الـ Evaluation هذا، قضية الـ Evaluation هذا. كل
+
+132
+00:11:07,880 --> 00:11:13,180
+الكلام تبعنا نحن نحكي Under الذي هو الـ Informer
+
+133
+00:11:13,180 --> 00:11:19,920
+كله Under… لأن فيه Evaluation للـ Nodes. تمام؟ وبهذا
+
+134
+00:11:19,920 --> 00:11:23,540
+القليل أن الـ Algorithm تبقى ماشية كأنها ماشية على
+
+135
+00:11:23,540 --> 00:11:27,500
+أربعة خطوط في واحد، كأنها بتفحص أربعة احتمالات في
+
+136
+00:11:27,500 --> 00:11:32,160
+واحد، مظبوط؟ لا تأخذ Single Successor، و تفحصهم
+
+137
+00:11:32,160 --> 00:11:37,840
+تأخذ أربعة من الـ Available، و تفحصهم. ربما واحد
+
+138
+00:11:37,840 --> 00:11:42,230
+منهم يكون الـ Goal. إذا ولا واحد منهم Goal، تروح تأخذ
+
+139
+00:11:42,230 --> 00:11:48,490
+كمان مجموعة، أربعة جدد، أفضل أربعة من ال… من الـ
+
+140
+00:11:48,490 --> 00:11:52,990
+Children. وبعد ذلك تستمر في هذا ال… في هذا الـ
+
+141
+00:11:52,990 --> 00:11:57,550
+Strategy، واضحة؟ فالآن نحن صار فيه عندنا بالأساس
+
+142
+00:11:57,550 --> 00:12:04,470
+ال… ال… الـ Hill Climbing Algorithm، والـ
+
+143
+00:12:04,470 --> 00:12:10,400
+Variants تبعها، وعندنا ال… الـ Simulated
+
+144
+00:12:10,400 --> 00:12:14,940
+Annealing Algorithm، وعندنا الـ Local Beam، وكلهم
+
+145
+00:12:14,940 --> 00:12:20,220
+متشابهين، قريبين من بعض، لأنهم يشاركون ببعض الخصائص
+
+146
+00:12:20,220 --> 00:12:24,160
+المشتركة، زي الذي هو Random Selection. الـ Local
+
+147
+00:12:24,160 --> 00:12:28,460
+Beam Algorithm تتشابه مع الـ Genetic Algorithm.
+
+148
+00:12:28,460 --> 00:12:31,080
+الـ Genetic Algorithm موجودة في الـ Section هذا، بس
+
+149
+00:12:31,080 --> 00:12:34,920
+أنا أخليها، لأنه نحن فصلناها… نحن فصلناها موضوع
+
+150
+00:12:34,920 --> 00:12:41,050
+لحالها. قداماً، نحن عاملين هكذا نكون أخذنا الذي نريده
+
+151
+00:12:41,050 --> 00:12:44,470
+من هذا الـ Section. أربعة، واحد من هذا الـ Chapter.
+
+152
+00:12:44,470 --> 00:12:49,870
+بعد ذلك ننتقل الآن إلى الـ Chapter الذي بعده، خمسة،
+
+153
+00:12:49,870 --> 00:12:53,570
+الذي هو Chapter خمسة، ونأخذ برضه منه Topic واحد،
+
+154
+00:12:53,570 --> 00:12:56,470
+الذي هو الـ Adversarial Search.
+
+155
+00:13:22,820 --> 00:13:27,240
+بالتفصيل أن نحن لازلنا تحت بند Problem Solving، يعني
+
+156
+00:13:27,240 --> 00:13:31,420
+هنا Chapter 5 يحكي في الـ Adversarial Search.
+
+157
+00:13:34,400 --> 00:13:38,280
+ويتفرع من Chapter خمسة هذا، الذي هو الذي حكى عن
+
+158
+00:13:38,280 --> 00:13:41,940
+الـ Games، والـ Optimal Decision Games، وبعد ذلك الـ
+
+159
+00:13:41,940 --> 00:13:46,380
+Alpha Beta Pruning. نحن سنأتي عند الـ Alpha Beta
+
+160
+00:13:46,380 --> 00:13:56,680
+Pruning الآن. بس نأخذ الـ Slide من الملف غير عن
+
+161
+00:13:56,680 --> 00:14:01,100
+الـ Edition الذي عندنا على الـ Folder. هنا الـ Game
+
+162
+00:14:01,100 --> 00:14:04,540
+Playing جاي في Chapter ستة في السلايدات. يعني أنا في
+
+163
+00:14:04,540 --> 00:14:11,400
+الكتاب هو في الخمسة. طيب الآن نحن
+
+164
+00:14:11,400 --> 00:14:18,840
+سيكون
+
+165
+00:14:18,840 --> 00:14:25,460
+تركيزنا في الـ Adversarial Search على الـ Minimax، الـ
+
+166
+00:14:25,460 --> 00:14:27,100
+Minimax Decision، والـ Alpha Beta
+
+167
+00:14:51,640 --> 00:14:55,640
+بس بالأول نفهم الأساسيات، الذي هو Adversarial
+
+168
+00:14:55,640 --> 00:15:00,000
+Search. Adversarial جاي من Adversary. الـ Adversary
+
+169
+00:15:00,000 --> 00:15:04,180
+الذي هو الشخص المعادي أو الخصم. يعني Adversarial
+
+170
+00:15:04,180 --> 00:15:09,660
+Search، الذي هو الـ Search الذي يكون فيه Problems و
+
+171
+00:15:09,660 --> 00:15:14,380
+مسائل التي يكون فيها اثنان خصمان، كل واحد يحاول
+
+172
+00:15:14,380 --> 00:15:20,640
+يغلب الآخر، بأنه يعظم مكاسبه ويقلل مكاسب الطرف
+
+173
+00:15:20,640 --> 00:15:24,520
+الآخر. هو يعظم خسارة الطرف الآخر. زي لعبة
+
+174
+00:15:24,520 --> 00:15:31,880
+الشطرنج، زي لعبة الـ Tic-Tac-Toe، للـ X والـ O، تحاول
+
+175
+00:15:31,
+
+223
+00:19:20,280 --> 00:19:24,940
+evaluation وناخد الـ best على أي أساس؟ إيش هي الـ
+
+224
+00:19:24,940 --> 00:19:29,040
+evaluation function أو الـ fitness function أو الـ
+
+225
+00:19:29,040 --> 00:19:35,160
+objective function اللي ممكن احنا نتبناها في حالة
+
+226
+00:19:35,160 --> 00:19:40,320
+زي هذه الحالة، في هذه اللعبة، هذا
+
+227
+00:19:40,320 --> 00:19:46,860
+الوضع، لو أنا حطيت الـ X هنا، هل أفضل من هذا؟ واللي
+
+228
+00:19:46,860 --> 00:19:50,640
+أفضل، واللي هذا أفضل؟ مين الأفضل؟ إيش القاعدة اللي
+
+229
+00:19:50,640 --> 00:19:54,540
+على أساسها بنقيم؟ من القواعد السابقة اللي تمثل
+
+230
+00:19:54,540 --> 00:19:57,880
+دول؟ لا، هذه لعبة جديدة، بدها قواعدها الخاصة، ميني ماكس
+
+231
+00:19:57,880 --> 00:20:02,720
+ما أقدرش أجيب قواعد الـ rules، هيورستيك تبع الـ .. أنا
+
+232
+00:20:02,720 --> 00:20:05,740
+ما بقولهاش أشهر أخرى، تبقى ميني ماكس، جابنا لسه احنا
+
+233
+00:20:05,740 --> 00:20:07,900
+ما نحكيش في ميني ماكس، بس احنا بنحكي الآن على
+
+234
+00:20:07,900 --> 00:20:10,920
+الـ fitness function اللي نعطيها لميني ماكس اللي على
+
+235
+00:20:10,920 --> 00:20:15,490
+أساسها تشتغل، إيش الـ fitness function اللي بدنا
+
+236
+00:20:15,490 --> 00:20:19,770
+نستخدمها في تقييم في وضع إيش؟ أنه هذه والله اللي
+
+237
+00:20:19,770 --> 00:20:22,910
+بتقربني، ولا هذه بتقربني أكتر، ولا هذه بتقربني
+
+238
+00:20:22,910 --> 00:20:26,610
+أكتر؟ للإيش؟ للـ winning، عرف أنا كل واحدة لما أحطها
+
+239
+00:20:26,610 --> 00:20:30,990
+في المصر، إيش هو؟ يعني إيش احتمالاته عشان ينجح؟ أيوة
+
+240
+00:20:30,990 --> 00:20:35,390
+أيوة، إيش عدد، إيش ممكن أقصى، إيش ممكن يعمل؟ يعني وأنت
+
+241
+00:20:35,390 --> 00:20:41,130
+الصادق، بتقدر تقول إيش عدد المناورات أو الاحتمالات
+
+242
+00:20:41,130 --> 00:20:44,710
+اللي أنا لازالت مفتوحة أمامي اللي أفوز منها يعني
+
+243
+00:20:44,710 --> 00:20:49,090
+مثلا أنا هنا بقدر أفوز في هذا الاتجاه، بقدر أفوز
+
+244
+00:20:49,090 --> 00:20:54,910
+هيك، بقدر أفوز هيك، صح؟ احتمالات للفوز، لو أنا حطيت
+
+245
+00:20:54,910 --> 00:21:01,810
+الـ X هنا، وهو ما انتبهش، وغمض عينه، ولا كده، وحط لي
+
+246
+00:21:01,810 --> 00:21:06,930
+مثلا هنا، ولا هنا؟ أنا بقدر أحط هذه هيك، وفي اللي
+
+247
+00:21:06,930 --> 00:21:12,490
+بعدها أحط هيك، فهذا الوضع، وهو عبارة عن مبتدأ أو بداية
+
+248
+00:21:12,490 --> 00:21:16,510
+لاحتتمالي أن أنا أفوز، لاحتمالي أن أنا أفوز، إذا أبيت
+
+249
+00:21:16,510 --> 00:21:19,810
+هذا الاتجاه، وبرضه إذا أبيت هذا الاتجاه، وبرضه
+
+250
+00:21:19,810 --> 00:21:24,770
+فهذا الوضع فتح لي تلات احتمالات للفوز، هذا الوضع
+
+251
+00:21:24,770 --> 00:21:30,930
+فتح لي كم احتمال؟ هاي واحد، هاي اتنين، بس، تمام، وكده
+
+252
+00:21:30,930 --> 00:21:34,950
+بحط هنا تلاتة، وبحط هنا اتنين، على أساس يعني، إيش هذه
+
+253
+00:21:34,950 --> 00:21:39,250
+الـ evaluation أو الـ fitness value تبع كل واحد من
+
+254
+00:21:39,250 --> 00:21:45,420
+الـ students، طب هذا تلاتة، تلاتة، تلاتة، تلاتة، تلاتة،
+
+255
+00:21:45,420 --> 00:21:51,620
+تلاتة، تلاتة، تلاتة، تلاتة، تلاتة، تلاتة، أربع، أربع، أربع،
+
+256
+00:21:51,620 --> 00:21:53,280
+أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع،
+
+257
+00:21:53,280 --> 00:21:55,020
+أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع،
+
+258
+00:21:55,020 --> 00:21:55,680
+أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع،
+
+259
+00:21:55,680 --> 00:21:57,360
+أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع، أربع،
+
+260
+00:21:57,360 --> 00:22:06,440
+أربع، أربع، أ
+
+261
+00:22:10,250 --> 00:22:15,250
+لو أنا هنا، والخصم تبعي، لو أنا افترض أن الخصم تبعي
+
+262
+00:22:15,250 --> 00:22:18,850
+أنا بعد ما لعبت X، الخصم تبعي بحط الـ O هنا، صرت أنا
+
+263
+00:22:18,850 --> 00:22:24,390
+في هذا الوضع، أنا Max، صرت في هذا الوضع، لأن كم؟ كم
+
+264
+00:22:24,390 --> 00:22:29,250
+خيار متاح لي؟ طبعا متاح لي، لسه واحد، اتنين، تلاتة، أربع،
+
+265
+00:22:29,250 --> 00:22:34,590
+خمس، ستة، سبعة، سبع احتمالات أني أ  العب، هدول بس
+
+266
+00:22:34,590 --> 00:22:39,650
+تلاتة منهم، لكن هذا الخيار الآن، أنا بقدر أفوز بهذا
+
+267
+00:22:39,650 --> 00:22:44,410
+الاحتمال، أو هذا الاحتمال فقط، أي حركة أخرى مافيها
+
+268
+00:22:44,410 --> 00:22:49,570
+مجال لأفوز، بالعكس ممكن تكون ضرر، اللي يعطي مجال
+
+269
+00:22:49,570 --> 00:22:54,790
+الخصم تبعي النفوذ، فاحنا في كل الأحوال، في كل الـ
+
+270
+00:22:54,790 --> 00:22:58,450
+states، هي strategy أو قايمة واحدة، أو heuristic
+
+271
+00:22:58,450 --> 00:23:05,630
+واحدة، اللي بنتبعها في تقييم الـ states اللي هم عدد
+
+272
+00:23:05,820 --> 00:23:11,020
+الـ possibilities أو احتمالات الفوز من الوضع تبع
+
+273
+00:23:11,020 --> 00:23:15,160
+هذا الـ state، طيب، بعدين، لسه ما حكيناش في الـ minimax
+
+274
+00:23:15,160 --> 00:23:23,260
+procedure، الـ minimax procedure، تقص على أنه احنا ما
+
+275
+00:23:23,260 --> 00:23:26,220
+زال صار في عندنا، ما زال عندنا الـ initial state، و
+
+276
+00:23:26,220 --> 00:23:29,460
+عارفين كل الخيارات اللي بتطلع منها، وعارفين إيش
+
+277
+00:23:29,460 --> 00:23:32,260
+الاحتمالات تبع كل هذا الخيار، كل واحد من هذه
+
+278
+00:23:32,260 --> 00:23:37,510
+الخيارات، إيش ممكن الخصم يعمل؟ بقدر أنا أتعمق في الـ
+
+279
+00:23:37,510 --> 00:23:45,630
+tree لأخره، لأخره، وأحط تقييم للـ leaf
+
+280
+00:23:45,630 --> 00:23:52,030
+nodes، للـ end states، أحط تقييم للـ leaf states، يعني
+
+281
+00:23:52,030 --> 00:23:57,710
+أيه؟ دي أخش depth first، وأقول هذه الـ state إيش
+
+282
+00:23:57,710 --> 00:24:05,120
+المنطلق منها، خيار، خيارين، تلاتة، فمن أحسن واحد فيهم، وأسجل
+
+283
+00:24:05,120 --> 00:24:09,300
+الخيار، كل واحد منهم إيش الـ value تبعه،
+
+284
+00:24:09,300 --> 00:24:13,560
+وبعدين أنا أشوف هذه الـ state، في دور من، إذا في دور
+
+285
+00:24:13,560 --> 00:24:20,500
+من، أنا أعلم أن من هيبحث عن الخيار الأقل، لأن الأقل
+
+286
+00:24:20,500 --> 00:24:27,600
+هو أقل، إلي هو مكسب إله، الأقل هنا يعني هنا هذا أحسن
+
+287
+00:24:27,600 --> 00:24:33,760
+إلي، لكن هذا أحسن لمن؟ للـ Min، صح؟ هذا يعني الرقم
+
+288
+00:24:33,760 --> 00:24:40,770
+العالي، هو كويس لـ Max، والمقام المنخفض هو كويس لـ Min،
+
+289
+00:24:40,770 --> 00:24:45,370
+فإذا كان هي قيم، ومن أنا أعلى منه، إذا افترض هذه
+
+290
+00:24:45,370 --> 00:24:50,710
+تلاتة، وهذه واحد، أنا أعلى منه، منه هياخد واحد، هياخد
+
+291
+00:24:50,710 --> 00:24:55,150
+الخيار هذا، هيمشي في هذا الاتجاه، لأنه سيء لي، صح؟ أو
+
+292
+00:24:55,150 --> 00:25:02,430
+لا، أنا؟ يبقى، إذا هذا خيار، كمان كان فيه خيارين
+
+293
+00:25:02,430 --> 00:25:08,120
+ثانيين، والتلاتة هدول لهم parent state، نفترض هذا
+
+294
+00:25:08,120 --> 00:25:15,020
+واحد، وهذا تلاتة، وهذا سبعة، طيب، okay، هدول كلهم
+
+295
+00:25:15,020 --> 00:25:19,360
+الخيارات المتاحة لـ Min، وMin حتما هياخد هذا، لأنه أسوأ
+
+296
+00:25:19,360 --> 00:25:26,320
+لي، طيب، أنا هكون دلوقتي قبله، أي خيار هاخد؟ سبعة، صح؟
+
+297
+00:25:26,320 --> 00:25:32,120
+فالعملية بتسمح أن احنا نقدر نيجي نفكر في الأمر
+
+298
+00:25:32,120 --> 00:25:36,480
+كالتالي، نبسط بس القضية بتلاتة levels، التلاتة
+
+299
+00:25:36,480 --> 00:25:41,100
+levels هدول، فتوضح أن هدول ليش الـ leaf nodes، leaf
+
+300
+00:25:41,100 --> 00:25:47,120
+states، Max بيلعب أول خطوة، بعدين Min، بعدين بيكون دور
+
+301
+00:25:47,120 --> 00:25:51,060
+Max، الآن في دور Max، هدول التلاتة، والثمانية، والثمانية،
+
+302
+00:25:51,060 --> 00:25:56,420
+والاتنين، هدول عبارة عن ليش الـ heuristic values أو
+
+303
+00:25:56,420 --> 00:26:01,330
+الـ evaluations تبع الـ states، إذا أنا أعلم أن هذا
+
+304
+00:26:01,330 --> 00:26:10,790
+الـ node هو 12، وهذا 8، أنا أعلم أن Min حتما هيختار
+
+305
+00:26:10,790 --> 00:26:16,090
+الأقل،
+
+306
+00:26:16,090 --> 00:26:20,050
+وهنا
+
+307
+00:26:20,050 --> 00:26:23,270
+نفس الشيء، هيختار الأقل، وهنا نفس الشيء، هيختار
+
+308
+00:26:23,270 --> 00:26:24,310
+الأقل،
+
+309
+00:26:27,180 --> 00:26:31,800
+لو أنا عملت حركة، action one، action two، action
+
+310
+00:26:31,800 --> 00:26:35,680
+تلاتة، action one أعطاني هذه، و action two أعطاني
+
+311
+00:26:35,680 --> 00:26:41,840
+هذه، و action three أعطاني هذه، أعمل أي action فيهم؟
+
+312
+00:26:41,840 --> 00:26:45,160
+إذا أنا عندي تلاتة possible،  أنا واحد، واحد في
+
+313
+00:26:45,160 --> 00:26:49,120
+هنا، لسه اللحظة فاضية، ومعايا تلاتة possible
+
+314
+00:26:49,120 --> 00:26:56,240
+actions، وأنا أعلم كل action كده مدى ضرره عليا، الأقل
+
+315
+00:26:56,240 --> 00:27:00,560
+ضرر، فأنا
+
+316
+00:27:00,560 --> 00:27:03,500
+الآن بدي آخد الأقل ضرر، اللي هو الأعلى قيمة لي،
+
+317
+00:27:03,500 --> 00:27:10,920
+تلاتة، تلاتة، هنا القيمة الأعلى لي، صح؟ فأنا حتما هاخد
+
+318
+00:27:10,920 --> 00:27:14,280
+الـ action number one، مظبوط الكلام ولا لأ؟ هتمثل الـ
+
+319
+00:27:14,280 --> 00:27:17,940
+minimum، نعم، هتمثل القيمة الأعلى في الـ minimum، صح؟
+
+320
+00:27:17,940 --> 00:27:23,030
+طبعا، كيف؟ الـ values هذه هي القيمة تبع الـ state، أنا
+
+321
+00:27:23,030 --> 00:27:27,330
+كـ Max ببحث عن القيم العليا، Min ببحث عن القيم
+
+322
+00:27:27,330 --> 00:27:32,610
+المنخفضة، خلاص؟ فأنا الآن عندي الـ state الابتدائية،
+
+323
+00:27:32,610 --> 00:27:36,970
+وأمامي possible one، two، three actions، وأنا أهم
+
+324
+00:27:36,970 --> 00:27:40,300
+أن هذا الـ action هيدخلني على state الـ value تبعها
+
+325
+00:27:40,300 --> 00:27:43,040
+تلاتة، وهذا هيدخلني على state الـ value تبعها اتنين،
+
+326
+00:27:43,040 --> 00:27:45,980
+وهذا على state الـ value تبعها اتنين، يبقى أنا لازم
+
+327
+00:27:45,980 --> 00:27:50,020
+اختار الـ action اللي هيدخلني على state، صح؟ فهذا
+
+328
+00:27:50,020 --> 00:27:54,380
+ببساطة هي الـ minimax procedure أو الـ minimax
+
+329
+00:27:54,380 --> 00:28:00,440
+algorithm، فببساطة شديدة، أن احنا أول step في هذا الـ
+
+330
+00:28:00,440 --> 00:28:05,960
+procedure، إيش؟
+
+331
+00:28:05,960 --> 00:28:06,460
+expand
+
+332
+00:28:11,480 --> 00:28:16,180
+فأقدر أقول هيك، إن أنا بدي أفرد أو generate الفضاء
+
+333
+00:28:16,180 --> 00:28:22,000
+الاحتمالات كله، وإلا كيف بدي أعمل evaluation للـ
+
+334
+00:28:22,000 --> 00:28:27,320
+leaf nodes؟ كيف بتوصل لها؟ لازم أبجأ غصبا إلى نهاية
+
+335
+00:28:27,320 --> 00:28:33,100
+اللي هو الـ search space، بعدين أفردت الفضاء
+
+336
+00:28:33,100 --> 00:28:37,040
+الاحتمالات كله، أفرد، بعدين تفرع، تفرع، تعمل
+
+337
+00:28:37,040 --> 00:28:37,980
+evaluation في الأول،
+
+338
+00:28:46,410 --> 00:28:52,490
+leaf nodes، اللي يعني leaf states، عملنا evaluation،
+
+339
+00:28:52,490 --> 00:28:56,250
+عملنا إيش؟ عملنا evaluation؟ حطينا الاقيمة دي، صح؟
+
+340
+00:28:56,250 --> 00:29:00,890
+حطيناها بناء على إيش؟ مانحطها evaluation function أو
+
+341
+00:29:00,890 --> 00:29:10,450
+heuristic rule، صح؟ تلاتة هتقطع، نعم؟ بدنا نروح، نحل
+
+342
+00:29:10,880 --> 00:29:19,520
+نرحل الـ values إلى الـ parent nodes، الـ parent تبعه،
+
+343
+00:29:19,520 --> 00:29:23,120
+في دور مين؟ في دور Min؟ إذا في دور Min، يبقى بيرحل الـ
+
+344
+00:29:23,120 --> 00:29:24,000
+minimum value،
+
+345
+00:29:44,340 --> 00:29:49,820
+propagate، يعني نرحلها، بعدين
+
+346
+00:29:49,820 --> 00:29:56,400
+خلاص، ما ضلش شيء، خلاص، الآن الكمبيوتر بيلعب هنا، مغمض،
+
+347
+00:29:56,400 --> 00:30:03,580
+ليش؟ لأن هذه التلاتة بتقول له خد الـ node رقم، لأ، لأ، رقم
+
+348
+00:30:03,580 --> 00:30:11,100
+تلاتة، الـ limit، التلاتة، يعني كل node لها value، صح؟
+
+349
+00:30:11,100 --> 00:30:16,530
+صح؟ والمعروف من الـ action اللي بيوصل إليه الـ
+
+350
+00:30:16,530 --> 00:30:21,670
+system الآن، وهو مغمض، بدي آخد الـ action المرتبط
+
+351
+00:30:21,670 --> 00:30:26,610
+بالـ value، خلاص، إنت صار عنده من البداية، صار عنده من
+
+352
+00:30:26,610 --> 00:30:32,650
+البداية أن أحسن state، وأنت واقف هنا، أحسن state هي
+
+353
+00:30:32,650 --> 00:30:37,050
+الـ state اللي الـ value تبعها تلاتة، طيب، ماشي، الحل
+
+354
+00:30:37,050 --> 00:30:39,150
+وين الـ action؟ الـ action أي واحد هو اللي بيوديني
+
+355
+00:30:39,150 --> 00:30:45,890
+عليه، خلاص، وبعد هيك، بعد ما يلعب هذا، بعد ما يصير في
+
+356
+00:30:45,890 --> 00:30:52,790
+state تلاتة، تلقائيا احنا فاهمين أن الخصم يلعب بنفس
+
+357
+00:30:52,790 --> 00:30:59,390
+العقلية، فبيروح ياخد هذه، مش لأنها تلاتة أفضل، لأ،
+
+358
+00:30:59,390 --> 00:31:03,470
+لأنها تلاتة أقل، هيدور هنا الآن، هذه إيش الـ
+
+359
+00:31:03,470 --> 00:31:10,750
+children، تفرع منها، فأنا باخد الـ child اللي بس هو ..
+
+360
+00:31:10,750 --> 00:31:14,950
+هو عمليا، لو ولا واحد فيهم غلط، وواحد منهم ضال يختار
+
+361
+00:31:14,950 --> 00:31:21,330
+الـ minimax، وضال يختار الـ minimax، النهاية الحتمية
+
+362
+00:31:21,330 --> 00:31:25,870
+أن اللعب اتسكر، وما حدا فوز، أي بالظبط، أن أنت بتركز
+
+363
+00:31:25,870 --> 00:31:31,070
+على أن هناك يطلع أن الخصم تبعك يخرج عن تفكير الـ
+
+364
+00:31:31,070 --> 00:31:35,190
+minimax، إذا نفس الـ system لعب،  اتحاله أقل نتيجة
+
+365
+00:31:35,190 --> 00:31:41,960
+ممكن ياخدها، تعادلها، بنتبهنا أنه ممكن لو أخد الأفضل،
+
+366
+00:31:41,960 --> 00:31:45,040
+لو أنا أخدت الأربعة اللي في النص، هذه مستحيل يبقى
+
+367
+00:31:45,040 --> 00:31:49,700
+خسارة فيه، زي في الـ .. في الـ XO، يعني مثلا لو أنا
+
+368
+00:31:49,700 --> 00:31:52,980
+أخذت الأربعة اللي في النص، أنا مستحيل أخسر فيها،
+
+369
+00:31:52,980 --> 00:31:55,760
+نيارية، الأربعة في النص، ماشي، قصدك الأربعة في النص؟
+
+370
+00:31:55,760 --> 00:31:59,560
+لو أنا أخدت الأربعة، الـ value أربعة، كانت في الـ XO،
+
+371
+00:31:59,560 --> 00:32:03,540
+مستحيل خسارة فيها، يعني أنت ممكن مش two goals ورا
+
+372
+00:32:03,540 --> 00:32:07,540
+بعض، لأ، فاهم، لأ، أنا فاهم، يطلع عندي أربعة، الـ value
+
+373
+00:32:07,540 --> 00:32:12,700
+أربعة، يعني في الـ X، ولو نرجع احنا، لو احنا، لو احنا،
+
+374
+00:32:12,700 --> 00:32:12,860
+لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+375
+00:32:12,860 --> 00:32:12,900
+احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+376
+00:32:12,900 --> 00:32:12,980
+احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+377
+00:32:12,980 --> 00:32:13,460
+احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+378
+00:32:13,460 --> 00:32:13,480
+احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+379
+00:32:13,480 --> 00:32:17,060
+احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو احنا، لو
+
+380
+00:32:17,060 --> 00:32:22,640
+احنا، لو احنا، لو احنا، لو احنا،
+
+381
+00:32:22,640 --> 00:32:26,600
+لو
+
+382
+00:32:26,600 --> 00:32:30,060
+احنا
+
+383
+00:32:31,370 --> 00:32:37,710
+الاستراتيجية، هي تحط هنا ولا تحط هنا، وجذبه على two win
+
+384
+00:32:37,710 --> 00:32:41,490
+possibility، إذا جيت الـ X اللي في النص، مع أي X على
+
+385
+00:32:41,490 --> 00:32:45,810
+الزاوية، تمام، لما يحط X في أي مكان، بيصير عنده احتمال
+
+386
+00:32:45,810 --> 00:32:50,890
+ينفوز، يعني احتمال ينفوز مؤكد، بيصير، إذا حط X هنا، في
+
+38
+
+445
+00:37:46,120 --> 00:37:52,690
+إنه في دور منيّع، هياخد الـ minimum من هدول الـ
+
+446
+00:37:52,690 --> 00:37:58,850
+children، فحتماً هياخد التلاتة، صح؟ طيب، الآن خلصنا من
+
+447
+00:37:58,850 --> 00:38:03,410
+هذا الطريق، بما نشوف إذا في child ثاني، و هل الـ
+
+448
+00:38:03,410 --> 00:38:10,050
+child الثاني بتفرع منه الـ children ولا لأ. الآن أنا
+
+449
+00:38:10,050 --> 00:38:17,770
+لَجِئتُ أن الـ child هذا بتفرع منه ثلاثة. أول راح أُحدد
+
+450
+00:38:17,770 --> 00:38:21,350
+منهم، مفحصته، وجدت الـ heuristic value أو الـ fitness
+
+451
+00:38:21,350 --> 00:38:26,770
+function value تبقى 2 (اتنين). هذه ماشي، خلينا نحطها
+
+452
+00:38:26,770 --> 00:38:31,190
+هنا مؤقتاً بس. فاكر معايا إنت الاتنين هذه، وهي مؤقتة.
+
+453
+00:38:31,190 --> 00:38:36,310
+إحنا لسه بدنا نشوف قدام الـ children الآخرين، نطلع
+
+454
+00:38:36,310 --> 00:38:40,870
+عليهم عشان نعملهم evaluation. طيب، إذا كان الـ value
+
+455
+00:38:40,870 --> 00:38:46,940
+سبعتهم أكبر من 2، بِلزِم، أو بلزم أن، بالضبط أن أنا
+
+456
+00:38:46,940 --> 00:38:55,680
+أُطَلِّع لهم الـ min هذا، الـ max.
+
+457
+00:38:55,680 --> 00:39:00,020
+لما شاف التلاتة هذه، لما شاف الـ node هذه، الـ value
+
+458
+00:39:00,020 --> 00:39:05,560
+تبعها تلاتة، هو محتاج يستمر في البحث، آملاً على أمل
+
+459
+00:39:05,560 --> 00:39:11,300
+أن يجد شيئاً أفضل من التلاتة، صح؟ صح؟ طيب، الآن هو دخل
+
+460
+00:39:11,300 --> 00:39:15,220
+على هذا، ولِجِلْ الـ child تبعه، اتنين. نخش على هذا الـ
+
+461
+00:39:15,220 --> 00:39:19,380
+chart ولا على هذا الـ chart؟ تبقى 2. طيب أكمل عشان
+
+462
+00:39:19,380 --> 00:39:24,900
+أبحث عن شيء أقل من الاتنين. ما هو أنا في دور من
+
+463
+00:39:24,900 --> 00:39:29,220
+الاتنين هذه، مش هتتبدّل إلا إذا في شيء أقل منها. طب، و
+
+464
+00:39:29,220 --> 00:39:33,760
+ليش أصلاً أخش أدوّر على شيء أقل من الاتنين، إذا كان
+
+465
+00:39:33,760 --> 00:39:37,720
+الـ parent بتاعه ببحث عن شيء أكبر من التلاتة؟ شو
+
+466
+00:39:37,720 --> 00:39:42,400
+معناه هذا؟ معناه هذا كان أن أنا بقدر أوقف البحث،
+
+467
+00:39:42,950 --> 00:39:47,030
+أوقف عملية استكشاف الـ children، ومجرّد ما إني أنا
+
+468
+00:39:47,030 --> 00:39:51,430
+لجيت الـ child هذا، وعرفت أن الـ value تبعه اتنين، الـ
+
+469
+00:39:51,430 --> 00:39:54,930
+heuristic value تبعه اتنين، والاتنين هذه مبدئياً
+
+470
+00:39:54,930 --> 00:39:58,210
+بدأت تترشّح للـ parent اللي هو في دور الـ min، و
+
+471
+00:39:58,210 --> 00:40:04,210
+بنستمر في البحث، ونشوف إذا في children أخرى، وأخرى، و
+
+472
+00:40:04,210 --> 00:40:08,650
+هذا الـ children، إذا واحد منهم أقل من الاتنين، بدنا
+
+473
+00:40:08,650 --> 00:40:15,170
+نبدّل الاتنين بهذا الـ value. طب، و ليش أخش في العملية
+
+474
+00:40:15,170 --> 00:40:20,370
+هذه، إذا كان أنا أعلم أن الـ parent تبعي، الـ parent
+
+475
+00:40:20,370 --> 00:40:25,490
+اللي هو في دور الـ max، بيدوّر على state، الـ value
+
+476
+00:40:25,490 --> 00:40:30,730
+تبعها أكبر من تلاتة، وأنا ببدأ أخش أعمل search، أدوّر
+
+477
+00:40:30,730 --> 00:40:34,760
+على state قيمتها تبقى على قدم اتنين، ما لوش لازم هذا
+
+478
+00:40:34,760 --> 00:40:38,720
+الكلام. يبقى بوقف الوقف هذا، أو توقيف الـ search اسمه
+
+479
+00:40:38,720 --> 00:40:42,660
+Pruning. Pruning يعني إحنا كأنّا بنجرّد في شجرة، شجرة
+
+480
+00:40:42,660 --> 00:40:48,240
+بنجَسِّخ في الفروع اللي مش لازم، تمام؟ هنا نفس الشيء.
+
+481
+00:40:48,240 --> 00:40:50,560
+عن هذا الكلام، بنفصل في المحاضرة الجاية إن شاء الله.
+
+482
+00:40:50,560 --> 00:41:01,630
+بس إنت بدّك تستبعد أن عملية الـ search ممكن تختزل
+
+483
+00:41:01,630 --> 00:41:08,130
+بشكل كبير من خلال الـ pruning. طيب، يعطيكم العافية.
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..dfd84e4e3828e4487fbbdc4968268ac0a41288f2
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_postprocess.srt
@@ -0,0 +1,1932 @@
+1
+00:00:20,940 --> 00:00:24,340
+بسم الله الرحمن الرحيم المحاضرة هاد ان شاء الله
+
+2
+00:00:24,340 --> 00:00:29,400
+بنكمل اخر كلمتين وقفنا عندهم المحاضرة الماضية
+
+3
+00:00:29,400 --> 00:00:36,680
+ونبدأ في موضوع جديد موضوع جديد صحيح لكن تحت موضوع
+
+4
+00:00:36,680 --> 00:00:41,400
+الكبير اللي هو hill search المحاضرة الماضية كنا
+
+5
+00:00:41,400 --> 00:00:44,800
+حكينا عن ال hill climbing كان هذا المحور الأساسي
+
+6
+00:00:44,800 --> 00:00:50,080
+للمحاضرة الماضية ال hill climbingو ال simulated
+
+7
+00:00:50,080 --> 00:01:00,380
+ending كان في معانا slide تانية نطلع
+
+8
+00:01:00,380 --> 00:01:09,100
+عليها السريع و نراجع فيها من خلالها بدينا
+
+9
+00:01:09,100 --> 00:01:12,060
+نحكي إن كان الموضوع الأساسي اللي هو beyond the
+
+10
+00:01:12,060 --> 00:01:15,160
+classical searchحكينا اللي هو ال local search
+
+11
+00:01:15,160 --> 00:01:17,460
+algorithms و ال hill climbing و ال simulated
+
+12
+00:01:17,460 --> 00:01:21,160
+annealing و وقفنا عند ال local beam search ما
+
+13
+00:01:21,160 --> 00:01:24,420
+حكيناش فيه لكن دي أخر مخطط اللي حكيناه بال hill
+
+14
+00:01:24,420 --> 00:01:28,220
+climbing اللي هو ال basics تبع ال algorithm نفسها
+
+15
+00:01:28,220 --> 00:01:32,480
+ال hill climbing algorithm و أسلوبها اللي في البحث
+
+16
+00:01:32,480 --> 00:01:37,100
+عن ال goal أو ال solution أو ال goal أو ال state
+
+17
+00:01:37,350 --> 00:01:40,450
+وإن مشكلتها الأساسية اللي حكيناها اللي هي وقوعها
+
+18
+00:01:40,450 --> 00:01:45,450
+فيما يسمى بال local minima أو ال local maxima اللي
+
+19
+00:01:45,450 --> 00:01:51,450
+هي إنها توجد نفسها في وضع هي على state أفضل من كل
+
+20
+00:01:51,450 --> 00:01:54,350
+اللي حواليها أو أفضل من كل اللي ممكن يتفرع منها
+
+21
+00:01:54,350 --> 00:01:57,790
+ولكن هذا ال local state أو هذا ال state ماهياش
+
+22
+00:01:57,790 --> 00:02:02,530
+ماهياش ال issue ماهياش ال solution ماهياش ال
+
+23
+00:02:02,530 --> 00:02:07,400
+global maxima أو ال minima اللي هناحكينا عن مخارج
+
+24
+00:02:07,400 --> 00:02:12,560
+او حلول او alternatives او modifications لل hill
+
+25
+00:02:12,560 --> 00:02:16,920
+climbing اللى ممكن تخرجها من هذه ال minimum ايش
+
+26
+00:02:16,920 --> 00:02:23,200
+قلنا تلت حلول خلينا نطبع عليهم على السريع اللى هو
+
+27
+00:02:23,200 --> 00:02:26,760
+ال variants كلنا سميناهم variants of hill climbing
+
+28
+00:02:26,760 --> 00:02:30,320
+ال stochastic hill climbing ال first choice hill
+
+29
+00:02:30,320 --> 00:02:33,980
+climbing و ال random restart hill climbing نبدأ من
+
+30
+00:02:33,980 --> 00:02:41,500
+الآخرRestart ببساطة أنه لما ال algorithm بتجف
+
+31
+00:02:41,500 --> 00:02:47,020
+بمعنى إيش بتجه .. بتلجح على في State وكل المحطة
+
+32
+00:02:47,020 --> 00:02:50,440
+بها أسوأ منها معناه ذلك و هذا ال state ماهياش
+
+33
+00:02:50,440 --> 00:02:55,480
+الجهر معناه ذلك هي .. فبدها تعمل restart with a
+
+34
+00:02:55,480 --> 00:03:00,160
+new random initial state مظبوطة الكلام؟ صحيح ال
+
+35
+00:03:00,160 --> 00:03:06,280
+first choice كانت احنا الفكرة اللي هي أنهبتختار
+
+36
+00:03:06,280 --> 00:03:13,700
+states من اللي حوالها at random وبتفحص ال value
+
+37
+00:03:13,700 --> 00:03:17,300
+تبعها مش تفحصها هي جوروية لأ بتفحص ال value if ال
+
+38
+00:03:17,300 --> 00:03:25,100
+value أحسن بتنطقل إليها مش أحسن بتختار واحدة أخرى
+
+39
+00:03:25,100 --> 00:03:31,780
+أول واحدة أفضل منها بتنطقل إليها هذا ال first
+
+40
+00:03:31,780 --> 00:03:34,780
+choiceالـ Stochastic Height Climbing اللي هو
+
+41
+00:03:34,780 --> 00:03:38,400
+Select Random from Up Height Moves يعني تيجي لكل
+
+42
+00:03:38,400 --> 00:03:43,560
+ال children و شوف إيش فيه كل الأفضل منها و بتختار
+
+43
+00:03:44,280 --> 00:03:48,340
+أفضل واحد هذا الكلام من الأساس من الأساس أسلوبة في
+
+44
+00:03:48,340 --> 00:03:51,920
+البحث انه مش بتختار الأفضل على الإطلاق يعني عندي
+
+45
+00:03:51,920 --> 00:03:57,240
+عشرة children مش بختار أفضل واحد فيهم لا بنختار ..
+
+46
+00:03:57,240 --> 00:04:00,240
+بنشوف اللي .. اللي أفضل منها ال node بتشوف اللي
+
+47
+00:04:00,240 --> 00:04:03,580
+أفضل منها إذا ده العشرة فيه سبعة أو خمسة أو أربعة
+
+48
+00:04:03,580 --> 00:04:07,240
+أو تلاتة أفضل منها تروح تختار at random واحد من
+
+49
+00:04:07,240 --> 00:04:11,140
+هدول الأفضل يعني مش دايما بتختار أفضل الأفضل صح
+
+50
+00:04:11,140 --> 00:04:16,900
+هذا من البداية علشانكل هذه عبارة عن variations على
+
+51
+00:04:16,900 --> 00:04:26,480
+أساس ان ال algorithm تستبعد احتمالية الوقوع في ال
+
+52
+00:04:26,480 --> 00:04:35,060
+local minima بعد ذلك حكينا في simulated annealing
+
+53
+00:04:35,060 --> 00:04:38,180
+ببساطة شديدة
+
+54
+00:04:43,040 --> 00:04:49,440
+الأدجوريثم تختار تراندم و تفحص ال child إذا ال
+
+55
+00:04:49,440 --> 00:04:55,980
+child أفضل منها على state واحد من ال child states
+
+56
+00:04:55,980 --> 00:05:00,260
+أفضل ال evaluation تبعه على طول تنتقل إليها بدون
+
+57
+00:05:00,260 --> 00:05:06,600
+أي تفكير إذا أسوأ ممكن تاخده أو ممكن ما تاخدوش
+
+58
+00:05:06,600 --> 00:05:09,200
+depending on
+
+59
+00:05:10,080 --> 00:05:14,320
+الـ Probability الـ Probability هذه واقفة على أساس
+
+60
+00:05:14,320 --> 00:05:22,640
+الـ exponent of ΔE على T الـ ΔE هي الأباب تمام؟
+
+61
+00:05:22,640 --> 00:05:26,400
+احنا افترضنا ان هي أسوأ وبالتالي في فرق في الجودة
+
+62
+00:05:26,400 --> 00:05:30,400
+ما بين ال current و ما بين هذا ال child فهذا الفرق
+
+63
+00:05:30,400 --> 00:05:34,980
+يقسم على T، T هذا عبارة عن function of time عبارة
+
+64
+00:05:34,980 --> 00:05:37,020
+عن ال temperature بسميها في ال algorithm
+
+65
+00:05:37,360 --> 00:05:43,560
+Temperature تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+66
+00:05:43,560 --> 00:05:51,040
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+67
+00:05:51,040 --> 00:05:51,280
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+68
+00:05:51,280 --> 00:05:51,720
+تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+69
+00:05:51,720 --> 00:05:55,560
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+70
+00:05:55,560 --> 00:05:59,260
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+71
+00:05:59,260 --> 00:05:59,340
+تقرد
+
+72
+00:06:06,170 --> 00:06:11,330
+الـ algorithm بتختاره صح؟ if child is worse أسوأ
+
+73
+00:06:11,330 --> 00:06:15,970
+may select it ال algorithm may select it قد based
+
+74
+00:06:15,970 --> 00:06:19,390
+on probability وهذه ال probability based on ال
+
+75
+00:06:19,390 --> 00:06:24,790
+ratio of ال error over اللي هو ال temperature و ال
+
+76
+00:06:24,790 --> 00:06:29,150
+temperature هذه decreases as a function of time
+
+77
+00:06:29,150 --> 00:06:33,750
+ماشي أنا كان في عندي illustration على السريع
+
+78
+00:06:37,020 --> 00:06:43,780
+بس بديكوا انتوا تجربوا فيها لوحدكم الملف موجود على
+
+79
+00:06:43,780 --> 00:06:49,580
+ال folder
+
+80
+00:06:49,580 --> 00:06:54,800
+تمام فيه هنا على ال folder الرئيسي تمال dropbox
+
+81
+00:06:54,800 --> 00:06:59,780
+فيه ملف Excel ملف ال Excel هذا بديكوا تجرب فيه
+
+82
+00:06:59,780 --> 00:07:06,610
+انتوا انتوا العمود الأولاني هذا Tالتي قلنا بتتناقص
+
+83
+00:07:06,610 --> 00:07:12,450
+by time فانا عملها بتلاتين بعدين بتتناقص شوية شوية
+
+84
+00:07:12,450 --> 00:07:16,490
+لحدين لتصل ال zero هذا على فرض ان هم عشرين
+
+85
+00:07:16,490 --> 00:07:20,290
+iterations فقط لكن عمليا هم لم يبقوا اكتر بكتير من
+
+86
+00:07:20,290 --> 00:07:23,910
+هيك العدد ال iterations بس انا جلالتهم ده التوضيح
+
+87
+00:07:23,910 --> 00:07:30,510
+فقط الان هنا 0.2 هذه افترضت انها ال error تمام ال
+
+88
+00:07:30,510 --> 00:07:35,050
+error 0.2 يعني الفرق ما بين ال current stateother
+
+89
+00:07:35,050 --> 00:07:41,070
+state 0.2 هنا 0.4 اكبر هنا اكبر هنا اكبر هنا error
+
+90
+00:07:41,070 --> 00:07:48,410
+هنا الخطوط هذه بتوريك الخط الأحمر Delta E1 مكتوب
+
+91
+00:07:48,410 --> 00:07:54,730
+عليه صح Delta E1 هو هذا العمود E1 هو ال error جديش
+
+92
+00:07:54,730 --> 00:08:01,410
+0.2 0.2 فإذا كان ال error مفترض ان في عندي انا
+
+93
+00:08:02,950 --> 00:08:07,070
+الألجوريث موقف على الـ state وفحصت ان الـ child
+
+94
+00:08:07,070 --> 00:08:13,690
+دولجت انه الـ error جديش الـ 0.2 إيش احتمالية انها
+
+95
+00:08:13,690 --> 00:08:19,090
+تخدها إيش احتمالية انها تخدها لو كانت في ال
+
+96
+00:08:19,090 --> 00:08:22,010
+iteration الأولى إيش احتمالية انها تخدها لو كانت
+
+97
+00:08:22,010 --> 00:08:25,290
+في ال iteration التالتة الرابعة الاحتمالية
+
+98
+00:08:25,290 --> 00:08:30,070
+الاحتمالية بصي .. لا بصي .. ايش اللي بصير بناء على
+
+99
+00:08:30,070 --> 00:08:33,980
+ال chart هذاالاحتمالية تزيد احتمالية في الأول
+
+100
+00:08:33,980 --> 00:08:38,500
+منخفضة وبعدها ترتفع منخفضة وبعدها ترتفع ترتفع كل
+
+101
+00:08:38,500 --> 00:08:43,440
+ما استمرنا في ال iterations كل ما تقدمنا في ال
+
+102
+00:08:43,440 --> 00:08:48,920
+iterations بصي ال probability أعلى انها تاخدها هذا
+
+103
+00:08:48,920 --> 00:08:53,760
+ال .. انت ممكن تغير هنا ال values هذه تغير ال
+
+104
+00:08:53,760 --> 00:08:58,460
+errors تخليها مثلا point five وتشوف أثر ذلك على ال
+
+105
+00:08:58,460 --> 00:09:08,780
+curveطبعا كل عمود له هنا خط يقابله طيب
+
+106
+00:09:08,780 --> 00:09:13,300
+احنا في هذا الحالة بنكون ايش؟ بنكون حاكينا عن ال
+
+107
+00:09:13,300 --> 00:09:17,800
+head warming وال simulated انيليا في الفضل اللي هو
+
+108
+00:09:17,800 --> 00:09:24,960
+ايش؟ ال local beam مظبوط ال local beam باختصار
+
+109
+00:09:24,960 --> 00:09:30,160
+شديد هي يعني شبيهة بال Stochasticبمعنى ان نحن ال
+
+110
+00:09:30,160 --> 00:09:34,920
+node او ال algorithm وهي واقفة على ال node وبتروح
+
+111
+00:09:34,920 --> 00:09:40,160
+تاخد ال K best successors K هنا بمعنى و الخمسة و
+
+112
+00:09:40,160 --> 00:09:43,120
+الأربعة وهذا constant بتبدأ فيه ال algorithm بستمر
+
+113
+00:09:43,120 --> 00:09:47,340
+معاها ثابت و الخمسة او أربعة او سبعة او ما إلى ذلك
+
+114
+00:09:47,340 --> 00:09:51,700
+بتروح تاخد أفضل سبعة الأفضل سبعة هدولة او أفضل
+
+115
+00:09:51,700 --> 00:09:55,640
+خمسة او أفضل تلاتة مش مضرورة يكونوا كلهم أفضل منها
+
+116
+00:09:55,640 --> 00:10:03,910
+okayالمهم هو افضل المتاح افضل عدد من افضل عدد K من
+
+117
+00:10:03,910 --> 00:10:06,730
+المتاح ماشي الحل في هذا الحل ايش بتسوي بعدها
+
+118
+00:10:06,730 --> 00:10:17,330
+بتاخدهم و بتختبرهم و بتستمر في تفحصهم كلهم الان كل
+
+119
+00:10:17,330 --> 00:10:20,270
+واحد بتفحصه كل واحد بتفحصه من هدول الأربعة ممكن
+
+120
+00:10:20,270 --> 00:10:24,890
+يكون له successors صح ولا لأ يبقى الأربعة هدولة لو
+
+121
+00:10:24,890 --> 00:10:28,350
+ال branching factor تلاتةلو ال branching factor
+
+122
+00:10:28,350 --> 00:10:31,450
+تلاتة و احنا عندنا اربعة يمكننا نتوقع ان الاربعة
+
+123
+00:10:31,450 --> 00:10:35,910
+دول يولدوا اتناش اربعة في تلاتة اتناش مظبط صح
+
+124
+00:10:35,910 --> 00:10:39,350
+الاربعة كلهم يولدوا اتناش الان من الاتناش هدول ال
+
+125
+00:10:39,350 --> 00:10:44,350
+children زي الآن احنا اخدنا الاربعة best افضل best
+
+126
+00:10:44,350 --> 00:10:48,870
+key best successes و فحصناهم و اعملهم ال goal اللي
+
+127
+00:10:48,870 --> 00:10:52,740
+هم نبص على مينهذا ال children تبعهم لهم ال 12 ال
+
+128
+00:10:52,740 --> 00:10:57,140
+12 هدولة مابنبصش عليهم كلها مابناخد أحسن K منهم K
+
+129
+00:10:57,140 --> 00:11:02,680
+اتفاجنا أربعة ناخد أحسن أربعة من هذي ال 12 كيف دي
+
+130
+00:11:02,680 --> 00:11:04,580
+يعرف أحسن أربعة؟ نعم كيف دي يعرف أحسن أربعة؟ نعم
+
+131
+00:11:04,580 --> 00:11:07,880
+نعم ال evaluation هذا قضية ال evaluation هذا كل
+
+132
+00:11:07,880 --> 00:11:13,180
+الكلام تبعنا احنا بنحكي under اللي هو ال informer
+
+133
+00:11:13,180 --> 00:11:19,920
+كله under .. لأن في evaluation للناستمام؟ وبهذا
+
+134
+00:11:19,920 --> 00:11:23,540
+القليل انه ال algorithm تبقى ماشية كأنها ماشية على
+
+135
+00:11:23,540 --> 00:11:27,500
+أربع خطوط في أن واحد كأنها بتفحص أربع احتمالات في
+
+136
+00:11:27,500 --> 00:11:32,160
+أن واحد مظبوط؟ مش بتاخد single successor و بتفحصهم
+
+137
+00:11:32,160 --> 00:11:37,840
+بتكبش أربع من ال available و بتفحصهم ربما واحد
+
+138
+00:11:37,840 --> 00:11:42,230
+منهم يكون ال goalإذا و لا واحد منهم جول تروح تاخد
+
+139
+00:11:42,230 --> 00:11:48,490
+كمان capture أربعة اجداد أفضل أربعة من ال .. من ال
+
+140
+00:11:48,490 --> 00:11:52,990
+children وبعد هيك وتستمر في هذا ال .. في هذا ال
+
+141
+00:11:52,990 --> 00:11:57,550
+strategy، واضحة؟ فالأن احنا صار فيه عندنا بالأساس
+
+142
+00:11:57,550 --> 00:12:04,470
+ال .. ال .. ال hill climbing algorithm و ال
+
+143
+00:12:04,470 --> 00:12:10,400
+variants تبعونها و عندنا ال ..الـ Simulated
+
+144
+00:12:10,400 --> 00:12:14,940
+Annealing Algorithm وعندنا الـ Local Beam وكلهم
+
+145
+00:12:14,940 --> 00:12:20,220
+متشابهين قريبين من بعض لأنه بيشاركوا ببعض الخصائص
+
+146
+00:12:20,220 --> 00:12:24,160
+المشتركة زي اللي هو Random Selection الـ Local
+
+147
+00:12:24,160 --> 00:12:28,460
+Beam Algorithm بتتشابه مع الـ Genetic Algorithm
+
+148
+00:12:28,460 --> 00:12:31,080
+الـ Genetic Algorithm موجودة في ال section هذا بس
+
+149
+00:12:31,080 --> 00:12:34,920
+أنا أخليها لأنه احنا فرزها .. احنا فرزها موضوع
+
+150
+00:12:34,920 --> 00:12:41,050
+لحالها قدامأحنا عاملين هيك بنكون أخدنا اللي بدنا
+
+151
+00:12:41,050 --> 00:12:44,470
+يام من هذا ال section اربعة واحد من هذا ال chapter
+
+152
+00:12:44,470 --> 00:12:49,870
+بعد هيك بننتقل الآن على ال chapter اللي بعد خمسة
+
+153
+00:12:49,870 --> 00:12:53,570
+اللي هو chapter خمسة و ناخد برضه منه topic واحد
+
+154
+00:12:53,570 --> 00:12:56,470
+اللي هو ال adversarial search
+
+155
+00:13:22,820 --> 00:13:27,240
+بتفجير ان احنا لسه تحت بندلغ Problem Solving يعني
+
+156
+00:13:27,240 --> 00:13:31,420
+هنا Chapter 5 بيحكي في ال Adverb Serial Search
+
+157
+00:13:34,400 --> 00:13:38,280
+وبتفرع من ال chapter خمسة هذا اللي هو اللي حكى عن
+
+158
+00:13:38,280 --> 00:13:41,940
+ال games و ال optimal decision games و بعد هيك ال
+
+159
+00:13:41,940 --> 00:13:46,380
+alpha beta pruning احنا هنجى فى عند ال alpha beta
+
+160
+00:13:46,380 --> 00:13:56,680
+pruning الان بس بدنا ناخد ال slide من الملف غير عن
+
+161
+00:13:56,680 --> 00:14:01,100
+ال edition اللى عندنا على ال folderفهنا ال game
+
+162
+00:14:01,100 --> 00:14:04,540
+playing جاي في شطر ستة في السلاي دات يعني أنا في
+
+163
+00:14:04,540 --> 00:14:11,400
+الكتاب هو في الخمسة طيب الآن احنا
+
+164
+00:14:11,400 --> 00:14:18,840
+هيكون
+
+165
+00:14:18,840 --> 00:14:25,460
+تركيزنا ال adversarial search على ال mini max ال
+
+166
+00:14:25,460 --> 00:14:27,100
+mini max decision و ال alpha data
+
+167
+00:14:51,640 --> 00:14:55,640
+بس بالأول نفهم الأولاء الأساسي اللي هو adversarial
+
+168
+00:14:55,640 --> 00:15:00,000
+search adversarial جاي من adversary ال adversary
+
+169
+00:15:00,000 --> 00:15:04,180
+اللي هو الشخص المعادي أو الخصم يعني adversarial
+
+170
+00:15:04,180 --> 00:15:09,660
+search اللي هو ال search اللي بيكون فيه problems و
+
+171
+00:15:09,660 --> 00:15:14,380
+مسائل اللي بيكون فيها اتنين خصوم كل واحد بيحاول
+
+172
+00:15:14,380 --> 00:15:20,640
+يغلب الآخر بإنه يعظم مكاسبه و يقلل مكاسب الطرف
+
+173
+00:15:20,640 --> 00:15:24,520
+الآخرهو يعظم الخاسر الطرف الآخر زي لعبة
+
+174
+00:15:24,520 --> 00:15:31,880
+الشاطراليجي زي لعبة ال tic-tac-toe لل X والO تحاول
+
+175
+00:15:31,880 --> 00:15:35,980
+أنت أنت
+
+176
+00:15:35,980 --> 00:15:39,720
+تبدأ مثلا بال O وخصوصا بيحط لك ال X عشان يسكّل
+
+177
+00:15:39,720 --> 00:15:44,740
+عليك أنت بتحط هنا و يسكّل عليك فهي اللعبة أن أنت
+
+178
+00:15:44,740 --> 00:15:50,850
+يشعرالهدف في أعوان اللعبة أن انت هي لعبة طرفين
+
+179
+00:15:50,850 --> 00:15:56,170
+بتخاصموا أو بتنافسوا فيها وكل واحد بده يعظم مكاسبه
+
+180
+00:15:56,170 --> 00:16:01,210
+و يقل المكاسب للآخر ففي هذا النوع من ال problems
+
+181
+00:16:01,210 --> 00:16:04,650
+أو في هذا النوع من ال games عملية ال search بتختلف
+
+182
+00:16:04,650 --> 00:16:10,370
+شويه صغيرة بصير أنا معنى بأنهأجد ال goal .. أجد ال
+
+183
+00:16:10,370 --> 00:16:16,030
+goal state اللي بت .. اللي فيها أعلى value إلي و
+
+184
+00:16:16,030 --> 00:16:19,770
+أقل value ليش هو الخصم تبعك، انت افترض انه انت
+
+185
+00:16:19,770 --> 00:16:22,570
+بتلعب مع ال computer، ال computer هو الخصم، مش هو
+
+186
+00:16:22,570 --> 00:16:27,760
+ضرورة اتنين بين أدمين اللي بيلعبوها يعنيفالان انت
+
+187
+00:16:27,760 --> 00:16:30,800
+بدك تفترض انت ال computer بمعنى ان انت بدك تحط
+
+188
+00:16:30,800 --> 00:16:37,520
+playing technique او playing strategy اللي تلعب مع
+
+189
+00:16:37,520 --> 00:16:43,440
+بنا آدم و تغلب البنا آدم فمثال على هذا او واحدة من
+
+190
+00:16:43,440 --> 00:16:46,900
+ال algorithms او ال techniques اللي ممكن تستخدم في
+
+191
+00:16:46,900 --> 00:16:50,390
+مثل هذا النوع من ال problem اللي هي ال minimaxالـ
+
+192
+00:16:50,390 --> 00:16:53,090
+Minimax أحيانا بيسميها procedure أحيانا بيسميها
+
+193
+00:16:53,090 --> 00:16:57,470
+decision وأحيانا مجازا بيسميها algorithm معينة هي
+
+194
+00:16:57,470 --> 00:17:02,430
+بس مجرد strategy مش algorithm بالمعنى التفصيلي
+
+195
+00:17:02,430 --> 00:17:07,290
+يعني ال minimax ببساطة شديدة احنا خلينا نطلع على
+
+196
+00:17:07,290 --> 00:17:12,110
+example عليها اللي هو
+
+197
+00:17:12,110 --> 00:17:16,230
+ال
+
+198
+00:17:16,230 --> 00:17:17,070
+tic-tac-toe
+
+199
+00:17:20,070 --> 00:17:23,470
+عندك انت في لعبة ال tic-tac-to في الأول بتنبدأ
+
+200
+00:17:23,470 --> 00:17:31,390
+اللحظة فاضية صح فانت عندك كلاب أول كل تمام مربعات
+
+201
+00:17:31,390 --> 00:17:34,790
+خيارات إليك تحط فيها القطعة تبعتك انت راح تفترض
+
+202
+00:17:34,790 --> 00:17:40,230
+انك تبدأ بال X انت تبدأ بال X فعاملك تمام خيارات 1
+
+203
+00:17:40,230 --> 00:17:46,390
+,2,3,4,5,6,7,8,9,10,11,12,13,13,13,13,13,13,13,13
+
+204
+00:17:46,390 --> 00:17:47,490
+,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13
+
+205
+00:17:47,490 --> 00:17:51,190
+,13,13,13,13,13,13,13,13,13,13الان اللاعب اللى بده
+
+206
+00:17:51,190 --> 00:17:54,330
+يكسب اللعبة اللى بنسميه max والطرف التانى اللى
+
+207
+00:17:54,330 --> 00:18:02,330
+بنسميه min max معها ال x و ال min معها ال o فهذه
+
+208
+00:18:02,330 --> 00:18:08,250
+خيارات التسعة اللى فى البداية الان الان
+
+209
+00:18:08,250 --> 00:18:13,570
+ال min بده ياخد كل واحد من خيارات هذوله و يشوف ايش
+
+210
+00:18:13,570 --> 00:18:18,940
+اللى ممكن متاح اللهم و يشوف ايش الأفضل لهفهذا
+
+211
+00:18:18,940 --> 00:18:23,860
+الخيار في منه ان هو يحط ال O على طول هنا او يحط ال
+
+212
+00:18:23,860 --> 00:18:32,720
+O هنا او يحط ال O هنا كل واحد من هذه الخيارات بده
+
+213
+00:18:32,720 --> 00:18:39,600
+يقيم عمله تقييم على اساس ان ال algorithm تختار ال
+
+214
+00:18:39,600 --> 00:18:47,900
+state الأفضل اللى بده توصل في الآخر إلى فوز ل Xأما
+
+215
+00:18:47,900 --> 00:18:53,500
+هك أو بأي شكل آخر من الأشكال ممكن يصل إلى النهاية
+
+216
+00:18:53,500 --> 00:18:57,460
+و ممكن ما يصلش هى ممكن يصل انه تبقى 9 خيارات فهي
+
+217
+00:18:57,460 --> 00:19:00,420
+تطلع منهم اتنين و يبقى 7 خيارات مش اتنين لإن فى او
+
+218
+00:19:00,420 --> 00:19:03,780
+بتلحق كده ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+219
+00:19:03,780 --> 00:19:04,460
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+220
+00:19:04,460 --> 00:19:05,340
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+221
+00:19:05,340 --> 00:19:07,640
+ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+222
+00:19:17,120 --> 00:19:20,280
+يعني max انا عنده 9 خيارات و بدنا نيجي نعملهم
+
+223
+00:19:20,280 --> 00:19:24,940
+evaluation و ناخد ال best على أي أساس ايش هي ال
+
+224
+00:19:24,940 --> 00:19:29,040
+evaluation function او ال fitness function او ال
+
+225
+00:19:29,040 --> 00:19:35,160
+objective function اللي ممكن احنا نتبناها في حالة
+
+226
+00:19:35,160 --> 00:19:40,320
+زي هذه الحالة في هذا اللعبة هذا
+
+227
+00:19:40,320 --> 00:19:46,860
+الوضع لو انا حطيت ال X هنا هل أفضل من هذاواللي
+
+228
+00:19:46,860 --> 00:19:50,640
+أفضل واللي هذا أفضل مين الأفضل ايش القاعدة اللي
+
+229
+00:19:50,640 --> 00:19:54,540
+على أساسها بنا نقيم من القواعد السابقة اللي تمتلها
+
+230
+00:19:54,540 --> 00:19:57,880
+دول لا هذه لعبة جديدة بدها قاعدها الخاصة ميني ماكس
+
+231
+00:19:57,880 --> 00:20:02,720
+ماقدرش أجيب قواعد ال rules يوريستيك تبع ال .. انا
+
+232
+00:20:02,720 --> 00:20:05,740
+مابقولها أشهر أخرى تبقى ميني ماكس جابنا لسه احنا
+
+233
+00:20:05,740 --> 00:20:07,900
+ماحكياش في ميني ماكس بس احنا بناحكي الآن على
+
+234
+00:20:07,900 --> 00:20:10,920
+fitness function اللي نعطيها لميني ماكس اللي على
+
+235
+00:20:10,920 --> 00:20:15,490
+أساسها تشتغل ايش ال fitness functionاللي بدنا
+
+236
+00:20:15,490 --> 00:20:19,770
+نستخدمها في تقييم في وضع إيش أنه هذه والله اللي
+
+237
+00:20:19,770 --> 00:20:22,910
+بتتقربني ولا هذي بتتقربنى أكتر ولا هذي بتتقربنى
+
+238
+00:20:22,910 --> 00:20:26,610
+أكتر للإيش لل winning عرف أنا كل واحدة لما أحطها
+
+239
+00:20:26,610 --> 00:20:30,990
+في المصر إيش هو يعني إيش احتمالاته عشان ينجح أيوة
+
+240
+00:20:30,990 --> 00:20:35,390
+أيوة إيش عدد إيش ممكن أقصى إيش ممكن يعمل يعني وانت
+
+241
+00:20:35,390 --> 00:20:41,130
+الصادق بتقدر تقول إيش عدد المنافر أو الاحتمالات
+
+242
+00:20:41,130 --> 00:20:44,710
+اللي أنا لازالت مفتوحة أمامي اللي أفوز منهايعني
+
+243
+00:20:44,710 --> 00:20:49,090
+مثلا انا هنا بقدر افوز في هذا الاتجاه بقدر افوز
+
+244
+00:20:49,090 --> 00:20:54,910
+هيك بقدر افوز هيك صح؟ احتماليات للفوز لو انا حطيت
+
+245
+00:20:54,910 --> 00:21:01,810
+ال X هنا و هو ماانتبهش و غمض اينه ولا كده و حطلي
+
+246
+00:21:01,810 --> 00:21:06,930
+مثلا هنا ولا هنا انا بقدر احط هذه هيك و في اللي
+
+247
+00:21:06,930 --> 00:21:12,490
+بعدها احط هيك فهذا الوضعهو عبارة عن مبتدأ أو بداية
+
+248
+00:21:12,490 --> 00:21:16,510
+لإحتمالي ان انا افوز لإحتمالي ان انا افوز إذا أبيت
+
+249
+00:21:16,510 --> 00:21:19,810
+هذا الاتجاه و برضه إذا أبيت هذا الاتجاه و برضه
+
+250
+00:21:19,810 --> 00:21:24,770
+فهذا الوضع فتحلي تلات احتمالات للفوز هذا الوضع
+
+251
+00:21:24,770 --> 00:21:30,930
+فتحلي أكم احتمال هاي واحد هاي اتنين بس تمام و كده
+
+252
+00:21:30,930 --> 00:21:34,950
+بحط هنا تلاتة و بحط هنا اتنين على اساس يعنيش هذه
+
+253
+00:21:34,950 --> 00:21:39,250
+ال evaluation او ال fitness value تبع كل واحد من
+
+254
+00:21:39,250 --> 00:21:45,420
+ال studentsطب هذا ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة
+
+255
+00:21:45,420 --> 00:21:51,620
+ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة أربع أربع أربع
+
+256
+00:21:51,620 --> 00:21:53,280
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+257
+00:21:53,280 --> 00:21:55,020
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+258
+00:21:55,020 --> 00:21:55,680
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+259
+00:21:55,680 --> 00:21:57,360
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+260
+00:21:57,360 --> 00:22:06,440
+أربع أربع أ
+
+261
+00:22:10,250 --> 00:22:15,250
+لو انا هنا و الخصم تبعي لو انا افترض ان الخصم تبعي
+
+262
+00:22:15,250 --> 00:22:18,850
+انا بعد ما لعبت X الخصم تبعي بحط ال O هنا صرت انا
+
+263
+00:22:18,850 --> 00:22:24,390
+في هذا الوضع انا Max صرت في هذا الوضع لان اكم اكم
+
+264
+00:22:24,390 --> 00:22:29,250
+خيار متحقني طبعا متحقني لسه واحد اتنين تلاتة اربع
+
+265
+00:22:29,250 --> 00:22:34,590
+خمس ستة سبعة سبع احتمالات اني اش العب هدول بس
+
+266
+00:22:34,590 --> 00:22:39,650
+تلاتة منهملكن هذا الخيار الآن انا بقدر افوز بهذا
+
+267
+00:22:39,650 --> 00:22:44,410
+الاحتمال او هذا الاحتمال فقط اي حركة اخرى مافيها
+
+268
+00:22:44,410 --> 00:22:49,570
+مجال لأفوز فالعكس ممكن تكون ضرر اللي يعطي مجال
+
+269
+00:22:49,570 --> 00:22:54,790
+القصم تبع النفوذ فاحنا في كل الأحوال في كل ال
+
+270
+00:22:54,790 --> 00:22:58,450
+states هي strategy او قالية واحدة او heuristic
+
+271
+00:22:58,450 --> 00:23:05,630
+واحدة اللي بنتبعها في تقييم ال states اللي هم عدد
+
+272
+00:23:05,820 --> 00:23:11,020
+ال possibilities أو احتمالات الفوز من الوضع تبع
+
+273
+00:23:11,020 --> 00:23:15,160
+هذا ال state طيب بعدين لسه ما حكيناش في ال minimax
+
+274
+00:23:15,160 --> 00:23:23,260
+procedure ال minimax procedure تقص على انه احنا ما
+
+275
+00:23:23,260 --> 00:23:26,220
+زال صار في عندنا ما زال عندنا ال initial state و
+
+276
+00:23:26,220 --> 00:23:29,460
+عارفين كل الخيارات اللي بتطلع منها و عارفين ايش
+
+277
+00:23:29,460 --> 00:23:32,260
+الاحتمالات تبع كل هذا الخيار كل واحد من هذه
+
+278
+00:23:32,260 --> 00:23:37,510
+الخيارات ايش ممكن التخصم يعملبقدر انا اتعمق في ال
+
+279
+00:23:37,510 --> 00:23:45,630
+tree لاخرة لاخرة و احط تقييم لل leaf
+
+280
+00:23:45,630 --> 00:23:52,030
+nodes لل end states احط تقييم لل leaf states يعني
+
+281
+00:23:52,030 --> 00:23:57,710
+ايه دي اخش depth first و اقول هذه ال state ايش
+
+282
+00:23:57,710 --> 00:24:05,120
+الانضال منها خيار خيارين تلاتة فمن احسن واحد فيهمو
+
+283
+00:24:05,120 --> 00:24:09,300
+أسجل الخيارة كل واحد منهم إيش ال valley تبعه
+
+284
+00:24:09,300 --> 00:24:13,560
+وبعدين أنا أشوف هذه ال state في دور من إذا في دور
+
+285
+00:24:13,560 --> 00:24:20,500
+من أنا أعلم إن من هيبحث عن الخيار الأقل لأن الأقل
+
+286
+00:24:20,500 --> 00:24:27,600
+هو أقل إلي هو مكسب إله الأقل هنا يعني هنا هذا أحسن
+
+287
+00:24:27,600 --> 00:24:33,760
+إلي لكن هذا أحسن لمن مصبوط صح هذا يعني الرقم
+
+288
+00:24:33,760 --> 00:24:40,770
+العاليهو كويس ل max و المقام المنخفض هو كويس ل min
+
+289
+00:24:40,770 --> 00:24:45,370
+فإذا كان هى فضوع من انا اعلى منه اذا افترض هذه
+
+290
+00:24:45,370 --> 00:24:50,710
+تلتة و هذه واحد انا اعلى منه منه هياخد واحد هياخد
+
+291
+00:24:50,710 --> 00:24:55,150
+الخيار هذا هيمشي في هذا الاتجاه لأنه سيء لي صح او
+
+292
+00:24:55,150 --> 00:25:02,430
+لا انا؟ يبكى اذا هذا خيار كمان كان فيه خيارين
+
+293
+00:25:02,430 --> 00:25:08,120
+تانينوالتلاتة هدولة لهم parent state نفترض هذا
+
+294
+00:25:08,120 --> 00:25:15,020
+واحد وهذا تلاتة وهذا سبعة طيب okay هدولة كلهم
+
+295
+00:25:15,020 --> 00:25:19,360
+الخيارات المتاحة لمن ومن حتما هياخد هذا لأنه أسوأ
+
+296
+00:25:19,360 --> 00:25:26,320
+لي طيب انا هكون دلوقت قبله اي خيار هاخد سبعة صح
+
+297
+00:25:26,320 --> 00:25:32,120
+فالعملية بتسمح ان احنابنقدر نيجي نفكر في الأمر
+
+298
+00:25:32,120 --> 00:25:36,480
+كالتالي نبسط بس القضية بتلاتة levels التلاتة
+
+299
+00:25:36,480 --> 00:25:41,100
+levels هدولة فتوضح أن هدولة ليش ال leaf nodes leaf
+
+300
+00:25:41,100 --> 00:25:47,120
+states Max بيلعب أول خطوة بعدين من بعدين بيكون دور
+
+301
+00:25:47,120 --> 00:25:51,060
+Max الآن في دور Max هدى التلاتة والاثمان والاثمان
+
+302
+00:25:51,060 --> 00:25:56,420
+والاثنين هدولة عبارة عن ليش ال heuristic values او
+
+303
+00:25:56,420 --> 00:26:01,330
+ال evaluations تباركة ال statesاذا انا اعلم ان هذا
+
+304
+00:26:01,330 --> 00:26:10,790
+ال node هو 12 وهذا 8 انا اعلم ان من حتما هيختار
+
+305
+00:26:10,790 --> 00:26:16,090
+الأقل
+
+306
+00:26:16,090 --> 00:26:20,050
+وهنا
+
+307
+00:26:20,050 --> 00:26:23,270
+نفس الشيء هيختار الأقل و هنا نفس الشيء هيختار
+
+308
+00:26:23,270 --> 00:26:24,310
+الأقل
+
+309
+00:26:27,180 --> 00:26:31,800
+لو انا عملت حركة action one action two action
+
+310
+00:26:31,800 --> 00:26:35,680
+تلاتة action one اعطاني هذه و action two اعطاني
+
+311
+00:26:35,680 --> 00:26:41,840
+هذه و action three اعطاني هذه اعمل اي action فيهم
+
+312
+00:26:41,840 --> 00:26:45,160
+اذا انا عندي تلاتة possible if انا واحد واحد في
+
+313
+00:26:45,160 --> 00:26:49,120
+هنا لسه اللحظة فاضية و معايا تلاتة possible
+
+314
+00:26:49,120 --> 00:26:56,240
+actions و انا اعلم كل action كده مدى ضرر علياالأقل
+
+315
+00:26:56,240 --> 00:27:00,560
+ضرران فانا
+
+316
+00:27:00,560 --> 00:27:03,500
+الأن بدي أاخد الأقل ضرران اللي هو الأعلى قيمة لي
+
+317
+00:27:03,500 --> 00:27:10,920
+تلاتة تلاتة هنا القيمة الأعلى لي صح فانا حتما هاخد
+
+318
+00:27:10,920 --> 00:27:14,280
+ال action number one مظبوط الكلام ولا لأ هتمثل ال
+
+319
+00:27:14,280 --> 00:27:17,940
+minimum نعم هتمثل القيمة الأعلى في ال minimum صح
+
+320
+00:27:17,940 --> 00:27:23,030
+طبعا كيف ال values هذه هي القيمة تبعت ال stateأنا
+
+321
+00:27:23,030 --> 00:27:27,330
+ك max ببحث عن القيم العليا، من يبحث عن القيم
+
+322
+00:27:27,330 --> 00:27:32,610
+المنخفضة، خلاص؟ فانا الآن عندي ال state ابتدائية،
+
+323
+00:27:32,610 --> 00:27:36,970
+و أمامي possible one, two, three actions، وأنا أهم
+
+324
+00:27:36,970 --> 00:27:40,300
+أن هذا ال actionهيدخلني على state ال value تبعها
+
+325
+00:27:40,300 --> 00:27:43,040
+تلاتة وهذا هيدخلني على state ال value تبعها اتنين
+
+326
+00:27:43,040 --> 00:27:45,980
+وهذا على state ال value تبعها اتنين يبقى انا لازم
+
+327
+00:27:45,980 --> 00:27:50,020
+اختار ال action اللي هيدخلني على state صح فهذا
+
+328
+00:27:50,020 --> 00:27:54,380
+ببساطة هي ال minimax procedure او ال minimax
+
+329
+00:27:54,380 --> 00:28:00,440
+algorithm فببساطة شدي ان احنا اول step في هذا ال
+
+330
+00:28:00,440 --> 00:28:05,960
+procedure إيش
+
+331
+00:28:05,960 --> 00:28:06,460
+expand
+
+332
+00:28:11,480 --> 00:28:16,180
+فقدر أقول هيك إن أنا بدي أفرد أو generate الفضاء
+
+333
+00:28:16,180 --> 00:28:22,000
+الاحتمالات كله وإلا كيف بدي أعمل evaluation لل
+
+334
+00:28:22,000 --> 00:28:27,320
+leaf nodes كيف بتوصل لها لازم أبجأ غصط إلى نهاية
+
+335
+00:28:27,320 --> 00:28:33,100
+اللي هو ال search space بعدين افردت الفضاء
+
+336
+00:28:33,100 --> 00:28:37,040
+الاحتمالات كله افرد بعدين تفترح تفترح تعمل
+
+337
+00:28:37,040 --> 00:28:37,980
+evaluation في الأول
+
+338
+00:28:46,410 --> 00:28:52,490
+leaf nodes اللي يعني leaf states عملنا evaluation
+
+339
+00:28:52,490 --> 00:28:56,250
+عملنا أيش عملنا evaluation؟ حاطينا الأقامة دي صح؟
+
+340
+00:28:56,250 --> 00:29:00,890
+حاطيناها بناء علاش مانحطها evaluation function او
+
+341
+00:29:00,890 --> 00:29:10,450
+heuristic rule صح؟ ثلاثة هتقطع نعم؟ بدنا نروح حل
+
+342
+00:29:10,880 --> 00:29:19,520
+نرحل ال values الى ال parent nodes ال parent تبعه
+
+343
+00:29:19,520 --> 00:29:23,120
+في دور مين؟ في دور من؟ اذا في دور من يبقى بيرحل ال
+
+344
+00:29:23,120 --> 00:29:24,000
+minimum value
+
+345
+00:29:44,340 --> 00:29:49,820
+propagate يعني نرحلها بعدين
+
+346
+00:29:49,820 --> 00:29:56,400
+خلاص مضلش الشيء خلاص الان الكمبيوتر بيلعب هون غامض
+
+347
+00:29:56,400 --> 00:30:03,580
+ليش؟ لأن هذه التلاتة بتقوله خد ال node لأ لأ رقم
+
+348
+00:30:03,580 --> 00:30:11,100
+تلاتة ال limit التلاتة يعني كل node لها value صح؟
+
+349
+00:30:11,100 --> 00:30:16,530
+صح؟ و المعروف من ال actionاللي بيوصل إليها ال
+
+350
+00:30:16,530 --> 00:30:21,670
+system الآن و هو مغمض بدي أخد ال action المرتبط
+
+351
+00:30:21,670 --> 00:30:26,610
+بال value خلاص انت صار عنده من البداية صار عنده من
+
+352
+00:30:26,610 --> 00:30:32,650
+البداية أن أحسن state و أنت واقف هنا أحسن state هي
+
+353
+00:30:32,650 --> 00:30:37,050
+ال state اللي ال value تبعها تلاتة طيب ماشي الحل
+
+354
+00:30:37,050 --> 00:30:39,150
+وين ال action؟ ال action اي واحد هو اللي بيودين
+
+355
+00:30:39,150 --> 00:30:45,890
+عليه خلاص و بعد هيك بعد ما يلعب هذابعد ما يصير في
+
+356
+00:30:45,890 --> 00:30:52,790
+stay تلاتة تلقائيا احنا فاهمين ان الخصم يلعب بنفس
+
+357
+00:30:52,790 --> 00:30:59,390
+العقلية فهيروح ياخد هادي مش لأنها تلاتة افضل لأ
+
+358
+00:30:59,390 --> 00:31:03,470
+لأنها تلاتة اقل هيدكدي هنا الان هادي ايش ال
+
+359
+00:31:03,470 --> 00:31:10,750
+children تفرع منها فانا باخد ال child الليبس هو ..
+
+360
+00:31:10,750 --> 00:31:14,950
+هو عمليا لو ولا واحد فيهم غلط و واحد منه ضال يختار
+
+361
+00:31:14,950 --> 00:31:21,330
+ال minima و ضال يختار ال minimax النهاية الحتمية
+
+362
+00:31:21,330 --> 00:31:25,870
+ان اللعب اتسكر و ما حدا فوز اي بالظبط ان انت بتركز
+
+363
+00:31:25,870 --> 00:31:31,070
+على ان هناك يطلع ان الخصم تبعك يخرج عن تفكير ال
+
+364
+00:31:31,070 --> 00:31:35,190
+minimax اذا نفس ال system لعب اتحاله اقل نتيجة
+
+365
+00:31:35,190 --> 00:31:41,960
+ممكن ياخدها تعادأنا بنتبهت أنه ممكن لو أخد الأفضل
+
+366
+00:31:41,960 --> 00:31:45,040
+لو أنا أخدت الأربعة اللي في النص هذه مستحيل يبقى
+
+367
+00:31:45,040 --> 00:31:49,700
+خسارة فيه زي في ال .. في ال XO يعني مثلا لو أنا
+
+368
+00:31:49,700 --> 00:31:52,980
+أخدت الأربعة اللي في النص أنا مستحيل أخسر فيها
+
+369
+00:31:52,980 --> 00:31:55,760
+نيارية الأربعة في النص ماشي قصدك الأربعة في النص
+
+370
+00:31:55,760 --> 00:31:59,560
+لو أنا أخدت الأربعة ال value أربعة كانت في ال XO
+
+371
+00:31:59,560 --> 00:32:03,540
+مستحيل خسارة فيهايعني انت ممكن مش two goals ورا
+
+372
+00:32:03,540 --> 00:32:07,540
+بعض لأ فاهم لأ انا فاهم يطلع عندي اربع ال value
+
+373
+00:32:07,540 --> 00:32:12,700
+اربع يعني في ال X و لو نرجع احنا لو احنا لو احنا
+
+374
+00:32:12,700 --> 00:32:12,860
+لو احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+375
+00:32:12,860 --> 00:32:12,900
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+376
+00:32:12,900 --> 00:32:12,980
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+377
+00:32:12,980 --> 00:32:13,460
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+378
+00:32:13,460 --> 00:32:13,480
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+379
+00:32:13,480 --> 00:32:17,060
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+380
+00:32:17,060 --> 00:32:22,640
+احنا لو احنا لو احنا لو احنا
+
+381
+00:32:22,640 --> 00:32:26,600
+لو
+
+382
+00:32:26,600 --> 00:32:30,060
+احنا
+
+383
+00:32:31,370 --> 00:32:37,710
+سلابك هي تحط هنا و لا تحط هنا و جذبه على two win
+
+384
+00:32:37,710 --> 00:32:41,490
+possibility إذا جيت ال X اللي في النص مع أي X على
+
+385
+00:32:41,490 --> 00:32:45,810
+الزاوية تمام لما يحط X في أي مكان بصير عنده احتمال
+
+386
+00:32:45,810 --> 00:32:50,890
+ينفوذ يعني احتمال ينفوذ مؤكد بيصير إذا حط X هنا في
+
+387
+00:32:50,890 --> 00:32:56,350
+الزاوية في الزاوية صحيح تمام بصير في عنده إيش هذا
+
+388
+00:32:56,350 --> 00:33:01,300
+أي واحد احتماله و حط X في أي مكانحط X في أي مكان
+
+389
+00:33:01,300 --> 00:33:04,960
+تاني في أي مكان تاني
+
+390
+00:33:09,480 --> 00:33:13,340
+عمليا لو حد بدأت .. لو حد بدأت بيحط هنا و بعدين
+
+391
+00:33:13,340 --> 00:33:16,760
+بيحط في اي مكان تاني اه صحيح زي كده اه و سنعمله
+
+392
+00:33:16,760 --> 00:33:20,400
+هذا و سنعمله هذا بس في حاجة هو عمليا .. هو الخصم
+
+393
+00:33:20,400 --> 00:33:23,600
+تبعك مش حاسيبك طبعا هو الخصم تبعك و انت حاططها في
+
+394
+00:33:23,600 --> 00:33:26,600
+النص و هيروح يسكر عليك الزوايا او بحاجة هيعملها
+
+395
+00:33:26,600 --> 00:33:31,200
+يسكر الزوايا بالظبط ده هيك نفسي ثالث صحيح؟ اه
+
+396
+00:33:31,200 --> 00:33:33,820
+بتاخدش اتنين roles و اربعة صحيح بس انا بقول يعني
+
+397
+00:33:33,820 --> 00:33:38,460
+هو بالنسبة لسيس .. الموضوع .. الموضوع ال minimaxزي
+
+398
+00:33:38,460 --> 00:33:42,700
+ما قلنا في الأول أن الطرفين
+
+399
+00:33:42,700 --> 00:33:47,520
+لازم هيتعادلوا إلا إذا واحد ارتكب خطأ خارج عن نص
+
+400
+00:33:47,520 --> 00:33:52,060
+ال minimax procedure طبعا احنا بنفترض أن هذا وارد
+
+401
+00:33:52,060 --> 00:33:55,820
+لأن واحد منهم هيكون computer و التاني human human
+
+402
+00:33:55,820 --> 00:34:00,780
+الخطأ هيجي من ال human او ضعيف ييجي من ال system
+
+403
+00:34:04,960 --> 00:34:08,440
+زي ما كانت الـ idea to choose the move to position
+
+404
+00:34:08,440 --> 00:34:12,200
+with the highest minimax value best available
+
+405
+00:34:12,200 --> 00:34:19,660
+payoff against the best play طيب،
+
+406
+00:34:19,660 --> 00:34:24,980
+أيش بدنا نطلع الأن؟ نطلع على أن ال properties
+
+407
+00:34:24,980 --> 00:34:27,800
+تبعتها، حتى واحدة اللي كنا بنحكي فيه، إيه علاقة
+
+408
+00:34:27,800 --> 00:34:31,560
+بال properties؟ المعنى أن مثلا ال completeness، هل
+
+409
+00:34:31,560 --> 00:34:34,740
+هي complete؟ هل هي بتجد حل دائما؟
+
+410
+00:34:37,610 --> 00:34:43,510
+هل تجد حل دائما؟ طبعا تجد بشرط ان ال search space
+
+411
+00:34:43,510 --> 00:34:48,690
+ي define it مايبقاش ال هذا لنهيه و الأصل مامش هقدر
+
+412
+00:34:48,690 --> 00:34:55,210
+اشتغل شرط مصمم لازم اصل ال leaf nodes طبعا انا
+
+413
+00:34:55,210 --> 00:34:59,730
+ممكن اذا infinite اجسم الشغل by iterative
+
+414
+00:34:59,730 --> 00:35:06,340
+deepeningiterative deepening بس هذا عشان اقدر
+
+415
+00:35:06,340 --> 00:35:12,820
+اشتغل يعني اجي ال tree تتمدد
+
+416
+00:35:12,820 --> 00:35:17,220
+فانا مش هقدر اقوس deep first او deep first
+
+417
+00:35:17,220 --> 00:35:21,460
+فبالتالي اجي اقول بدي اشتغل على L بالسبب ستة واطبع
+
+418
+00:35:21,460 --> 00:35:25,420
+على هدول ال notes علي ان هم ايش هم leaf notes مع
+
+419
+00:35:25,420 --> 00:35:29,240
+انه انا اعلم انه لسه في بتفرع منهم children بس انا
+
+420
+00:35:29,240 --> 00:35:33,840
+عشان اقدر اشتغل اعمل هدول ايشleaf nodes و اقيمهم
+
+421
+00:35:33,840 --> 00:35:36,980
+اعتبرهم يعني leaf nodes و اقيمهم و اشتغل على هذا
+
+422
+00:35:36,980 --> 00:35:44,340
+الأساس طبعا وصلت لمقطة اللي لابا لسه مستمرة المقطة
+
+423
+00:35:44,340 --> 00:35:49,460
+اللي لابا فيها بشوف ايش ال tree اللي بتتفرع منها و
+
+424
+00:35:49,460 --> 00:35:55,580
+باخد برضه و باخد depth limited ماشي بس هذا عبارة
+
+425
+00:35:55,580 --> 00:36:00,340
+عن مخرج من عملية ال infinite depth
+
+426
+00:36:02,430 --> 00:36:05,710
+طبعا صح مخرج ولكن لا يضمن لي ان انا اجد solution
+
+427
+00:36:05,710 --> 00:36:11,890
+او اجد يعني ال best move لان اللي انا حسبته بناء
+
+428
+00:36:11,890 --> 00:36:17,250
+على هذا المستوى قد يكون خاطئ وممكن يهزمني القصم
+
+429
+00:36:17,250 --> 00:36:22,950
+لان انا اشتغلت على جزء من الصورة طيب ال optimality
+
+430
+00:36:23,240 --> 00:36:27,140
+نعم بيكون optimal طبعا برضه كمان ياشهر في ظل اللي
+
+431
+00:36:27,140 --> 00:36:31,040
+هو ان تبقى limited و برضه بيكون optimal على أساس
+
+432
+00:36:31,040 --> 00:36:38,240
+ان القسم تبعك بيحاول يسعى الى لا تمام ال time
+
+433
+00:36:38,240 --> 00:36:45,340
+complexity P to the M و ال space complexity P O of
+
+434
+00:36:45,340 --> 00:36:46,180
+P M
+
+435
+00:36:49,100 --> 00:36:54,260
+مضطرين نوقف هنا بس في ضايل شغلة بسيطة بنحاول نحكي
+
+436
+00:36:54,260 --> 00:36:58,800
+فيها الآن وإذا كافل معانا الوقت إذا ما كفاش وقت
+
+437
+00:36:58,800 --> 00:37:04,440
+بنكملها المرة الجاية وهي أنه في هذا النوع من ال
+
+438
+00:37:04,440 --> 00:37:12,180
+search ال minimax procedure ممكن أنا محتاجش أعمل
+
+439
+00:37:12,180 --> 00:37:20,380
+evaluation لكل ال tree evaluationبمعنى ايش انه انا
+
+440
+00:37:20,380 --> 00:37:29,000
+الان في دور ال max وفردت ال children لسه مش عارف
+
+441
+00:37:29,000 --> 00:37:33,500
+اكمل child بس طلعت لجيت في عندي child و ال child
+
+442
+00:37:33,500 --> 00:37:36,960
+هذا بده اخش اشوف ايش بتفرع منه فخشيت و اتفرع و
+
+443
+00:37:36,960 --> 00:37:41,020
+لجيت انه في تلتة children الان انا هنا في هذا ال
+
+444
+00:37:41,020 --> 00:37:46,120
+level في دور ال max قبل هي كده في دور مني انا اعلم
+
+445
+00:37:46,120 --> 00:37:52,690
+انه في دور منيأه من هياخد ال minimum من هدول ال
+
+446
+00:37:52,690 --> 00:37:58,850
+children فحتما هياخد التلاتة صح طيب الآن خلصنا من
+
+447
+00:37:58,850 --> 00:38:03,410
+هذا الطريق بما نشوف إذا في child تاني و هل ال
+
+448
+00:38:03,410 --> 00:38:10,050
+child تاني بتفرع منه ال children ولا لأ الآن أنا
+
+449
+00:38:10,050 --> 00:38:17,770
+لجيت أن ال child هذا بتفرع منه تلاتةأول راح احد
+
+450
+00:38:17,770 --> 00:38:21,350
+منهم مفهزته وجدت الـ heuristic value او ال fitness
+
+451
+00:38:21,350 --> 00:38:26,770
+function value تبقى 2 اتنين هذه ماشي خلينا نحطها
+
+452
+00:38:26,770 --> 00:38:31,190
+هنا مؤقتا بس فاكر معايا انت الاتنين هذه و هي مؤقتة
+
+453
+00:38:31,190 --> 00:38:36,310
+احنا لسه بدنا نشوف جدام ال children الأخرين نطلع
+
+454
+00:38:36,310 --> 00:38:40,870
+عليهم عشان نعملهم evaluation طيب اذا كان ال value
+
+455
+00:38:40,870 --> 00:38:46,940
+سبعتهم اكبر من 2 بلزمه او بلزم ان انابالظبط ان انا
+
+456
+00:38:46,940 --> 00:38:55,680
+اطلع لهم الـ min هذا ال max
+
+457
+00:38:55,680 --> 00:39:00,020
+لما شاف التلاتة هذه لما شاف النود هذه ال value
+
+458
+00:39:00,020 --> 00:39:05,560
+تبعها تلاتة هو محتاج يستمر في البحث املا على امل
+
+459
+00:39:05,560 --> 00:39:11,300
+ان يجد شيء افضل من التلاتة صح؟ صح؟ طيب الان هو خرش
+
+460
+00:39:11,300 --> 00:39:15,220
+على هذا و لجل ال child تبعه اتنينخش على هذا الـ
+
+461
+00:39:15,220 --> 00:39:19,380
+chart و لا على هذا الـ chart تبقى 2 طيب أكمل عشان
+
+462
+00:39:19,380 --> 00:39:24,900
+أبحث عن إشي أقل من الإتنين ما هو أنا في دور من
+
+463
+00:39:24,900 --> 00:39:29,220
+الإتنين هذي مش هتتبدل إلا إذا في إشي أقل منها طب و
+
+464
+00:39:29,220 --> 00:39:33,760
+ليش أصلا أخش أدور على إشي أقل من الإتنين إذا كان
+
+465
+00:39:33,760 --> 00:39:37,720
+ال maths جاعة ببحث عن إشي أكبر من التلاتة؟ شو
+
+466
+00:39:37,720 --> 00:39:42,400
+معناه هذا؟ معناه هذا كان إن أنا بقدر أوقف البحث
+
+467
+00:39:42,950 --> 00:39:47,030
+أوقف عملية استكشاف ال children و مجرد ما اني انا
+
+468
+00:39:47,030 --> 00:39:51,430
+لجيت ال child هذا و عرفت ان ال value تبع اتنين ال
+
+469
+00:39:51,430 --> 00:39:54,930
+linguistic value تبع اتنين و الاتنين هذه مبدئيا
+
+470
+00:39:54,930 --> 00:39:58,210
+بدأت تترحل ال parent اللي هو في دور ال man و
+
+471
+00:39:58,210 --> 00:40:04,210
+بنستمر في البحث وشوف اذا في children اخرى اخرى و
+
+472
+00:40:04,210 --> 00:40:08,650
+هذا ال children اذا واحد منهم اقل من الاتنين بدنا
+
+473
+00:40:08,650 --> 00:40:15,170
+نبدل الاتنينبهذا ال value طب و ليش اخش في العملية
+
+474
+00:40:15,170 --> 00:40:20,370
+هذه اذا كان انا اعلم ان ال parent تبعي ال parent
+
+475
+00:40:20,370 --> 00:40:25,490
+اللي هو في دور ال max بيدور على state ال value
+
+476
+00:40:25,490 --> 00:40:30,730
+تبعها اكبر من تلاتة و انا بدأ اخش اعمل search ادور
+
+477
+00:40:30,730 --> 00:40:34,760
+علىState الفئة تبقى على قدم اتنين مالوش لازم هذا
+
+478
+00:40:34,760 --> 00:40:38,720
+الكلام يبقى بقف الوقف هادي او توقيف ال search اسمه
+
+479
+00:40:38,720 --> 00:40:42,660
+Pruning Pruning يعني احنا كأننا بنجلم في شجرة شجرة
+
+480
+00:40:42,660 --> 00:40:48,240
+بنجسكس في الأفروع اللي مش لازم تمام هنا نفس الشيء
+
+481
+00:40:48,240 --> 00:40:50,560
+عن هذا الكلام بنفصل في المحاضرة الجاية ان شاء الله
+
+482
+00:40:50,560 --> 00:41:01,630
+بس انت بدك تستبعد انه عملية ال searchممكن تختزل
+
+483
+00:41:01,630 --> 00:41:08,130
+بشكل كبير من خلال ال proning طيب يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb72514890bb1efd737bb759bbf4f3a9b4e1c7f1
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4646, "start": 20.94, "end": 46.46, "text": "بسم الله الرحمن الرحيم المحاضرة هاد ان شاء الله بنكمل اخر كلمتين وقفنا عندهم المحاضرة الماضية ونبدأ في موضوع جديد موضوع جديد صحيح لكن تحت موضوع الكبير اللي هو hill search المحاضرة الماضية كنا حكينا عن ال hill climbing كان هذا المحور الأساسي للمحاضرة الماضية ال hill climbing", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 9673, 5016, 46958, 25720, 8032, 18513, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 1975, 34740, 9122, 19528, 2655, 9957, 4032, 4587, 5172, 8315, 43242, 16095, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 4032, 1863, 44510, 10721, 8978, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 20328, 5016, 1829, 5016, 44381, 6055, 33753, 3714, 2407, 11242, 45367, 33251, 3555, 13546, 13672, 1829, 31439, 10997, 3164, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 9122, 8315, 11331, 4117, 1829, 8315, 18871, 2423, 10997, 14780, 25961, 23758, 9673, 5016, 13063, 16247, 3794, 32277, 1829, 5296, 19528, 5016, 46958, 25720, 9673, 46958, 10632, 2423, 10997, 14780], "avg_logprob": -0.14903845746293026, "compression_ratio": 2.1227272727272726, "no_speech_prob": 3.5762786865234375e-07, "words": [{"start": 20.94, "end": 21.24, "word": "بسم", "probability": 0.789794921875}, {"start": 21.24, "end": 21.38, "word": " الله", "probability": 0.96630859375}, {"start": 21.38, "end": 21.68, "word": " الرحمن", "probability": 0.9532877604166666}, {"start": 21.68, "end": 22.12, "word": " الرحيم", "probability": 0.9869791666666666}, {"start": 22.12, "end": 23.8, "word": " المحاضرة", "probability": 0.9473876953125}, {"start": 23.8, "end": 23.98, "word": " هاد", "probability": 0.31427001953125}, {"start": 23.98, "end": 24.08, "word": " ان", "probability": 0.763671875}, {"start": 24.08, "end": 24.3, "word": " شاء", "probability": 0.982177734375}, {"start": 24.3, "end": 24.34, "word": " الله", "probability": 0.96142578125}, {"start": 24.34, "end": 25.08, "word": " بنكمل", "probability": 0.822998046875}, {"start": 25.08, "end": 25.46, "word": " اخر", "probability": 0.70068359375}, {"start": 25.46, "end": 25.98, "word": " كلمتين", "probability": 0.981689453125}, {"start": 25.98, "end": 27.74, "word": " وقفنا", "probability": 0.811279296875}, {"start": 27.74, "end": 28.04, "word": " عندهم", "probability": 0.9853515625}, {"start": 28.04, "end": 28.5, "word": " المحاضرة", "probability": 0.939697265625}, {"start": 28.5, "end": 29.4, "word": " الماضية", "probability": 0.9853515625}, {"start": 29.4, "end": 30.34, "word": " ونبدأ", "probability": 0.927734375}, {"start": 30.34, "end": 30.52, "word": " في", "probability": 0.89111328125}, {"start": 30.52, "end": 31.1, "word": " موضوع", "probability": 0.9954833984375}, {"start": 31.1, "end": 32.12, "word": " جديد", "probability": 0.99267578125}, {"start": 32.12, "end": 33.12, "word": " موضوع", "probability": 0.8515625}, {"start": 33.12, "end": 33.42, "word": " جديد", "probability": 0.9801432291666666}, {"start": 33.42, "end": 33.74, "word": " صحيح", "probability": 0.9766845703125}, {"start": 33.74, "end": 34.04, "word": " لكن", "probability": 0.806640625}, {"start": 34.04, "end": 34.52, "word": " تحت", "probability": 0.9912109375}, {"start": 34.52, "end": 36.68, "word": " موضوع", "probability": 0.8231201171875}, {"start": 36.68, "end": 37.04, "word": " الكبير", "probability": 0.8834635416666666}, {"start": 37.04, "end": 37.16, "word": " اللي", "probability": 0.83349609375}, {"start": 37.16, "end": 37.38, "word": " هو", "probability": 0.97412109375}, {"start": 37.38, "end": 37.64, "word": " hill", "probability": 0.3125}, {"start": 37.64, "end": 38.2, "word": " search", "probability": 0.418212890625}, {"start": 38.2, "end": 40.66, "word": " المحاضرة", "probability": 0.9544677734375}, {"start": 40.66, "end": 41.08, "word": " الماضية", "probability": 0.9930013020833334}, {"start": 41.08, "end": 41.4, "word": " كنا", "probability": 0.73095703125}, {"start": 41.4, "end": 41.98, "word": " حكينا", "probability": 0.961181640625}, {"start": 41.98, "end": 42.28, "word": " عن", "probability": 0.9873046875}, {"start": 42.28, "end": 42.4, "word": " ال", "probability": 0.849609375}, {"start": 42.4, "end": 42.58, "word": " hill", "probability": 0.8994140625}, {"start": 42.58, "end": 43.04, "word": " climbing", "probability": 0.9580078125}, {"start": 43.04, "end": 43.32, "word": " كان", "probability": 0.9287109375}, {"start": 43.32, "end": 43.6, "word": " هذا", "probability": 0.7861328125}, {"start": 43.6, "end": 44.34, "word": " المحور", "probability": 0.72802734375}, {"start": 44.34, "end": 44.8, "word": " الأساسي", "probability": 0.931884765625}, {"start": 44.8, "end": 45.18, "word": " للمحاضرة", "probability": 0.878173828125}, {"start": 45.18, "end": 45.58, "word": " الماضية", "probability": 0.9918619791666666}, {"start": 45.58, "end": 45.8, "word": " ال", "probability": 0.830078125}, {"start": 45.8, "end": 46.0, "word": " hill", "probability": 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61.68, "end": 62.0, "word": " فيها", "probability": 0.795166015625}, {"start": 62.0, "end": 62.14, "word": " من", "probability": 0.93701171875}, {"start": 62.14, "end": 63.26, "word": " خلالها", "probability": 0.9920654296875}, {"start": 63.26, "end": 69.1, "word": " بدينا", "probability": 0.5373128255208334}, {"start": 69.1, "end": 69.38, "word": " نحكي", "probability": 0.965576171875}, {"start": 69.38, "end": 69.5, "word": " إن", "probability": 0.120361328125}, {"start": 69.5, "end": 69.68, "word": " كان", "probability": 0.8388671875}, {"start": 69.68, "end": 70.14, "word": " الموضوع", "probability": 0.899658203125}, {"start": 70.14, "end": 70.8, "word": " الأساسي", "probability": 0.964599609375}, {"start": 70.8, "end": 70.86, "word": " اللي", "probability": 0.54730224609375}, {"start": 70.86, "end": 71.14, "word": " هو", "probability": 0.92578125}, {"start": 71.14, "end": 71.9, "word": " beyond", "probability": 0.1929931640625}, {"start": 71.9, "end": 72.06, "word": " the", 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"end": 154.38, "text": "حكينا عن مخارج او حلول او alternatives او modifications لل hill climbing اللى ممكن تخرجها من هذه ال minimum ايش قلنا تلت حلول خلينا نطبع عليهم على السريع اللى هو ال variants كلنا سميناهم variants of hill climbing ال stochastic hill climbing ال first choice hill climbing و ال random restart hill climbing نبدأ من الآخر", "tokens": [5016, 4117, 1829, 8315, 18871, 3714, 9778, 9640, 7435, 1975, 2407, 11331, 1211, 12610, 1975, 2407, 20478, 1975, 2407, 26881, 24976, 10997, 14780, 13672, 7578, 3714, 43020, 6055, 34740, 7435, 11296, 9154, 29538, 2423, 7285, 1975, 1829, 8592, 12174, 1211, 8315, 6055, 1211, 2655, 11331, 1211, 12610, 16490, 20292, 8315, 8717, 9566, 3555, 3615, 25894, 16095, 15844, 21136, 16572, 3615, 13672, 7578, 31439, 2423, 21669, 28242, 8315, 8608, 2304, 1829, 8315, 16095, 21669, 295, 10997, 14780, 2423, 342, 8997, 2750, 10997, 14780, 2423, 700, 3922, 10997, 14780, 4032, 2423, 4974, 21022, 10997, 14780, 8717, 44510, 10721, 9154, 6024, 95, 34740], 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0.5771484375}, {"start": 164.0, "end": 164.26, "word": " في", "probability": 0.75244140625}, {"start": 164.26, "end": 165.66, "word": " State", "probability": 0.44384765625}, {"start": 165.66, "end": 166.26, "word": " وكل", "probability": 0.739501953125}, {"start": 166.26, "end": 167.02, "word": " المحطة", "probability": 0.8402099609375}, {"start": 167.02, "end": 167.2, "word": " بها", "probability": 0.685546875}, {"start": 167.2, "end": 167.68, "word": " أسوأ", "probability": 0.9591064453125}, {"start": 167.68, "end": 168.24, "word": " منها", "probability": 0.992919921875}, {"start": 168.24, "end": 168.72, "word": " معناه", "probability": 0.430908203125}, {"start": 168.72, "end": 169.02, "word": " ذلك", "probability": 0.930908203125}, {"start": 169.02, "end": 169.28, "word": " و", "probability": 0.6005859375}, {"start": 169.28, "end": 169.68, "word": " هذا", "probability": 0.2476806640625}, {"start": 169.68, "end": 169.78, "word": " ال", "probability": 0.984375}, {"start": 169.78, 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الفكرة", "probability": 0.953125}, {"start": 182.46, "end": 182.86, "word": " اللي", "probability": 0.947021484375}, {"start": 182.86, "end": 183.06, "word": " هي", "probability": 0.91162109375}, {"start": 183.06, "end": 183.44, "word": " أنه", "probability": 0.810791015625}], "temperature": 1.0}, {"id": 7, "seek": 21242, "start": 185.22, "end": 212.42, "text": "بتختار states من اللي حوالها at random وبتفحص ال value تبعها مش تفحصها هي جوروية لأ بتفحص ال value if ال value أحسن بتنطقل إليها مش أحسن بتختار واحدة أخرى أول واحدة أفضل منها بتنطقل إليها هذا ال first choice", "tokens": [3555, 2655, 46456, 9640, 4368, 9154, 13672, 1829, 11331, 2407, 6027, 11296, 412, 4974, 46599, 2655, 5172, 5016, 9381, 2423, 2158, 6055, 3555, 3615, 11296, 37893, 6055, 5172, 5016, 9381, 11296, 39896, 10874, 13063, 2407, 10632, 5296, 10721, 39894, 5172, 5016, 9381, 2423, 2158, 498, 2423, 2158, 5551, 5016, 3794, 1863, 39894, 1863, 9566, 4587, 1211, 11933, 20292, 11296, 37893, 5551, 5016, 3794, 1863, 39894, 46456, 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{"start": 208.7, "end": 209.12, "word": " منها", "probability": 0.995361328125}, {"start": 209.12, "end": 209.78, "word": " بتنطقل", "probability": 0.8640625}, {"start": 209.78, "end": 210.16, "word": " إليها", "probability": 0.9794921875}, {"start": 210.16, "end": 210.84, "word": " هذا", "probability": 0.87548828125}, {"start": 210.84, "end": 211.46, "word": " ال", "probability": 0.76953125}, {"start": 211.46, "end": 211.78, "word": " first", "probability": 0.86767578125}, {"start": 211.78, "end": 212.42, "word": " choice", "probability": 0.9423828125}], "temperature": 1.0}, {"id": 8, "seek": 22356, "start": 212.86, "end": 223.56, "text": "الـ Stochastic Height Climbing اللي هو Select Random from Up Height Moves يعني تيجي لكل ال children و شوف إيش فيه كل الأفضل منها و بتختار", "tokens": [6027, 39184, 745, 8997, 2750, 634, 397, 2033, 332, 4324, 13672, 1829, 31439, 13638, 37603, 490, 5858, 634, 397, 3335, 977, 37495, 22653, 6055, 1829, 7435, 1829, 5296, 28820, 2423, 2227, 4032, 13412, 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216.14, "end": 216.44, "word": " Up", "probability": 0.591796875}, {"start": 216.44, "end": 216.64, "word": " Height", "probability": 0.447418212890625}, {"start": 216.64, "end": 217.04, "word": " Moves", "probability": 0.7666015625}, {"start": 217.04, "end": 217.7, "word": " يعني", "probability": 0.82470703125}, {"start": 217.7, "end": 218.06, "word": " تيجي", "probability": 0.9781494140625}, {"start": 218.06, "end": 218.4, "word": " لكل", "probability": 0.943359375}, {"start": 218.4, "end": 218.54, "word": " ال", "probability": 0.93017578125}, {"start": 218.54, "end": 218.94, "word": " children", "probability": 0.76025390625}, {"start": 218.94, "end": 219.46, "word": " و", "probability": 0.921875}, {"start": 219.46, "end": 219.7, "word": " شوف", "probability": 0.727294921875}, {"start": 219.7, "end": 220.04, "word": " إيش", "probability": 0.7811686197916666}, {"start": 220.04, "end": 220.7, "word": " فيه", "probability": 0.92529296875}, {"start": 220.7, "end": 221.0, "word": " كل", 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أربعة؟ نعم نعم ال evaluation هذا قضية ال evaluation هذا كل الكلام تبعنا احنا بنحكي under اللي هو ال informer كله under .. لأن في evaluation للناس", "tokens": [3224, 15730, 2423, 2227, 6055, 3555, 3615, 16095, 5296, 16095, 2423, 2272, 2423, 2272, 8032, 3215, 12610, 3660, 3714, 16758, 1863, 3555, 9381, 8592, 25894, 16095, 28242, 11296, 3714, 16758, 1863, 47283, 3215, 5551, 5016, 3794, 1863, 591, 9154, 16095, 591, 1975, 2655, 5172, 26108, 8315, 5551, 25513, 27884, 8717, 47283, 3215, 5551, 5016, 3794, 1863, 5551, 25513, 27884, 9154, 8032, 8848, 1829, 2423, 2272, 9122, 33911, 11778, 1829, 37495, 28480, 5551, 5016, 3794, 1863, 5551, 25513, 27884, 22807, 8717, 25957, 9122, 33911, 11778, 1829, 37495, 28480, 5551, 5016, 3794, 1863, 5551, 25513, 27884, 22807, 8717, 25957, 8717, 25957, 2423, 13344, 23758, 12174, 11242, 10632, 2423, 13344, 23758, 28242, 2423, 28820, 10943, 6055, 3555, 3615, 8315, 1975, 5016, 8315, 44945, 5016, 4117, 1829, 833, 13672, 1829, 31439, 2423, 1356, 260, 28242, 3224, 833, 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"end": 1605.16, "word": " في", "probability": 0.386474609375}, {"start": 1605.16, "end": 1605.42, "word": " هنا", "probability": 0.328369140625}, {"start": 1605.42, "end": 1606.3, "word": " لسه", "probability": 0.8675130208333334}, {"start": 1606.3, "end": 1606.62, "word": " اللحظة", "probability": 0.8486328125}, {"start": 1606.62, "end": 1607.04, "word": " فاضية", "probability": 0.9225260416666666}, {"start": 1607.04, "end": 1607.42, "word": " و", "probability": 0.9208984375}, {"start": 1607.42, "end": 1607.68, "word": " معايا", "probability": 0.6783854166666666}, {"start": 1607.68, "end": 1608.28, "word": " تلاتة", "probability": 0.9727783203125}, {"start": 1608.28, "end": 1609.12, "word": " possible", "probability": 0.96337890625}, {"start": 1609.12, "end": 1609.72, "word": " actions", "probability": 0.88623046875}, {"start": 1609.72, "end": 1609.94, "word": " و", "probability": 0.84228515625}, {"start": 1609.94, "end": 1610.14, "word": " انا", "probability": 0.85205078125}, {"start": 1610.14, "end": 1610.68, "word": " اعلم", "probability": 0.87548828125}, {"start": 1610.68, "end": 1611.06, "word": " كل", "probability": 0.70068359375}, {"start": 1611.06, "end": 1611.64, "word": " action", "probability": 0.95654296875}, {"start": 1611.64, "end": 1612.22, "word": " كده", "probability": 0.7386067708333334}, {"start": 1612.22, "end": 1612.82, "word": " مدى", "probability": 0.7674967447916666}, {"start": 1612.82, "end": 1613.38, "word": " ضرر", "probability": 0.9290364583333334}, {"start": 1613.38, "end": 1613.86, "word": " عليا", "probability": 0.685791015625}], "temperature": 1.0}, {"id": 58, "seek": 164190, "start": 1615.7, "end": 1641.9, "text": "الأقل ضرران فانا الأن بدي أاخد الأقل ضرران اللي هو الأعلى قيمة لي تلاتة تلاتة هنا القيمة الأعلى لي صح فانا حتما هاخد ال action number one مظبوط الكلام ولا لأ هتمثل ال minimum نعم هتمثل القيمة الأعلى في ال minimum صح طبعا كيف ال values هذه هي القيمة تبعت ال state", "tokens": [6027, 10721, 4587, 1211, 48812, 2288, 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"probability": 0.8877301897321429}, {"start": 1648.77, "end": 1649.61, "word": " خلاص؟", "probability": 0.7525634765625}, {"start": 1649.61, "end": 1649.97, "word": " فانا", "probability": 0.80078125}, {"start": 1649.97, "end": 1650.27, "word": " الآن", "probability": 0.59881591796875}, {"start": 1650.27, "end": 1650.81, "word": " عندي", "probability": 0.77783203125}, {"start": 1650.81, "end": 1650.95, "word": " ال", "probability": 0.619140625}, {"start": 1650.95, "end": 1651.35, "word": " state", "probability": 0.8486328125}, {"start": 1651.35, "end": 1652.61, "word": " ابتدائية،", "probability": 0.7532145182291666}, {"start": 1652.61, "end": 1652.65, "word": " و", "probability": 0.85107421875}, {"start": 1652.65, "end": 1653.11, "word": " أمامي", "probability": 0.9180908203125}, {"start": 1653.11, "end": 1653.49, "word": " possible", "probability": 0.87744140625}, {"start": 1653.49, "end": 1653.85, "word": " one,", "probability": 0.7001953125}, {"start": 1654.03, "end": 1654.15, "word": " two,", "probability": 0.93994140625}, {"start": 1654.27, "end": 1654.63, "word": " three", "probability": 0.93505859375}, {"start": 1654.63, "end": 1656.03, "word": " actions،", "probability": 0.85986328125}, {"start": 1656.03, "end": 1656.59, "word": " وأنا", "probability": 0.43853759765625}, {"start": 1656.59, "end": 1656.97, "word": " أهم", "probability": 0.869140625}, {"start": 1656.97, "end": 1657.27, "word": " أن", "probability": 0.4541015625}, {"start": 1657.27, "end": 1657.49, "word": " هذا", "probability": 0.52294921875}, {"start": 1657.49, "end": 1657.59, "word": " ال", "probability": 0.92431640625}, {"start": 1657.59, "end": 1657.83, "word": " action", "probability": 0.9345703125}], "temperature": 1.0}, {"id": 60, "seek": 168646, "start": 1658.1, "end": 1686.46, "text": "هيدخلني على state ال value تبعها تلاتة وهذا هيدخلني على state ال value تبعها اتنين وهذا على state ال value تبعها اتنين يبقى انا لازم اختار ال action اللي هيدخلني على state صح فهذا ببساطة هي ال 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"text": "بهذا ال value طب و ليش اخش في العملية هذه اذا كان انا اعلم ان ال parent تبعي ال parent اللي هو في دور ال max بيدور على state ال value تبعها اكبر من تلاتة و انا بدأ اخش اعمل search ادور على", "tokens": [3555, 3224, 15730, 2423, 2158, 23032, 3555, 4032, 32239, 8592, 1975, 9778, 8592, 8978, 18863, 42213, 10632, 29538, 1975, 15730, 25961, 1975, 8315, 1975, 3615, 19528, 16472, 2423, 2596, 6055, 3555, 3615, 1829, 2423, 2596, 13672, 1829, 31439, 8978, 11778, 13063, 2423, 11469, 4724, 25708, 13063, 15844, 1785, 2423, 2158, 6055, 3555, 3615, 11296, 1975, 4117, 26890, 9154, 6055, 1211, 9307, 3660, 4032, 1975, 8315, 47525, 10721, 1975, 9778, 8592, 1975, 25957, 1211, 3164, 1975, 3215, 13063, 15844], "avg_logprob": -0.22567247099514248, "compression_ratio": 1.6931818181818181, "no_speech_prob": 1.5497207641601562e-06, "words": [{"start": 2410.69, "end": 2411.15, "word": "بهذا", "probability": 0.5854899088541666}, {"start": 2411.15, "end": 2411.25, "word": " ال", "probability": 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{"start": 2422.21, "end": 2423.55, "word": " بيدور", "probability": 0.7874348958333334}, {"start": 2423.55, "end": 2423.91, "word": " على", "probability": 0.92236328125}, {"start": 2423.91, "end": 2424.55, "word": " state", "probability": 0.75341796875}, {"start": 2424.55, "end": 2425.19, "word": " ال", "probability": 0.88525390625}, {"start": 2425.19, "end": 2425.49, "word": " value", "probability": 0.99169921875}, {"start": 2425.49, "end": 2426.05, "word": " تبعها", "probability": 0.9539794921875}, {"start": 2426.05, "end": 2426.61, "word": " اكبر", "probability": 0.8642578125}, {"start": 2426.61, "end": 2426.79, "word": " من", "probability": 0.994140625}, {"start": 2426.79, "end": 2427.33, "word": " تلاتة", "probability": 0.7935791015625}, {"start": 2427.33, "end": 2427.79, "word": " و", "probability": 0.7666015625}, {"start": 2427.79, "end": 2427.95, "word": " انا", "probability": 0.8095703125}, {"start": 2427.95, "end": 2428.17, "word": " بدأ", "probability": 0.580078125}, {"start": 2428.17, "end": 2428.59, "word": " اخش", "probability": 0.9052734375}, {"start": 2428.59, "end": 2429.39, "word": " اعمل", "probability": 0.9501953125}, {"start": 2429.39, "end": 2429.87, "word": " search", "probability": 0.92333984375}, {"start": 2429.87, "end": 2430.73, "word": " ادور", "probability": 0.9127604166666666}, {"start": 2430.73, "end": 2431.09, "word": " على", "probability": 0.9013671875}], "temperature": 1.0}, {"id": 88, "seek": 245864, "start": 2432.06, "end": 2458.64, "text": "State الفئة تبقى على قدم اتنين مالوش لازم هذا الكلام يبقى بقف الوقف هادي او توقيف ال search اسمه Pruning Pruning يعني احنا كأننا بنجلم في شجرة شجرة بنجسكس في الأفروع اللي مش لازم تمام هنا نفس الشيء عن هذا الكلام بنفصل في المحاضرة الجاية ان شاء الله بس انت بدك تستبعد انه عملية ال search", "tokens": [4520, 473, 27188, 19986, 3660, 6055, 3555, 4587, 7578, 15844, 12174, 40448, 1975, 2655, 1863, 9957, 3714, 6027, 2407, 8592, 5296, 31377, 2304, 23758, 2423, 28820, 10943, 7251, 3555, 4587, 7578, 4724, 4587, 5172, 2423, 30543, 5172, 8032, 995, 16254, 1975, 2407, 6055, 30543, 33911, 2423, 3164, 24525, 2304, 3224, 2114, 37726, 2114, 37726, 37495, 22653, 1975, 5016, 8315, 9122, 33456, 8315, 44945, 7435, 19528, 8978, 13412, 7435, 25720, 13412, 7435, 25720, 44945, 7435, 3794, 4117, 3794, 8978, 16247, 5172, 2288, 45367, 13672, 1829, 37893, 5296, 31377, 2304, 46811, 10943, 34105, 8717, 36178, 25124, 1829, 38207, 18871, 23758, 2423, 28820, 10943, 44945, 5172, 36520, 8978, 9673, 5016, 46958, 25720, 25724, 995, 10632, 16472, 13412, 16606, 21984, 4724, 3794, 16472, 2655, 47525, 4117, 6055, 14851, 3555, 22488, 16472, 3224, 6225, 42213, 10632, 2423, 3164], "avg_logprob": -0.2978078238110044, "compression_ratio": 1.8409090909090908, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2432.0600000000004, "end": 2432.76, "word": "State", "probability": 0.533416748046875}, {"start": 2432.76, "end": 2433.08, "word": " الفئة", "probability": 0.481201171875}, {"start": 2433.08, "end": 2433.3, "word": " تبقى", "probability": 0.743072509765625}, {"start": 2433.3, "end": 2433.44, "word": " على", "probability": 0.681640625}, {"start": 2433.44, "end": 2433.62, "word": " قدم", "probability": 0.4732666015625}, {"start": 2433.62, "end": 2434.0, "word": " اتنين", "probability": 0.7596435546875}, {"start": 2434.0, "end": 2434.34, "word": " مالوش", "probability": 0.499267578125}, {"start": 2434.34, "end": 2434.62, "word": " لازم", "probability": 0.8487955729166666}, {"start": 2434.62, "end": 2434.76, "word": " هذا", "probability": 0.75341796875}, {"start": 2434.76, "end": 2435.06, "word": " الكلام", "probability": 0.8175455729166666}, {"start": 2435.06, "end": 2435.42, "word": " يبقى", "probability": 0.91748046875}, {"start": 2435.42, "end": 2435.9, "word": " بقف", "probability": 0.7682291666666666}, {"start": 2435.9, "end": 2436.58, "word": " الوقف", "probability": 0.8084309895833334}, {"start": 2436.58, "end": 2437.02, "word": " هادي", "probability": 0.7693684895833334}, {"start": 2437.02, "end": 2437.2, "word": " او", "probability": 0.732177734375}, {"start": 2437.2, "end": 2437.64, "word": " توقيف", "probability": 0.8513997395833334}, {"start": 2437.64, "end": 2437.8, "word": " ال", "probability": 0.90966796875}, {"start": 2437.8, "end": 2437.98, "word": " search", "probability": 0.93603515625}, {"start": 2437.98, "end": 2438.72, "word": " اسمه", "probability": 0.7046712239583334}, {"start": 2438.72, "end": 2439.26, "word": " Pruning", "probability": 0.838134765625}, {"start": 2439.26, "end": 2439.74, "word": " Pruning", "probability": 0.675537109375}, {"start": 2439.74, "end": 2440.0, "word": " يعني", "probability": 0.947509765625}, {"start": 2440.0, "end": 2440.18, "word": " احنا", "probability": 0.8562825520833334}, {"start": 2440.18, "end": 2440.44, "word": " كأننا", "probability": 0.7351888020833334}, {"start": 2440.44, "end": 2441.04, "word": " بنجلم", "probability": 0.9259440104166666}, {"start": 2441.04, "end": 2441.44, 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"word": " الشيء", "probability": 0.7183430989583334}, {"start": 2448.24, "end": 2448.42, "word": " عن", "probability": 0.63232421875}, {"start": 2448.42, "end": 2448.52, "word": " هذا", "probability": 0.193603515625}, {"start": 2448.52, "end": 2448.64, "word": " الكلام", "probability": 0.8640950520833334}, {"start": 2448.64, "end": 2449.1, "word": " بنفصل", "probability": 0.7132161458333334}, {"start": 2449.1, "end": 2449.38, "word": " في", "probability": 0.962890625}, {"start": 2449.38, "end": 2449.9, "word": " المحاضرة", "probability": 0.9332275390625}, {"start": 2449.9, "end": 2450.12, "word": " الجاية", "probability": 0.6027018229166666}, {"start": 2450.12, "end": 2450.22, "word": " ان", "probability": 0.81787109375}, {"start": 2450.22, "end": 2450.42, "word": " شاء", "probability": 0.982666015625}, {"start": 2450.42, "end": 2450.56, "word": " الله", "probability": 0.96044921875}, {"start": 2450.56, "end": 2451.58, "word": " بس", "probability": 0.97021484375}, {"start": 2451.58, "end": 2451.96, "word": " انت", "probability": 0.81494140625}, {"start": 2451.96, "end": 2452.28, "word": " بدك", "probability": 0.935302734375}, {"start": 2452.28, "end": 2452.9, "word": " تستبعد", "probability": 0.92626953125}, {"start": 2452.9, "end": 2455.08, "word": " انه", "probability": 0.764892578125}, {"start": 2455.08, "end": 2458.04, "word": " عملية", "probability": 0.9231770833333334}, {"start": 2458.04, "end": 2458.24, "word": " ال", "probability": 0.93701171875}, {"start": 2458.24, "end": 2458.64, "word": " search", "probability": 0.97998046875}], "temperature": 1.0}, {"id": 89, "seek": 246813, "start": 2459.39, "end": 2468.13, "text": "ممكن تختزل بشكل كبير من خلال ال proning طيب يعطيكم العافية", "tokens": [2304, 43020, 6055, 46456, 11622, 1211, 4724, 8592, 28820, 9122, 3555, 13546, 9154, 16490, 1211, 6027, 2423, 7569, 278, 23032, 1829, 3555, 37495, 9566, 1829, 24793, 18863, 31845, 10632], "avg_logprob": -0.22070312748352686, "compression_ratio": 1.125, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2459.39, "end": 2460.11, "word": "ممكن", "probability": 0.6302490234375}, {"start": 2460.11, "end": 2461.63, "word": " تختزل", "probability": 0.9439697265625}, {"start": 2461.63, "end": 2462.37, "word": " بشكل", "probability": 0.9353841145833334}, {"start": 2462.37, "end": 2462.89, "word": " كبير", "probability": 0.99560546875}, {"start": 2462.89, "end": 2463.35, "word": " من", "probability": 0.97216796875}, {"start": 2463.35, "end": 2463.75, "word": " خلال", "probability": 0.9900716145833334}, {"start": 2463.75, "end": 2463.97, "word": " ال", "probability": 0.74462890625}, {"start": 2463.97, "end": 2465.17, "word": " proning", "probability": 0.50006103515625}, {"start": 2465.17, "end": 2467.21, "word": " طيب", "probability": 0.8211263020833334}, {"start": 2467.21, "end": 2467.65, "word": " يعطيكم", "probability": 0.787109375}, {"start": 2467.65, "end": 2468.13, "word": " العافية", "probability": 0.982421875}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2468.49025, "duration_after_vad": 2355.231249999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..58ccb8f33e6faddb17b5ae892eb6465fe3e29108
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/IvSkHp0MUQM_raw.srt
@@ -0,0 +1,1956 @@
+1
+00:00:20,940 --> 00:00:24,340
+بسم الله الرحمن الرحيم المحاضرة هاد ان شاء الله
+
+2
+00:00:24,340 --> 00:00:29,400
+بنكمل اخر كلمتين وقفنا عندهم المحاضرة الماضية
+
+3
+00:00:29,400 --> 00:00:36,680
+ونبدأ في موضوع جديد موضوع جديد صحيح لكن تحت موضوع
+
+4
+00:00:36,680 --> 00:00:41,400
+الكبير اللي هو hill search المحاضرة الماضية كنا
+
+5
+00:00:41,400 --> 00:00:44,800
+حكينا عن ال hill climbing كان هذا المحور الأساسي
+
+6
+00:00:44,800 --> 00:00:50,080
+للمحاضرة الماضية ال hill climbingو ال simulated
+
+7
+00:00:50,080 --> 00:01:00,380
+ending كان في معانا slide تانية نطلع
+
+8
+00:01:00,380 --> 00:01:09,100
+عليها السريع و نراجع فيها من خلالها بدينا
+
+9
+00:01:09,100 --> 00:01:12,060
+نحكي إن كان الموضوع الأساسي اللي هو beyond the
+
+10
+00:01:12,060 --> 00:01:15,160
+classical searchحكينا اللي هو ال local search
+
+11
+00:01:15,160 --> 00:01:17,460
+algorithms و ال hill climbing و ال simulated
+
+12
+00:01:17,460 --> 00:01:21,160
+annealing و وقفنا عند ال local beam search ما
+
+13
+00:01:21,160 --> 00:01:24,420
+حكيناش فيه لكن دي أخر مخطط اللي حكيناه بال hill
+
+14
+00:01:24,420 --> 00:01:28,220
+climbing اللي هو ال basics تبع ال algorithm نفسها
+
+15
+00:01:28,220 --> 00:01:32,480
+ال hill climbing algorithm و أسلوبها اللي في البحث
+
+16
+00:01:32,480 --> 00:01:37,100
+عن ال goal أو ال solution أو ال goal أو ال state
+
+17
+00:01:37,350 --> 00:01:40,450
+وإن مشكلتها الأساسية اللي حكيناها اللي هي وقوعها
+
+18
+00:01:40,450 --> 00:01:45,450
+فيما يسمى بال local minima أو ال local maxima اللي
+
+19
+00:01:45,450 --> 00:01:51,450
+هي إنها توجد نفسها في وضع هي على state أفضل من كل
+
+20
+00:01:51,450 --> 00:01:54,350
+اللي حواليها أو أفضل من كل اللي ممكن يتفرع منها
+
+21
+00:01:54,350 --> 00:01:57,790
+ولكن هذا ال local state أو هذا ال state ماهياش
+
+22
+00:01:57,790 --> 00:02:02,530
+ماهياش ال issue ماهياش ال solution ماهياش ال
+
+23
+00:02:02,530 --> 00:02:07,400
+global maxima أو ال minima اللي هناحكينا عن مخارج
+
+24
+00:02:07,400 --> 00:02:12,560
+او حلول او alternatives او modifications لل hill
+
+25
+00:02:12,560 --> 00:02:16,920
+climbing اللى ممكن تخرجها من هذه ال minimum ايش
+
+26
+00:02:16,920 --> 00:02:23,200
+قلنا تلت حلول خلينا نطبع عليهم على السريع اللى هو
+
+27
+00:02:23,200 --> 00:02:26,760
+ال variants كلنا سميناهم variants of hill climbing
+
+28
+00:02:26,760 --> 00:02:30,320
+ال stochastic hill climbing ال first choice hill
+
+29
+00:02:30,320 --> 00:02:33,980
+climbing و ال random restart hill climbing نبدأ من
+
+30
+00:02:33,980 --> 00:02:41,500
+الآخرRestart ببساطة أنه لما ال algorithm بتجف
+
+31
+00:02:41,500 --> 00:02:47,020
+بمعنى إيش بتجه .. بتلجح على في State وكل المحطة
+
+32
+00:02:47,020 --> 00:02:50,440
+بها أسوأ منها معناه ذلك و هذا ال state ماهياش
+
+33
+00:02:50,440 --> 00:02:55,480
+الجهر معناه ذلك هي .. فبدها تعمل restart with a
+
+34
+00:02:55,480 --> 00:03:00,160
+new random initial state مظبوطة الكلام؟ صحيح ال
+
+35
+00:03:00,160 --> 00:03:06,280
+first choice كانت احنا الفكرة اللي هي أنهبتختار
+
+36
+00:03:06,280 --> 00:03:13,700
+states من اللي حوالها at random وبتفحص ال value
+
+37
+00:03:13,700 --> 00:03:17,300
+تبعها مش تفحصها هي جوروية لأ بتفحص ال value if ال
+
+38
+00:03:17,300 --> 00:03:25,100
+value أحسن بتنطقل إليها مش أحسن بتختار واحدة أخرى
+
+39
+00:03:25,100 --> 00:03:31,780
+أول واحدة أفضل منها بتنطقل إليها هذا ال first
+
+40
+00:03:31,780 --> 00:03:34,780
+choiceالـ Stochastic Height Climbing اللي هو
+
+41
+00:03:34,780 --> 00:03:38,400
+Select Random from Up Height Moves يعني تيجي لكل
+
+42
+00:03:38,400 --> 00:03:43,560
+ال children و شوف إيش فيه كل الأفضل منها و بتختار
+
+43
+00:03:44,280 --> 00:03:48,340
+أفضل واحد هذا الكلام من الأساس من الأساس أسلوبة في
+
+44
+00:03:48,340 --> 00:03:51,920
+البحث انه مش بتختار الأفضل على الإطلاق يعني عندي
+
+45
+00:03:51,920 --> 00:03:57,240
+عشرة children مش بختار أفضل واحد فيهم لا بنختار ..
+
+46
+00:03:57,240 --> 00:04:00,240
+بنشوف اللي .. اللي أفضل منها ال node بتشوف اللي
+
+47
+00:04:00,240 --> 00:04:03,580
+أفضل منها إذا ده العشرة فيه سبعة أو خمسة أو أربعة
+
+48
+00:04:03,580 --> 00:04:07,240
+أو تلاتة أفضل منها تروح تختار at random واحد من
+
+49
+00:04:07,240 --> 00:04:11,140
+هدول الأفضل يعني مش دايما بتختار أفضل الأفضل صح
+
+50
+00:04:11,140 --> 00:04:16,900
+هذا من البداية علشانكل هذه عبارة عن variations على
+
+51
+00:04:16,900 --> 00:04:26,480
+أساس ان ال algorithm تستبعد احتمالية الوقوع في ال
+
+52
+00:04:26,480 --> 00:04:35,060
+local minima بعد ذلك حكينا في simulated annealing
+
+53
+00:04:35,060 --> 00:04:38,180
+ببساطة شديدة
+
+54
+00:04:43,040 --> 00:04:49,440
+الأدجوريثم تختار تراندم و تفحص ال child إذا ال
+
+55
+00:04:49,440 --> 00:04:55,980
+child أفضل منها على state واحد من ال child states
+
+56
+00:04:55,980 --> 00:05:00,260
+أفضل ال evaluation تبعه على طول تنتقل إليها بدون
+
+57
+00:05:00,260 --> 00:05:06,600
+أي تفكير إذا أسوأ ممكن تاخده أو ممكن ما تاخدوش
+
+58
+00:05:06,600 --> 00:05:09,200
+depending on
+
+59
+00:05:10,080 --> 00:05:14,320
+الـ Probability الـ Probability هذه واقفة على أساس
+
+60
+00:05:14,320 --> 00:05:22,640
+الـ exponent of ΔE على T الـ ΔE هي الأباب تمام؟
+
+61
+00:05:22,640 --> 00:05:26,400
+احنا افترضنا ان هي أسوأ وبالتالي في فرق في الجودة
+
+62
+00:05:26,400 --> 00:05:30,400
+ما بين ال current و ما بين هذا ال child فهذا الفرق
+
+63
+00:05:30,400 --> 00:05:34,980
+يقسم على T، T هذا عبارة عن function of time عبارة
+
+64
+00:05:34,980 --> 00:05:37,020
+عن ال temperature بسميها في ال algorithm
+
+65
+00:05:37,360 --> 00:05:43,560
+Temperature تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+66
+00:05:43,560 --> 00:05:51,040
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+67
+00:05:51,040 --> 00:05:51,040
+تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+68
+00:05:51,040 --> 00:05:51,280
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+69
+00:05:51,280 --> 00:05:51,720
+تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+70
+00:05:51,720 --> 00:05:55,560
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+71
+00:05:55,560 --> 00:05:55,560
+تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع
+
+72
+00:05:55,560 --> 00:05:59,260
+الوجد تقرد مع الوجد تقرد مع الوجد تقرد مع الوجد
+
+73
+00:05:59,260 --> 00:05:59,340
+تقرد
+
+74
+00:06:06,170 --> 00:06:11,330
+الـ algorithm بتختاره صح؟ if child is worse أسوأ
+
+75
+00:06:11,330 --> 00:06:15,970
+may select it ال algorithm may select it قد based
+
+76
+00:06:15,970 --> 00:06:19,390
+on probability وهذه ال probability based on ال
+
+77
+00:06:19,390 --> 00:06:24,790
+ratio of ال error over اللي هو ال temperature و ال
+
+78
+00:06:24,790 --> 00:06:29,150
+temperature هذه decreases as a function of time
+
+79
+00:06:29,150 --> 00:06:33,750
+ماشي أنا كان في عندي illustration على السريع
+
+80
+00:06:37,020 --> 00:06:43,780
+بس بديكوا انتوا تجربوا فيها لوحدكم الملف موجود على
+
+81
+00:06:43,780 --> 00:06:49,580
+ال folder
+
+82
+00:06:49,580 --> 00:06:54,800
+تمام فيه هنا على ال folder الرئيسي تمال dropbox
+
+83
+00:06:54,800 --> 00:06:59,780
+فيه ملف Excel ملف ال Excel هذا بديكوا تجرب فيه
+
+84
+00:06:59,780 --> 00:07:06,610
+انتوا انتوا العمود الأولاني هذا Tالتي قلنا بتتناقص
+
+85
+00:07:06,610 --> 00:07:12,450
+by time فانا عملها بتلاتين بعدين بتتناقص شوية شوية
+
+86
+00:07:12,450 --> 00:07:16,490
+لحدين لتصل ال zero هذا على فرض ان هم عشرين
+
+87
+00:07:16,490 --> 00:07:20,290
+iterations فقط لكن عمليا هم لم يبقوا اكتر بكتير من
+
+88
+00:07:20,290 --> 00:07:23,910
+هيك العدد ال iterations بس انا جلالتهم ده التوضيح
+
+89
+00:07:23,910 --> 00:07:30,510
+فقط الان هنا 0.2 هذه افترضت انها ال error تمام ال
+
+90
+00:07:30,510 --> 00:07:35,050
+error 0.2 يعني الفرق ما بين ال current stateother
+
+91
+00:07:35,050 --> 00:07:41,070
+state 0.2 هنا 0.4 اكبر هنا اكبر هنا اكبر هنا error
+
+92
+00:07:41,070 --> 00:07:48,410
+هنا الخطوط هذه بتوريك الخط الأحمر Delta E1 مكتوب
+
+93
+00:07:48,410 --> 00:07:54,730
+عليه صح Delta E1 هو هذا العمود E1 هو ال error جديش
+
+94
+00:07:54,730 --> 00:08:01,410
+0.2 0.2 فإذا كان ال error مفترض ان في عندي انا
+
+95
+00:08:02,950 --> 00:08:07,070
+الألجوريث موقف على الـ state وفحصت ان الـ child
+
+96
+00:08:07,070 --> 00:08:13,690
+دولجت انه الـ error جديش الـ 0.2 إيش احتمالية انها
+
+97
+00:08:13,690 --> 00:08:19,090
+تخدها إيش احتمالية انها تخدها لو كانت في ال
+
+98
+00:08:19,090 --> 00:08:22,010
+iteration الأولى إيش احتمالية انها تخدها لو كانت
+
+99
+00:08:22,010 --> 00:08:25,290
+في ال iteration التالتة الرابعة الاحتمالية
+
+100
+00:08:25,290 --> 00:08:30,070
+الاحتمالية بصي .. لا بصي .. ايش اللي بصير بناء على
+
+101
+00:08:30,070 --> 00:08:33,980
+ال chart هذاالاحتمالية تزيد احتمالية في الأول
+
+102
+00:08:33,980 --> 00:08:38,500
+منخفضة وبعدها ترتفع منخفضة وبعدها ترتفع ترتفع كل
+
+103
+00:08:38,500 --> 00:08:43,440
+ما استمرنا في ال iterations كل ما تقدمنا في ال
+
+104
+00:08:43,440 --> 00:08:48,920
+iterations بصي ال probability أعلى انها تاخدها هذا
+
+105
+00:08:48,920 --> 00:08:53,760
+ال .. انت ممكن تغير هنا ال values هذه تغير ال
+
+106
+00:08:53,760 --> 00:08:58,460
+errors تخليها مثلا point five وتشوف أثر ذلك على ال
+
+107
+00:08:58,460 --> 00:09:08,780
+curveطبعا كل عمود له هنا خط يقابله طيب
+
+108
+00:09:08,780 --> 00:09:13,300
+احنا في هذا الحالة بنكون ايش؟ بنكون حاكينا عن ال
+
+109
+00:09:13,300 --> 00:09:17,800
+head warming وال simulated انيليا في الفضل اللي هو
+
+110
+00:09:17,800 --> 00:09:24,960
+ايش؟ ال local beam مظبوط ال local beam باختصار
+
+111
+00:09:24,960 --> 00:09:30,160
+شديد هي يعني شبيهة بال Stochasticبمعنى ان نحن ال
+
+112
+00:09:30,160 --> 00:09:34,920
+node او ال algorithm وهي واقفة على ال node وبتروح
+
+113
+00:09:34,920 --> 00:09:40,160
+تاخد ال K best successors K هنا بمعنى و الخمسة و
+
+114
+00:09:40,160 --> 00:09:43,120
+الأربعة وهذا constant بتبدأ فيه ال algorithm بستمر
+
+115
+00:09:43,120 --> 00:09:47,340
+معاها ثابت و الخمسة او أربعة او سبعة او ما إلى ذلك
+
+116
+00:09:47,340 --> 00:09:51,700
+بتروح تاخد أفضل سبعة الأفضل سبعة هدولة او أفضل
+
+117
+00:09:51,700 --> 00:09:55,640
+خمسة او أفضل تلاتة مش مضرورة يكونوا كلهم أفضل منها
+
+118
+00:09:55,640 --> 00:10:03,910
+okayالمهم هو افضل المتاح افضل عدد من افضل عدد K من
+
+119
+00:10:03,910 --> 00:10:06,730
+المتاح ماشي الحل في هذا الحل ايش بتسوي بعدها
+
+120
+00:10:06,730 --> 00:10:17,330
+بتاخدهم و بتختبرهم و بتستمر في تفحصهم كلهم الان كل
+
+121
+00:10:17,330 --> 00:10:20,270
+واحد بتفحصه كل واحد بتفحصه من هدول الأربعة ممكن
+
+122
+00:10:20,270 --> 00:10:24,890
+يكون له successors صح ولا لأ يبقى الأربعة هدولة لو
+
+123
+00:10:24,890 --> 00:10:28,350
+ال branching factor تلاتةلو ال branching factor
+
+124
+00:10:28,350 --> 00:10:31,450
+تلاتة و احنا عندنا اربعة يمكننا نتوقع ان الاربعة
+
+125
+00:10:31,450 --> 00:10:35,910
+دول يولدوا اتناش اربعة في تلاتة اتناش مظبط صح
+
+126
+00:10:35,910 --> 00:10:39,350
+الاربعة كلهم يولدوا اتناش الان من الاتناش هدول ال
+
+127
+00:10:39,350 --> 00:10:44,350
+children زي الآن احنا اخدنا الاربعة best افضل best
+
+128
+00:10:44,350 --> 00:10:48,870
+key best successes و فحصناهم و اعملهم ال goal اللي
+
+129
+00:10:48,870 --> 00:10:52,740
+هم نبص على مينهذا ال children تبعهم لهم ال 12 ال
+
+130
+00:10:52,740 --> 00:10:57,140
+12 هدولة مابنبصش عليهم كلها مابناخد أحسن K منهم K
+
+131
+00:10:57,140 --> 00:11:02,680
+اتفاجنا أربعة ناخد أحسن أربعة من هذي ال 12 كيف دي
+
+132
+00:11:02,680 --> 00:11:04,580
+يعرف أحسن أربعة؟ نعم كيف دي يعرف أحسن أربعة؟ نعم
+
+133
+00:11:04,580 --> 00:11:07,880
+نعم ال evaluation هذا قضية ال evaluation هذا كل
+
+134
+00:11:07,880 --> 00:11:13,180
+الكلام تبعنا احنا بنحكي under اللي هو ال informer
+
+135
+00:11:13,180 --> 00:11:19,920
+كله under .. لأن في evaluation للناستمام؟ وبهذا
+
+136
+00:11:19,920 --> 00:11:23,540
+القليل انه ال algorithm تبقى ماشية كأنها ماشية على
+
+137
+00:11:23,540 --> 00:11:27,500
+أربع خطوط في أن واحد كأنها بتفحص أربع احتمالات في
+
+138
+00:11:27,500 --> 00:11:32,160
+أن واحد مظبوط؟ مش بتاخد single successor و بتفحصهم
+
+139
+00:11:32,160 --> 00:11:37,840
+بتكبش أربع من ال available و بتفحصهم ربما واحد
+
+140
+00:11:37,840 --> 00:11:42,230
+منهم يكون ال goalإذا و لا واحد منهم جول تروح تاخد
+
+141
+00:11:42,230 --> 00:11:48,490
+كمان capture أربعة اجداد أفضل أربعة من ال .. من ال
+
+142
+00:11:48,490 --> 00:11:52,990
+children وبعد هيك وتستمر في هذا ال .. في هذا ال
+
+143
+00:11:52,990 --> 00:11:57,550
+strategy، واضحة؟ فالأن احنا صار فيه عندنا بالأساس
+
+144
+00:11:57,550 --> 00:12:04,470
+ال .. ال .. ال hill climbing algorithm و ال
+
+145
+00:12:04,470 --> 00:12:10,400
+variants تبعونها و عندنا ال ..الـ Simulated
+
+146
+00:12:10,400 --> 00:12:14,940
+Annealing Algorithm وعندنا الـ Local Beam وكلهم
+
+147
+00:12:14,940 --> 00:12:20,220
+متشابهين قريبين من بعض لأنه بيشاركوا ببعض الخصائص
+
+148
+00:12:20,220 --> 00:12:24,160
+المشتركة زي اللي هو Random Selection الـ Local
+
+149
+00:12:24,160 --> 00:12:28,460
+Beam Algorithm بتتشابه مع الـ Genetic Algorithm
+
+150
+00:12:28,460 --> 00:12:31,080
+الـ Genetic Algorithm موجودة في ال section هذا بس
+
+151
+00:12:31,080 --> 00:12:34,920
+أنا أخليها لأنه احنا فرزها .. احنا فرزها موضوع
+
+152
+00:12:34,920 --> 00:12:41,050
+لحالها قدامأحنا عاملين هيك بنكون أخدنا اللي بدنا
+
+153
+00:12:41,050 --> 00:12:44,470
+يام من هذا ال section اربعة واحد من هذا ال chapter
+
+154
+00:12:44,470 --> 00:12:49,870
+بعد هيك بننتقل الآن على ال chapter اللي بعد خمسة
+
+155
+00:12:49,870 --> 00:12:53,570
+اللي هو chapter خمسة و ناخد برضه منه topic واحد
+
+156
+00:12:53,570 --> 00:12:56,470
+اللي هو ال adversarial search
+
+157
+00:13:22,820 --> 00:13:27,240
+بتفجير ان احنا لسه تحت بندلغ Problem Solving يعني
+
+158
+00:13:27,240 --> 00:13:31,420
+هنا Chapter 5 بيحكي في ال Adverb Serial Search
+
+159
+00:13:34,400 --> 00:13:38,280
+وبتفرع من ال chapter خمسة هذا اللي هو اللي حكى عن
+
+160
+00:13:38,280 --> 00:13:41,940
+ال games و ال optimal decision games و بعد هيك ال
+
+161
+00:13:41,940 --> 00:13:46,380
+alpha beta pruning احنا هنجى فى عند ال alpha beta
+
+162
+00:13:46,380 --> 00:13:56,680
+pruning الان بس بدنا ناخد ال slide من الملف غير عن
+
+163
+00:13:56,680 --> 00:14:01,100
+ال edition اللى عندنا على ال folderفهنا ال game
+
+164
+00:14:01,100 --> 00:14:04,540
+playing جاي في شطر ستة في السلاي دات يعني أنا في
+
+165
+00:14:04,540 --> 00:14:11,400
+الكتاب هو في الخمسة طيب الآن احنا
+
+166
+00:14:11,400 --> 00:14:18,840
+هيكون
+
+167
+00:14:18,840 --> 00:14:25,460
+تركيزنا ال adversarial search على ال mini max ال
+
+168
+00:14:25,460 --> 00:14:27,100
+mini max decision و ال alpha data
+
+169
+00:14:51,640 --> 00:14:55,640
+بس بالأول نفهم الأولاء الأساسي اللي هو adversarial
+
+170
+00:14:55,640 --> 00:15:00,000
+search adversarial جاي من adversary ال adversary
+
+171
+00:15:00,000 --> 00:15:04,180
+اللي هو الشخص المعادي أو الخصم يعني adversarial
+
+172
+00:15:04,180 --> 00:15:09,660
+search اللي هو ال search اللي بيكون فيه problems و
+
+173
+00:15:09,660 --> 00:15:14,380
+مسائل اللي بيكون فيها اتنين خصوم كل واحد بيحاول
+
+174
+00:15:14,380 --> 00:15:20,640
+يغلب الآخر بإنه يعظم مكاسبه و يقلل مكاسب الطرف
+
+175
+00:15:20,640 --> 00:15:24,520
+الآخرهو يعظم الخاسر الطرف الآخر زي لعبة
+
+176
+00:15:24,520 --> 00:15:31,880
+الشاطراليجي زي لعبة ال tic-tac-toe لل X والO تحاول
+
+177
+00:15:31,880 --> 00:15:35,980
+أنت أنت
+
+178
+00:15:35,980 --> 00:15:39,720
+تبدأ مثلا بال O وخصوصا بيحط لك ال X عشان يسكّل
+
+179
+00:15:39,720 --> 00:15:44,740
+عليك أنت بتحط هنا و يسكّل عليك فهي اللعبة أن أنت
+
+180
+00:15:44,740 --> 00:15:50,850
+يشعرالهدف في أعوان اللعبة أن انت هي لعبة طرفين
+
+181
+00:15:50,850 --> 00:15:56,170
+بتخاصموا أو بتنافسوا فيها وكل واحد بده يعظم مكاسبه
+
+182
+00:15:56,170 --> 00:16:01,210
+و يقل المكاسب للآخر ففي هذا النوع من ال problems
+
+183
+00:16:01,210 --> 00:16:04,650
+أو في هذا النوع من ال games عملية ال search بتختلف
+
+184
+00:16:04,650 --> 00:16:10,370
+شويه صغيرة بصير أنا معنى بأنهأجد ال goal .. أجد ال
+
+185
+00:16:10,370 --> 00:16:16,030
+goal state اللي بت .. اللي فيها أعلى value إلي و
+
+186
+00:16:16,030 --> 00:16:19,770
+أقل value ليش هو الخصم تبعك، انت افترض انه انت
+
+187
+00:16:19,770 --> 00:16:22,570
+بتلعب مع ال computer، ال computer هو الخصم، مش هو
+
+188
+00:16:22,570 --> 00:16:27,760
+ضرورة اتنين بين أدمين اللي بيلعبوها يعنيفالان انت
+
+189
+00:16:27,760 --> 00:16:30,800
+بدك تفترض انت ال computer بمعنى ان انت بدك تحط
+
+190
+00:16:30,800 --> 00:16:37,520
+playing technique او playing strategy اللي تلعب مع
+
+191
+00:16:37,520 --> 00:16:43,440
+بنا آدم و تغلب البنا آدم فمثال على هذا او واحدة من
+
+192
+00:16:43,440 --> 00:16:46,900
+ال algorithms او ال techniques اللي ممكن تستخدم في
+
+193
+00:16:46,900 --> 00:16:50,390
+مثل هذا النوع من ال problem اللي هي ال minimaxالـ
+
+194
+00:16:50,390 --> 00:16:53,090
+Minimax أحيانا بيسميها procedure أحيانا بيسميها
+
+195
+00:16:53,090 --> 00:16:57,470
+decision وأحيانا مجازا بيسميها algorithm معينة هي
+
+196
+00:16:57,470 --> 00:17:02,430
+بس مجرد strategy مش algorithm بالمعنى التفصيلي
+
+197
+00:17:02,430 --> 00:17:07,290
+يعني ال minimax ببساطة شديدة احنا خلينا نطلع على
+
+198
+00:17:07,290 --> 00:17:12,110
+example عليها اللي هو
+
+199
+00:17:12,110 --> 00:17:16,230
+ال
+
+200
+00:17:16,230 --> 00:17:17,070
+tic-tac-toe
+
+201
+00:17:20,070 --> 00:17:23,470
+عندك انت في لعبة ال tic-tac-to في الأول بتنبدأ
+
+202
+00:17:23,470 --> 00:17:31,390
+اللحظة فاضية صح فانت عندك كلاب أول كل تمام مربعات
+
+203
+00:17:31,390 --> 00:17:34,790
+خيارات إليك تحط فيها القطعة تبعتك انت راح تفترض
+
+204
+00:17:34,790 --> 00:17:40,230
+انك تبدأ بال X انت تبدأ بال X فعاملك تمام خيارات 1
+
+205
+00:17:40,230 --> 00:17:46,390
+,2,3,4,5,6,7,8,9,10,11,12,13,13,13,13,13,13,13,13
+
+206
+00:17:46,390 --> 00:17:47,490
+,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13
+
+207
+00:17:47,490 --> 00:17:47,490
+,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13
+
+208
+00:17:47,490 --> 00:17:51,190
+,13,13,13,13,13,13,13,13,13,13الان اللاعب اللى بده
+
+209
+00:17:51,190 --> 00:17:54,330
+يكسب اللعبة اللى بنسميه max والطرف التانى اللى
+
+210
+00:17:54,330 --> 00:18:02,330
+بنسميه min max معها ال x و ال min معها ال o فهذه
+
+211
+00:18:02,330 --> 00:18:08,250
+خيارات التسعة اللى فى البداية الان الان
+
+212
+00:18:08,250 --> 00:18:13,570
+ال min بده ياخد كل واحد من خيارات هذوله و يشوف ايش
+
+213
+00:18:13,570 --> 00:18:18,940
+اللى ممكن متاح اللهم و يشوف ايش الأفضل لهفهذا
+
+214
+00:18:18,940 --> 00:18:23,860
+الخيار في منه ان هو يحط ال O على طول هنا او يحط ال
+
+215
+00:18:23,860 --> 00:18:32,720
+O هنا او يحط ال O هنا كل واحد من هذه الخيارات بده
+
+216
+00:18:32,720 --> 00:18:39,600
+يقيم عمله تقييم على اساس ان ال algorithm تختار ال
+
+217
+00:18:39,600 --> 00:18:47,900
+state الأفضل اللى بده توصل في الآخر إلى فوز ل Xأما
+
+218
+00:18:47,900 --> 00:18:53,500
+هك أو بأي شكل آخر من الأشكال ممكن يصل إلى النهاية
+
+219
+00:18:53,500 --> 00:18:57,460
+و ممكن ما يصلش هى ممكن يصل انه تبقى 9 خيارات فهي
+
+220
+00:18:57,460 --> 00:19:00,420
+تطلع منهم اتنين و يبقى 7 خيارات مش اتنين لإن فى او
+
+221
+00:19:00,420 --> 00:19:03,780
+بتلحق كده ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+222
+00:19:03,780 --> 00:19:03,780
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+223
+00:19:03,780 --> 00:19:04,460
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+224
+00:19:04,460 --> 00:19:04,460
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+225
+00:19:04,460 --> 00:19:05,340
+ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+226
+00:19:05,340 --> 00:19:07,640
+ا ا ا ا ا ا ا ا ا ا ا ا ا
+
+227
+00:19:17,120 --> 00:19:20,280
+يعني max انا عنده 9 خيارات و بدنا نيجي نعملهم
+
+228
+00:19:20,280 --> 00:19:24,940
+evaluation و ناخد ال best على أي أساس ايش هي ال
+
+229
+00:19:24,940 --> 00:19:29,040
+evaluation function او ال fitness function او ال
+
+230
+00:19:29,040 --> 00:19:35,160
+objective function اللي ممكن احنا نتبناها في حالة
+
+231
+00:19:35,160 --> 00:19:40,320
+زي هذه الحالة في هذا اللعبة هذا
+
+232
+00:19:40,320 --> 00:19:46,860
+الوضع لو انا حطيت ال X هنا هل أفضل من هذاواللي
+
+233
+00:19:46,860 --> 00:19:50,640
+أفضل واللي هذا أفضل مين الأفضل ايش القاعدة اللي
+
+234
+00:19:50,640 --> 00:19:54,540
+على أساسها بنا نقيم من القواعد السابقة اللي تمتلها
+
+235
+00:19:54,540 --> 00:19:57,880
+دول لا هذه لعبة جديدة بدها قاعدها الخاصة ميني ماكس
+
+236
+00:19:57,880 --> 00:20:02,720
+ماقدرش أجيب قواعد ال rules يوريستيك تبع ال .. انا
+
+237
+00:20:02,720 --> 00:20:05,740
+مابقولها أشهر أخرى تبقى ميني ماكس جابنا لسه احنا
+
+238
+00:20:05,740 --> 00:20:07,900
+ماحكياش في ميني ماكس بس احنا بناحكي الآن على
+
+239
+00:20:07,900 --> 00:20:10,920
+fitness function اللي نعطيها لميني ماكس اللي على
+
+240
+00:20:10,920 --> 00:20:15,490
+أساسها تشتغل ايش ال fitness functionاللي بدنا
+
+241
+00:20:15,490 --> 00:20:19,770
+نستخدمها في تقييم في وضع إيش أنه هذه والله اللي
+
+242
+00:20:19,770 --> 00:20:22,910
+بتتقربني ولا هذي بتتقربنى أكتر ولا هذي بتتقربنى
+
+243
+00:20:22,910 --> 00:20:26,610
+أكتر للإيش لل winning عرف أنا كل واحدة لما أحطها
+
+244
+00:20:26,610 --> 00:20:30,990
+في المصر إيش هو يعني إيش احتمالاته عشان ينجح أيوة
+
+245
+00:20:30,990 --> 00:20:35,390
+أيوة إيش عدد إيش ممكن أقصى إيش ممكن يعمل يعني وانت
+
+246
+00:20:35,390 --> 00:20:41,130
+الصادق بتقدر تقول إيش عدد المنافر أو الاحتمالات
+
+247
+00:20:41,130 --> 00:20:44,710
+اللي أنا لازالت مفتوحة أمامي اللي أفوز منهايعني
+
+248
+00:20:44,710 --> 00:20:49,090
+مثلا انا هنا بقدر افوز في هذا الاتجاه بقدر افوز
+
+249
+00:20:49,090 --> 00:20:54,910
+هيك بقدر افوز هيك صح؟ احتماليات للفوز لو انا حطيت
+
+250
+00:20:54,910 --> 00:21:01,810
+ال X هنا و هو ماانتبهش و غمض اينه ولا كده و حطلي
+
+251
+00:21:01,810 --> 00:21:06,930
+مثلا هنا ولا هنا انا بقدر احط هذه هيك و في اللي
+
+252
+00:21:06,930 --> 00:21:12,490
+بعدها احط هيك فهذا الوضعهو عبارة عن مبتدأ أو بداية
+
+253
+00:21:12,490 --> 00:21:16,510
+لإحتمالي ان انا افوز لإحتمالي ان انا افوز إذا أبيت
+
+254
+00:21:16,510 --> 00:21:19,810
+هذا الاتجاه و برضه إذا أبيت هذا الاتجاه و برضه
+
+255
+00:21:19,810 --> 00:21:24,770
+فهذا الوضع فتحلي تلات احتمالات للفوز هذا الوضع
+
+256
+00:21:24,770 --> 00:21:30,930
+فتحلي أكم احتمال هاي واحد هاي اتنين بس تمام و كده
+
+257
+00:21:30,930 --> 00:21:34,950
+بحط هنا تلاتة و بحط هنا اتنين على اساس يعنيش هذه
+
+258
+00:21:34,950 --> 00:21:39,250
+ال evaluation او ال fitness value تبع كل واحد من
+
+259
+00:21:39,250 --> 00:21:45,420
+ال studentsطب هذا ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة
+
+260
+00:21:45,420 --> 00:21:51,620
+ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة ثلاثة أربع أربع أربع
+
+261
+00:21:51,620 --> 00:21:53,280
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+262
+00:21:53,280 --> 00:21:55,020
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+263
+00:21:55,020 --> 00:21:55,680
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+264
+00:21:55,680 --> 00:21:57,360
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+265
+00:21:57,360 --> 00:21:57,360
+أربع أربع أربع أربع أربع أربع أربع أربع أربع أربع
+
+266
+00:21:57,360 --> 00:22:06,440
+أربع أربع أ
+
+267
+00:22:10,250 --> 00:22:15,250
+لو انا هنا و الخصم تبعي لو انا افترض ان الخصم تبعي
+
+268
+00:22:15,250 --> 00:22:18,850
+انا بعد ما لعبت X الخصم تبعي بحط ال O هنا صرت انا
+
+269
+00:22:18,850 --> 00:22:24,390
+في هذا الوضع انا Max صرت في هذا الوضع لان اكم اكم
+
+270
+00:22:24,390 --> 00:22:29,250
+خيار متحقني طبعا متحقني لسه واحد اتنين تلاتة اربع
+
+271
+00:22:29,250 --> 00:22:34,590
+خمس ستة سبعة سبع احتمالات اني اش العب هدول بس
+
+272
+00:22:34,590 --> 00:22:39,650
+تلاتة منهملكن هذا الخيار الآن انا بقدر افوز بهذا
+
+273
+00:22:39,650 --> 00:22:44,410
+الاحتمال او هذا الاحتمال فقط اي حركة اخرى مافيها
+
+274
+00:22:44,410 --> 00:22:49,570
+مجال لأفوز فالعكس ممكن تكون ضرر اللي يعطي مجال
+
+275
+00:22:49,570 --> 00:22:54,790
+القصم تبع النفوذ فاحنا في كل الأحوال في كل ال
+
+276
+00:22:54,790 --> 00:22:58,450
+states هي strategy او قالية واحدة او heuristic
+
+277
+00:22:58,450 --> 00:23:05,630
+واحدة اللي بنتبعها في تقييم ال states اللي هم عدد
+
+278
+00:23:05,820 --> 00:23:11,020
+ال possibilities أو احتمالات الفوز من الوضع تبع
+
+279
+00:23:11,020 --> 00:23:15,160
+هذا ال state طيب بعدين لسه ما حكيناش في ال minimax
+
+280
+00:23:15,160 --> 00:23:23,260
+procedure ال minimax procedure تقص على انه احنا ما
+
+281
+00:23:23,260 --> 00:23:26,220
+زال صار في عندنا ما زال عندنا ال initial state و
+
+282
+00:23:26,220 --> 00:23:29,460
+عارفين كل الخيارات اللي بتطلع منها و عارفين ايش
+
+283
+00:23:29,460 --> 00:23:32,260
+الاحتمالات تبع كل هذا الخيار كل واحد من هذه
+
+284
+00:23:32,260 --> 00:23:37,510
+الخيارات ايش ممكن التخصم يعملبقدر انا اتعمق في ال
+
+285
+00:23:37,510 --> 00:23:45,630
+tree لاخرة لاخرة و احط تقييم لل leaf
+
+286
+00:23:45,630 --> 00:23:52,030
+nodes لل end states احط تقييم لل leaf states يعني
+
+287
+00:23:52,030 --> 00:23:57,710
+ايه دي اخش depth first و اقول هذه ال state ايش
+
+288
+00:23:57,710 --> 00:24:05,120
+الانضال منها خيار خيارين تلاتة فمن احسن واحد فيهمو
+
+289
+00:24:05,120 --> 00:24:09,300
+أسجل الخيارة كل واحد منهم إيش ال valley تبعه
+
+290
+00:24:09,300 --> 00:24:13,560
+وبعدين أنا أشوف هذه ال state في دور من إذا في دور
+
+291
+00:24:13,560 --> 00:24:20,500
+من أنا أعلم إن من هيبحث عن الخيار الأقل لأن الأقل
+
+292
+00:24:20,500 --> 00:24:27,600
+هو أقل إلي هو مكسب إله الأقل هنا يعني هنا هذا أحسن
+
+293
+00:24:27,600 --> 00:24:33,760
+إلي لكن هذا أحسن لمن مصبوط صح هذا يعني الرقم
+
+294
+00:24:33,760 --> 00:24:40,770
+العاليهو كويس ل max و المقام المنخفض هو كويس ل min
+
+295
+00:24:40,770 --> 00:24:45,370
+فإذا كان هى فضوع من انا اعلى منه اذا افترض هذه
+
+296
+00:24:45,370 --> 00:24:50,710
+تلتة و هذه واحد انا اعلى منه منه هياخد واحد هياخد
+
+297
+00:24:50,710 --> 00:24:55,150
+الخيار هذا هيمشي في هذا الاتجاه لأنه سيء لي صح او
+
+298
+00:24:55,150 --> 00:25:02,430
+لا انا؟ يبكى اذا هذا خيار كمان كان فيه خيارين
+
+299
+00:25:02,430 --> 00:25:08,120
+تانينوالتلاتة هدولة لهم parent state نفترض هذا
+
+300
+00:25:08,120 --> 00:25:15,020
+واحد وهذا تلاتة وهذا سبعة طيب okay هدولة كلهم
+
+301
+00:25:15,020 --> 00:25:19,360
+الخيارات المتاحة لمن ومن حتما هياخد هذا لأنه أسوأ
+
+302
+00:25:19,360 --> 00:25:26,320
+لي طيب انا هكون دلوقت قبله اي خيار هاخد سبعة صح
+
+303
+00:25:26,320 --> 00:25:32,120
+فالعملية بتسمح ان احنابنقدر نيجي نفكر في الأمر
+
+304
+00:25:32,120 --> 00:25:36,480
+كالتالي نبسط بس القضية بتلاتة levels التلاتة
+
+305
+00:25:36,480 --> 00:25:41,100
+levels هدولة فتوضح أن هدولة ليش ال leaf nodes leaf
+
+306
+00:25:41,100 --> 00:25:47,120
+states Max بيلعب أول خطوة بعدين من بعدين بيكون دور
+
+307
+00:25:47,120 --> 00:25:51,060
+Max الآن في دور Max هدى التلاتة والاثمان والاثمان
+
+308
+00:25:51,060 --> 00:25:56,420
+والاثنين هدولة عبارة عن ليش ال heuristic values او
+
+309
+00:25:56,420 --> 00:26:01,330
+ال evaluations تباركة ال statesاذا انا اعلم ان هذا
+
+310
+00:26:01,330 --> 00:26:10,790
+ال node هو 12 وهذا 8 انا اعلم ان من حتما هيختار
+
+311
+00:26:10,790 --> 00:26:16,090
+الأقل
+
+312
+00:26:16,090 --> 00:26:20,050
+وهنا
+
+313
+00:26:20,050 --> 00:26:23,270
+نفس الشيء هيختار الأقل و هنا نفس الشيء هيختار
+
+314
+00:26:23,270 --> 00:26:24,310
+الأقل
+
+315
+00:26:27,180 --> 00:26:31,800
+لو انا عملت حركة action one action two action
+
+316
+00:26:31,800 --> 00:26:35,680
+تلاتة action one اعطاني هذه و action two اعطاني
+
+317
+00:26:35,680 --> 00:26:41,840
+هذه و action three اعطاني هذه اعمل اي action فيهم
+
+318
+00:26:41,840 --> 00:26:45,160
+اذا انا عندي تلاتة possible if انا واحد واحد في
+
+319
+00:26:45,160 --> 00:26:49,120
+هنا لسه اللحظة فاضية و معايا تلاتة possible
+
+320
+00:26:49,120 --> 00:26:56,240
+actions و انا اعلم كل action كده مدى ضرر علياالأقل
+
+321
+00:26:56,240 --> 00:27:00,560
+ضرران فانا
+
+322
+00:27:00,560 --> 00:27:03,500
+الأن بدي أاخد الأقل ضرران اللي هو الأعلى قيمة لي
+
+323
+00:27:03,500 --> 00:27:10,920
+تلاتة تلاتة هنا القيمة الأعلى لي صح فانا حتما هاخد
+
+324
+00:27:10,920 --> 00:27:14,280
+ال action number one مظبوط الكلام ولا لأ هتمثل ال
+
+325
+00:27:14,280 --> 00:27:17,940
+minimum نعم هتمثل القيمة الأعلى في ال minimum صح
+
+326
+00:27:17,940 --> 00:27:23,030
+طبعا كيف ال values هذه هي القيمة تبعت ال stateأنا
+
+327
+00:27:23,030 --> 00:27:27,330
+ك max ببحث عن القيم العليا، من يبحث عن القيم
+
+328
+00:27:27,330 --> 00:27:32,610
+المنخفضة، خلاص؟ فانا الآن عندي ال state ابتدائية،
+
+329
+00:27:32,610 --> 00:27:36,970
+و أمامي possible one, two, three actions، وأنا أهم
+
+330
+00:27:36,970 --> 00:27:40,300
+أن هذا ال actionهيدخلني على state ال value تبعها
+
+331
+00:27:40,300 --> 00:27:43,040
+تلاتة وهذا هيدخلني على state ال value تبعها اتنين
+
+332
+00:27:43,040 --> 00:27:45,980
+وهذا على state ال value تبعها اتنين يبقى انا لازم
+
+333
+00:27:45,980 --> 00:27:50,020
+اختار ال action اللي هيدخلني على state صح فهذا
+
+334
+00:27:50,020 --> 00:27:54,380
+ببساطة هي ال minimax procedure او ال minimax
+
+335
+00:27:54,380 --> 00:28:00,440
+algorithm فببساطة شدي ان احنا اول step في هذا ال
+
+336
+00:28:00,440 --> 00:28:05,960
+procedure إيش
+
+337
+00:28:05,960 --> 00:28:06,460
+expand
+
+338
+00:28:11,480 --> 00:28:16,180
+فقدر أقول هيك إن أنا بدي أفرد أو generate الفضاء
+
+339
+00:28:16,180 --> 00:28:22,000
+الاحتمالات كله وإلا كيف بدي أعمل evaluation لل
+
+340
+00:28:22,000 --> 00:28:27,320
+leaf nodes كيف بتوصل لها لازم أبجأ غصط إلى نهاية
+
+341
+00:28:27,320 --> 00:28:33,100
+اللي هو ال search space بعدين افردت الفضاء
+
+342
+00:28:33,100 --> 00:28:37,040
+الاحتمالات كله افرد بعدين تفترح تفترح تعمل
+
+343
+00:28:37,040 --> 00:28:37,980
+evaluation في الأول
+
+344
+00:28:46,410 --> 00:28:52,490
+leaf nodes اللي يعني leaf states عملنا evaluation
+
+345
+00:28:52,490 --> 00:28:56,250
+عملنا أيش عملنا evaluation؟ حاطينا الأقامة دي صح؟
+
+346
+00:28:56,250 --> 00:29:00,890
+حاطيناها بناء علاش مانحطها evaluation function او
+
+347
+00:29:00,890 --> 00:29:10,450
+heuristic rule صح؟ ثلاثة هتقطع نعم؟ بدنا نروح حل
+
+348
+00:29:10,880 --> 00:29:19,520
+نرحل ال values الى ال parent nodes ال parent تبعه
+
+349
+00:29:19,520 --> 00:29:23,120
+في دور مين؟ في دور من؟ اذا في دور من يبقى بيرحل ال
+
+350
+00:29:23,120 --> 00:29:24,000
+minimum value
+
+351
+00:29:44,340 --> 00:29:49,820
+propagate يعني نرحلها بعدين
+
+352
+00:29:49,820 --> 00:29:56,400
+خلاص مضلش الشيء خلاص الان الكمبيوتر بيلعب هون غامض
+
+353
+00:29:56,400 --> 00:30:03,580
+ليش؟ لأن هذه التلاتة بتقوله خد ال node لأ لأ رقم
+
+354
+00:30:03,580 --> 00:30:11,100
+تلاتة ال limit التلاتة يعني كل node لها value صح؟
+
+355
+00:30:11,100 --> 00:30:16,530
+صح؟ و المعروف من ال actionاللي بيوصل إليها ال
+
+356
+00:30:16,530 --> 00:30:21,670
+system الآن و هو مغمض بدي أخد ال action المرتبط
+
+357
+00:30:21,670 --> 00:30:26,610
+بال value خلاص انت صار عنده من البداية صار عنده من
+
+358
+00:30:26,610 --> 00:30:32,650
+البداية أن أحسن state و أنت واقف هنا أحسن state هي
+
+359
+00:30:32,650 --> 00:30:37,050
+ال state اللي ال value تبعها تلاتة طيب ماشي الحل
+
+360
+00:30:37,050 --> 00:30:39,150
+وين ال action؟ ال action اي واحد هو اللي بيودين
+
+361
+00:30:39,150 --> 00:30:45,890
+عليه خلاص و بعد هيك بعد ما يلعب هذابعد ما يصير في
+
+362
+00:30:45,890 --> 00:30:52,790
+stay تلاتة تلقائيا احنا فاهمين ان الخصم يلعب بنفس
+
+363
+00:30:52,790 --> 00:30:59,390
+العقلية فهيروح ياخد هادي مش لأنها تلاتة افضل لأ
+
+364
+00:30:59,390 --> 00:31:03,470
+لأنها تلاتة اقل هيدكدي هنا الان هادي ايش ال
+
+365
+00:31:03,470 --> 00:31:10,750
+children تفرع منها فانا باخد ال child الليبس هو ..
+
+366
+00:31:10,750 --> 00:31:14,950
+هو عمليا لو ولا واحد فيهم غلط و واحد منه ضال يختار
+
+367
+00:31:14,950 --> 00:31:21,330
+ال minima و ضال يختار ال minimax النهاية الحتمية
+
+368
+00:31:21,330 --> 00:31:25,870
+ان اللعب اتسكر و ما حدا فوز اي بالظبط ان انت بتركز
+
+369
+00:31:25,870 --> 00:31:31,070
+على ان هناك يطلع ان الخصم تبعك يخرج عن تفكير ال
+
+370
+00:31:31,070 --> 00:31:35,190
+minimax اذا نفس ال system لعب اتحاله اقل نتيجة
+
+371
+00:31:35,190 --> 00:31:41,960
+ممكن ياخدها تعادأنا بنتبهت أنه ممكن لو أخد الأفضل
+
+372
+00:31:41,960 --> 00:31:45,040
+لو أنا أخدت الأربعة اللي في النص هذه مستحيل يبقى
+
+373
+00:31:45,040 --> 00:31:49,700
+خسارة فيه زي في ال .. في ال XO يعني مثلا لو أنا
+
+374
+00:31:49,700 --> 00:31:52,980
+أخدت الأربعة اللي في النص أنا مستحيل أخسر فيها
+
+375
+00:31:52,980 --> 00:31:55,760
+نيارية الأربعة في النص ماشي قصدك الأربعة في النص
+
+376
+00:31:55,760 --> 00:31:59,560
+لو أنا أخدت الأربعة ال value أربعة كانت في ال XO
+
+377
+00:31:59,560 --> 00:32:03,540
+مستحيل خسارة فيهايعني انت ممكن مش two goals ورا
+
+378
+00:32:03,540 --> 00:32:07,540
+بعض لأ فاهم لأ انا فاهم يطلع عندي اربع ال value
+
+379
+00:32:07,540 --> 00:32:12,700
+اربع يعني في ال X و لو نرجع احنا لو احنا لو احنا
+
+380
+00:32:12,700 --> 00:32:12,860
+لو احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+381
+00:32:12,860 --> 00:32:12,900
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+382
+00:32:12,900 --> 00:32:12,980
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+383
+00:32:12,980 --> 00:32:13,460
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+384
+00:32:13,460 --> 00:32:13,480
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+385
+00:32:13,480 --> 00:32:17,060
+احنا لو احنا لو احنا لو احنا لو احنا لو احنا لو
+
+386
+00:32:17,060 --> 00:32:22,640
+احنا لو احنا لو احنا لو احنا
+
+387
+00:32:22,640 --> 00:32:26,600
+لو
+
+388
+00:32:26,600 --> 00:32:30,060
+احنا
+
+389
+00:32:31,370 --> 00:32:37,710
+سلابك هي تحط هنا و لا تحط هنا و جذبه على two win
+
+390
+00:32:37,710 --> 00:32:41,490
+possibility إذا جيت ال X اللي في النص مع أي X على
+
+391
+00:32:41,490 --> 00:32:45,810
+الزاوية تمام لما يحط X في أي مكان بصير عنده احتمال
+
+392
+00:32:45,810 --> 00:32:50,890
+ينفوذ يعني احتمال ينفوذ مؤكد بيصير إذا حط X هنا في
+
+393
+00:32:50,890 --> 00:32:56,350
+الزاوية في الزاوية صحيح تمام بصير في عنده إيش هذا
+
+394
+00:32:56,350 --> 00:33:01,300
+أي واحد احتماله و حط X في أي مكانحط X في أي مكان
+
+395
+00:33:01,300 --> 00:33:04,960
+تاني في أي مكان تاني
+
+396
+00:33:09,480 --> 00:33:13,340
+عمليا لو حد بدأت .. لو حد بدأت بيحط هنا و بعدين
+
+397
+00:33:13,340 --> 00:33:16,760
+بيحط في اي مكان تاني اه صحيح زي كده اه و سنعمله
+
+398
+00:33:16,760 --> 00:33:20,400
+هذا و سنعمله هذا بس في حاجة هو عمليا .. هو الخصم
+
+399
+00:33:20,400 --> 00:33:23,600
+تبعك مش حاسيبك طبعا هو الخصم تبعك و انت حاططها في
+
+400
+00:33:23,600 --> 00:33:26,600
+النص و هيروح يسكر عليك الزوايا او بحاجة هيعملها
+
+401
+00:33:26,600 --> 00:33:31,200
+يسكر الزوايا بالظبط ده هيك نفسي ثالث صحيح؟ اه
+
+402
+00:33:31,200 --> 00:33:33,820
+بتاخدش اتنين roles و اربعة صحيح بس انا بقول يعني
+
+403
+00:33:33,820 --> 00:33:38,460
+هو بالنسبة لسيس .. الموضوع .. الموضوع ال minimaxزي
+
+404
+00:33:38,460 --> 00:33:42,700
+ما قلنا في الأول أن الطرفين
+
+405
+00:33:42,700 --> 00:33:47,520
+لازم هيتعادلوا إلا إذا واحد ارتكب خطأ خارج عن نص
+
+406
+00:33:47,520 --> 00:33:52,060
+ال minimax procedure طبعا احنا بنفترض أن هذا وارد
+
+407
+00:33:52,060 --> 00:33:55,820
+لأن واحد منهم هيكون computer و التاني human human
+
+408
+00:33:55,820 --> 00:34:00,780
+الخطأ هيجي من ال human او ضعيف ييجي من ال system
+
+409
+00:34:04,960 --> 00:34:08,440
+زي ما كانت الـ idea to choose the move to position
+
+410
+00:34:08,440 --> 00:34:12,200
+with the highest minimax value best available
+
+411
+00:34:12,200 --> 00:34:19,660
+payoff against the best play طيب،
+
+412
+00:34:19,660 --> 00:34:24,980
+أيش بدنا نطلع الأن؟ نطلع على أن ال properties
+
+413
+00:34:24,980 --> 00:34:27,800
+تبعتها، حتى واحدة اللي كنا بنحكي فيه، إيه علاقة
+
+414
+00:34:27,800 --> 00:34:31,560
+بال properties؟ المعنى أن مثلا ال completeness، هل
+
+415
+00:34:31,560 --> 00:34:34,740
+هي complete؟ هل هي بتجد حل دائما؟
+
+416
+00:34:37,610 --> 00:34:43,510
+هل تجد حل دائما؟ طبعا تجد بشرط ان ال search space
+
+417
+00:34:43,510 --> 00:34:48,690
+ي define it مايبقاش ال هذا لنهيه و الأصل مامش هقدر
+
+418
+00:34:48,690 --> 00:34:55,210
+اشتغل شرط مصمم لازم اصل ال leaf nodes طبعا انا
+
+419
+00:34:55,210 --> 00:34:59,730
+ممكن اذا infinite اجسم الشغل by iterative
+
+420
+00:34:59,730 --> 00:35:06,340
+deepeningiterative deepening بس هذا عشان اقدر
+
+421
+00:35:06,340 --> 00:35:12,820
+اشتغل يعني اجي ال tree تتمدد
+
+422
+00:35:12,820 --> 00:35:17,220
+فانا مش هقدر اقوس deep first او deep first
+
+423
+00:35:17,220 --> 00:35:21,460
+فبالتالي اجي اقول بدي اشتغل على L بالسبب ستة واطبع
+
+424
+00:35:21,460 --> 00:35:25,420
+على هدول ال notes علي ان هم ايش هم leaf notes مع
+
+425
+00:35:25,420 --> 00:35:29,240
+انه انا اعلم انه لسه في بتفرع منهم children بس انا
+
+426
+00:35:29,240 --> 00:35:33,840
+عشان اقدر اشتغل اعمل هدول ايشleaf nodes و اقيمهم
+
+427
+00:35:33,840 --> 00:35:36,980
+اعتبرهم يعني leaf nodes و اقيمهم و اشتغل على هذا
+
+428
+00:35:36,980 --> 00:35:44,340
+الأساس طبعا وصلت لمقطة اللي لابا لسه مستمرة المقطة
+
+429
+00:35:44,340 --> 00:35:49,460
+اللي لابا فيها بشوف ايش ال tree اللي بتتفرع منها و
+
+430
+00:35:49,460 --> 00:35:55,580
+باخد برضه و باخد depth limited ماشي بس هذا عبارة
+
+431
+00:35:55,580 --> 00:36:00,340
+عن مخرج من عملية ال infinite depth
+
+432
+00:36:02,430 --> 00:36:05,710
+طبعا صح مخرج ولكن لا يضمن لي ان انا اجد solution
+
+433
+00:36:05,710 --> 00:36:11,890
+او اجد يعني ال best move لان اللي انا حسبته بناء
+
+434
+00:36:11,890 --> 00:36:17,250
+على هذا المستوى قد يكون خاطئ وممكن يهزمني القصم
+
+435
+00:36:17,250 --> 00:36:22,950
+لان انا اشتغلت على جزء من الصورة طيب ال optimality
+
+436
+00:36:23,240 --> 00:36:27,140
+نعم بيكون optimal طبعا برضه كمان ياشهر في ظل اللي
+
+437
+00:36:27,140 --> 00:36:31,040
+هو ان تبقى limited و برضه بيكون optimal على أساس
+
+438
+00:36:31,040 --> 00:36:38,240
+ان القسم تبعك بيحاول يسعى الى لا تمام ال time
+
+439
+00:36:38,240 --> 00:36:45,340
+complexity P to the M و ال space complexity P O of
+
+440
+00:36:45,340 --> 00:36:46,180
+P M
+
+441
+00:36:49,100 --> 00:36:54,260
+مضطرين نوقف هنا بس في ضايل شغلة بسيطة بنحاول نحكي
+
+442
+00:36:54,260 --> 00:36:58,800
+فيها الآن وإذا كافل معانا الوقت إذا ما كفاش وقت
+
+443
+00:36:58,800 --> 00:37:04,440
+بنكملها المرة الجاية وهي أنه في هذا النوع من ال
+
+444
+00:37:04,440 --> 00:37:12,180
+search ال minimax procedure ممكن أنا محتاجش أعمل
+
+445
+00:37:12,180 --> 00:37:20,380
+evaluation لكل ال tree evaluationبمعنى ايش انه انا
+
+446
+00:37:20,380 --> 00:37:29,000
+الان في دور ال max وفردت ال children لسه مش عارف
+
+447
+00:37:29,000 --> 00:37:33,500
+اكمل child بس طلعت لجيت في عندي child و ال child
+
+448
+00:37:33,500 --> 00:37:36,960
+هذا بده اخش اشوف ايش بتفرع منه فخشيت و اتفرع و
+
+449
+00:37:36,960 --> 00:37:41,020
+لجيت انه في تلتة children الان انا هنا في هذا ال
+
+450
+00:37:41,020 --> 00:37:46,120
+level في دور ال max قبل هي كده في دور مني انا اعلم
+
+451
+00:37:46,120 --> 00:37:52,690
+انه في دور منيأه من هياخد ال minimum من هدول ال
+
+452
+00:37:52,690 --> 00:37:58,850
+children فحتما هياخد التلاتة صح طيب الآن خلصنا من
+
+453
+00:37:58,850 --> 00:38:03,410
+هذا الطريق بما نشوف إذا في child تاني و هل ال
+
+454
+00:38:03,410 --> 00:38:10,050
+child تاني بتفرع منه ال children ولا لأ الآن أنا
+
+455
+00:38:10,050 --> 00:38:17,770
+لجيت أن ال child هذا بتفرع منه تلاتةأول راح احد
+
+456
+00:38:17,770 --> 00:38:21,350
+منهم مفهزته وجدت الـ heuristic value او ال fitness
+
+457
+00:38:21,350 --> 00:38:26,770
+function value تبقى 2 اتنين هذه ماشي خلينا نحطها
+
+458
+00:38:26,770 --> 00:38:31,190
+هنا مؤقتا بس فاكر معايا انت الاتنين هذه و هي مؤقتة
+
+459
+00:38:31,190 --> 00:38:36,310
+احنا لسه بدنا نشوف جدام ال children الأخرين نطلع
+
+460
+00:38:36,310 --> 00:38:40,870
+عليهم عشان نعملهم evaluation طيب اذا كان ال value
+
+461
+00:38:40,870 --> 00:38:46,940
+سبعتهم اكبر من 2 بلزمه او بلزم ان انابالظبط ان انا
+
+462
+00:38:46,940 --> 00:38:55,680
+اطلع لهم الـ min هذا ال max
+
+463
+00:38:55,680 --> 00:39:00,020
+لما شاف التلاتة هذه لما شاف النود هذه ال value
+
+464
+00:39:00,020 --> 00:39:05,560
+تبعها تلاتة هو محتاج يستمر في البحث املا على امل
+
+465
+00:39:05,560 --> 00:39:11,300
+ان يجد شيء افضل من التلاتة صح؟ صح؟ طيب الان هو خرش
+
+466
+00:39:11,300 --> 00:39:15,220
+على هذا و لجل ال child تبعه اتنينخش على هذا الـ
+
+467
+00:39:15,220 --> 00:39:19,380
+chart و لا على هذا الـ chart تبقى 2 طيب أكمل عشان
+
+468
+00:39:19,380 --> 00:39:24,900
+أبحث عن إشي أقل من الإتنين ما هو أنا في دور من
+
+469
+00:39:24,900 --> 00:39:29,220
+الإتنين هذي مش هتتبدل إلا إذا في إشي أقل منها طب و
+
+470
+00:39:29,220 --> 00:39:33,760
+ليش أصلا أخش أدور على إشي أقل من الإتنين إذا كان
+
+471
+00:39:33,760 --> 00:39:37,720
+ال maths جاعة ببحث عن إشي أكبر من التلاتة؟ شو
+
+472
+00:39:37,720 --> 00:39:42,400
+معناه هذا؟ معناه هذا كان إن أنا بقدر أوقف البحث
+
+473
+00:39:42,950 --> 00:39:47,030
+أوقف عملية استكشاف ال children و مجرد ما اني انا
+
+474
+00:39:47,030 --> 00:39:51,430
+لجيت ال child هذا و عرفت ان ال value تبع اتنين ال
+
+475
+00:39:51,430 --> 00:39:54,930
+linguistic value تبع اتنين و الاتنين هذه مبدئيا
+
+476
+00:39:54,930 --> 00:39:58,210
+بدأت تترحل ال parent اللي هو في دور ال man و
+
+477
+00:39:58,210 --> 00:40:04,210
+بنستمر في البحث وشوف اذا في children اخرى اخرى و
+
+478
+00:40:04,210 --> 00:40:08,650
+هذا ال children اذا واحد منهم اقل من الاتنين بدنا
+
+479
+00:40:08,650 --> 00:40:15,170
+نبدل الاتنينبهذا ال value طب و ليش اخش في العملية
+
+480
+00:40:15,170 --> 00:40:20,370
+هذه اذا كان انا اعلم ان ال parent تبعي ال parent
+
+481
+00:40:20,370 --> 00:40:25,490
+اللي هو في دور ال max بيدور على state ال value
+
+482
+00:40:25,490 --> 00:40:30,730
+تبعها اكبر من تلاتة و انا بدأ اخش اعمل search ادور
+
+483
+00:40:30,730 --> 00:40:34,760
+علىState الفئة تبقى على قدم اتنين مالوش لازم هذا
+
+484
+00:40:34,760 --> 00:40:38,720
+الكلام يبقى بقف الوقف هادي او توقيف ال search اسمه
+
+485
+00:40:38,720 --> 00:40:42,660
+Pruning Pruning يعني احنا كأننا بنجلم في شجرة شجرة
+
+486
+00:40:42,660 --> 00:40:48,240
+بنجسكس في الأفروع اللي مش لازم تمام هنا نفس الشيء
+
+487
+00:40:48,240 --> 00:40:50,560
+عن هذا الكلام بنفصل في المحاضرة الجاية ان شاء الله
+
+488
+00:40:50,560 --> 00:41:01,630
+بس انت بدك تستبعد انه عملية ال searchممكن تختزل
+
+489
+00:41:01,630 --> 00:41:08,130
+بشكل كبير من خلال ال proning طيب يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I.srt
new file mode 100644
index 0000000000000000000000000000000000000000..1a47e2f025754973546f6e1d4c56e586e675aba7
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I.srt
@@ -0,0 +1,1361 @@
+1
+00:00:20,650 --> 00:00:23,110
+بسم الله الرحمن الرحيم، احنا اليوم إن شاء الله بدنا
+
+2
+00:00:23,110 --> 00:00:26,450
+نكمل الموضوع اللي فتحناه قبل هيك في المحاضرات
+
+3
+00:00:26,450 --> 00:00:32,610
+الماضية، اللي هو الـ artificial neural networks الـ
+
+4
+00:00:32,610 --> 00:00:35,670
+supervised learning باستخدام الـ artificial neural
+
+5
+00:00:35,670 --> 00:00:42,570
+networks. كنا في المحاضرة الماضية حكينا عن اللي هو
+
+6
+00:00:42,570 --> 00:00:48,290
+الـ Perceptron، وشوفنا آلية عمله، وآلية
+
+7
+00:00:48,290 --> 00:00:53,090
+التعلم اللي هي مقصودة بالتعديل الوزني، وبعدين
+
+8
+00:00:53,090 --> 00:00:57,270
+كمان أيضًا طلعنا على الـ multi-layered networks الـ
+
+9
+00:00:57,270 --> 00:01:00,270
+multi-layered networks اللي هي عبارة عن شبكة من الـ
+
+10
+00:01:00,270 --> 00:01:05,850
+perceptrons. الشبكة هذه مُهيكلة على أساس layers، والـ
+
+11
+00:01:05,850 --> 00:01:08,890
+layers، كل layer فيها مجموعة من الـ perceptrons
+
+12
+00:01:08,890 --> 00:01:13,090
+بتغذي المجموعة اللي بعدها، أو الـ layer اللي بعدها،
+
+13
+00:01:14,080 --> 00:01:18,840
+وشوفنا آلية التعلم في الـ multilayer networks،
+
+14
+00:01:18,840 --> 00:01:23,080
+صح، آلية التعلم المُتّبعة بها مرة أخرى، اللي هي آلية
+
+15
+00:01:23,080 --> 00:01:27,420
+تعديل الأوزان، وشوفنا كيف بتختلف آلية تعديل الأوزان
+
+16
+00:01:27,420 --> 00:01:36,000
+في الـ output layer عنّها في الـ hidden layer، صح الآن؟
+
+17
+00:01:36,000 --> 00:01:40,290
+احنا بدنا نلقي نظرة أخيرة على الـ multilayer
+
+18
+00:01:40,290 --> 00:01:44,510
+networks، بعدين بنحكي في جزئية صغيرة، اللي هي الـ
+
+19
+00:01:44,510 --> 00:01:48,610
+accelerating، اللي هي النقطة هذه، ماضحة النقطة هذه،
+
+20
+00:01:48,610 --> 00:01:53,170
+اللي هي accelerated learning، المقصود بها تسريع
+
+21
+00:01:53,170 --> 00:01:56,710
+عملية التعلم. عملية التعلم احنا فاهمين إنها بتحصل
+
+22
+00:01:56,710 --> 00:02:04,390
+على شكل ايش؟ iterations. iterations، مظبوط، وسمينا كل
+
+23
+00:02:04,390 --> 00:02:08,630
+مجموعة من الـ iterations سمينها epoch، صح؟ الـ Epoch هو
+
+24
+00:02:08,630 --> 00:02:14,970
+دفعة، أو short من الـ iterations. عملية التسريع هو
+
+25
+00:02:14,970 --> 00:02:21,870
+تقليل عدد الـ iterations. بدل من أن الـ network تأخذ
+
+26
+00:02:21,870 --> 00:02:29,940
+400 دورة، 400 iterations قبل أن تستقر الأوزان، لما
+
+27
+00:02:29,940 --> 00:02:33,020
+بنقول احنا بدنا نسرّع عملية التعلم، معناه ذلك
+
+28
+00:02:33,020 --> 00:02:36,240
+الـ 400 هدول بدنا نختصرهم، أو نُقلّلهم إلى 300،
+
+29
+00:02:36,240 --> 00:02:42,100
+إلى 200، إلى 100 ربما، بدون أن نُنقص من دقة
+
+30
+00:02:42,100 --> 00:02:48,290
+التعلم. هذه النقطة اللي هي المقصود بها اللي هو
+
+31
+00:02:48,290 --> 00:02:52,730
+accelerated learning، أو ممكن نقول accelerating الـ
+
+32
+00:02:52,730 --> 00:02:55,570
+learning، يعني تسريع التعلم في الـ multi neural
+
+33
+00:02:55,570 --> 00:02:59,390
+networks. بعد ما نخلص النقطة هذه إن شاء الله، بنتطلع
+
+34
+00:02:59,390 --> 00:03:03,250
+على الـ Hopfield network والـ BAM، اللي هي
+
+35
+00:03:03,250 --> 00:03:07,010
+bidirectional associative memories. هدول نوعين من
+
+36
+00:03:07,010 --> 00:03:13,420
+الـ artificial neural networks اللي بينطوروا تحت إطار
+
+37
+00:03:13,420 --> 00:03:18,200
+اللي هو supervised learning. طيب، إيش قلنا بدنا
+
+38
+00:03:18,200 --> 00:03:20,640
+نبدأ في الأول بإيش؟ بإننا نلقي نظرة أخيرة على الـ
+
+39
+00:03:20,640 --> 00:03:23,920
+multilayer neural networks اللي كنا حكينا فيها من
+
+40
+00:03:23,920 --> 00:03:28,400
+قبل. بدنا نرجع على طريقة الـ slide اللي فيها الـ
+
+41
+00:03:28,400 --> 00:03:34,040
+example اللي تبعه، تتذكروا تبع إيش؟ تبع تدريب الـ
+
+42
+00:03:34,040 --> 00:03:41,100
+network على اللي هو الـ XOR، الـ XOR gate أو الـ XOR
+
+43
+00:03:41,100 --> 00:03:44,900
+function، ذاكرين؟
+
+44
+00:03:44,900 --> 00:03:49,700
+هذا المثال. اما كنا بنحكي إنه هاي الـ neural network
+
+45
+00:03:49,700 --> 00:03:54,920
+في عندنا الثلاث nodes، هدول node رقم ثلاثة ورقم
+
+46
+00:03:54,920 --> 00:03:58,020
+أربعة، هدول تابعين لإيش؟ للـ layer، الـ hidden layer،
+
+47
+00:03:58,020 --> 00:04:03,460
+مظبوط، الـ hidden layer، صح؟ والـ output layer إيش
+
+48
+00:04:03,460 --> 00:04:07,660
+فيها؟ فيها node واحدة، اللي هي node number five، صح؟
+
+49
+00:04:07,660 --> 00:04:13,200
+لأن الـ input بيدخل بـ X1 و X2 على node number one و
+
+50
+00:04:13,200 --> 00:04:16,700
+node number two. ملاحظين هدول الـ two nodes شكلهم
+
+51
+00:04:16,700 --> 00:04:22,780
+مربع، لتمييزهم عن من عن الـ nodes الأخرى. مميزين بإيش؟
+
+52
+00:04:22,780 --> 00:04:26,300
+إيش الفرق ما بينهم؟ إن هدول ما بيعملوش أي
+
+53
+00:04:27,210 --> 00:04:31,330
+calculations، ما بيعملوش أي computation، صح؟ مجرد اللي
+
+54
+00:04:31,330 --> 00:04:35,890
+بيدخل عليهم بيتوزع على مين؟ على اللي بعدهم، okay؟ يبقى احنا
+
+55
+00:04:35,890 --> 00:04:39,730
+عمليًا في المثال هذا، يوم ما بدنا نيجي نحسب ونعدّ
+
+56
+00:04:39,730 --> 00:04:42,990
+الأوزان، ونعد الأوزان، بس ثلاثة وأربعة وخمسة،
+
+57
+00:04:42,990 --> 00:04:47,470
+مظبوط، بنبدأ من مين؟ من الخمسة في الأول بالظبط، لأن
+
+58
+00:04:47,470 --> 00:04:52,080
+الخمسة هي اللي عندها desired output، وهي اللي بتقدر
+
+59
+00:04:52,080 --> 00:04:55,460
+تعرف الـ error أو تحسب الـ error، وبعدها بتطلع الـ
+
+60
+00:04:55,460 --> 00:04:59,420
+error، بتعدّل أوزانها، وبعدها بترحل الـ error
+
+61
+00:04:59,420 --> 00:05:02,820
+gradient إلى مين؟ إلى ثلاثة وأربعة، الـ error
+
+62
+00:05:02,820 --> 00:05:07,900
+gradient اللي ذكرناه هو small delta، بترحل إلى ثلاثة
+
+63
+00:05:07,900 --> 00:05:10,740
+وإلى أربعة، عشان كل واحدة منهم، ثلاثة وأربعة، تحسب
+
+64
+00:05:10,740 --> 00:05:15,230
+الـ error تبعها، الـ error gradient تبعها، يعني عشان
+
+65
+00:05:15,230 --> 00:05:18,730
+تعدّل أوزانها بناء عليه. هذا الكلام هو total طبعًا،
+
+66
+00:05:18,730 --> 00:05:22,710
+هنا في الـ slide هذه، بيعطيك الـ initial values تبع
+
+67
+00:05:22,710 --> 00:05:30,390
+الـ إيش؟ الأوزان،
+
+68
+00:05:30,390 --> 00:05:34,230
+والـ threshold،
+
+69
+00:05:34,230 --> 00:05:41,980
+that theta، صح؟ مظبوط؟ بعد ذلك، هنا بيبدأ الحساب. أول
+
+70
+00:05:41,980 --> 00:05:46,260
+شيء، بيحسب الـ Y3، الـ output اللي بده يطلع من Y3،
+
+71
+00:05:46,260 --> 00:05:53,100
+مظبوط، بس احنا قلنا أول حاجة، بدنا نعدّل الأوزان
+
+72
+00:05:53,100 --> 00:05:59,840
+فيها على Y5. طب ليش بدأنا في Y3 و Y4؟ لأن Y5
+
+73
+00:06:01,600 --> 00:06:05,000
+بتعرف كيف تحسب الـ output تبعها، لازم يجيها input من
+
+74
+00:06:05,000 --> 00:06:09,120
+وين؟ بتجيها الـ input من Y3 و Y4. يبقى لازم أحسب Y3 و
+
+75
+00:06:09,120 --> 00:06:13,800
+Y4، ليش؟ بدهم يطلعوا عشان نُسَلّم لـ Y5، عشان Y5 تحسب
+
+76
+00:06:13,800 --> 00:06:16,580
+الـ output تبعها. تبعها، دلوقت، لأن شوف إيش فيه error،
+
+77
+00:06:16,580 --> 00:06:22,180
+ويتراح تاني، يعني احنا forward propagation
+
+78
+00:06:22,180 --> 00:06:26,140
+of data، و backward propagation of error
+
+79
+00:06:26,140 --> 00:06:31,070
+information، صح؟ okay، هي الآن، بعد ما طلعنا  ...
+
+80
+00:06:31,070 --> 00:06:34,050
+من حسبنا، وطبعًا حسبنا الـ activation
+
+81
+00:06:34,050 --> 00:06:37,870
+function، استخدمنا اللي هي الـ sigmoid، الـ sigmoid،
+
+82
+00:06:37,870 --> 00:06:41,270
+طبعًا، يوم ما يكون في عندك مثال أو امتحان أو كده، الـ
+
+83
+00:06:41,270 --> 00:06:44,830
+formula حتبدو مألوفة لك أنت، بس مجرد إيش؟ بتاخد
+
+84
+00:06:44,830 --> 00:06:48,110
+الأرقام وبتطلع الـ output. الـ output، لأن الـ sigmoid
+
+85
+00:06:48,110 --> 00:06:51,330
+بتطلع continuous values، يعني إيش؟ يعني أرقام عشرية،
+
+86
+00:06:51,330 --> 00:06:58,750
+مش binary زي مين؟ زي الـ step function، و ليش؟ بالـ pulse
+
+87
+00:06:58,750 --> 00:07:04,010
+function، صح؟ okay، فَالآن هذه الـ continuous values،
+
+88
+00:07:04,010 --> 00:07:07,870
+أو الـ real values، أو الـ float values، بتدخل على مين؟
+
+89
+00:07:07,870 --> 00:07:12,350
+على Y5، تنضرب في الأوزان تبعها، وتُؤخذ مع الـ
+
+90
+00:07:12,350 --> 00:07:16,750
+threshold عشان تطلع الـ output تبع Y5. من هنا الآن،
+
+91
+00:07:16,750 --> 00:07:20,610
+نبدأ نشوف ليش الـ error، الـ error اللي أنا بحسبه هو
+
+92
+00:07:20,610 --> 00:07:24,610
+عبارة عن ببساطة الـ difference ما بين الـ desired، الـ
+
+93
+00:07:24,610 --> 00:07:32,080
+desired، لما يكون عندي أنا الـ X واحد، X واحد،
+
+94
+00:07:32,080 --> 00:07:36,240
+أنا بقصد هنا X واحد و X اثنين، الاثنين الـ input، الـ
+
+95
+00:07:36,240 --> 00:07:41,340
+value تبعهم one one، لازم الـ XOR function
+
+96
+00:07:41,340 --> 00:07:42,120
+تعطيني إيش؟
+
+97
+00:07:50,560 --> 00:07:54,460
+Y5 يفترض أن يكون zero، بس ما هو اللي بيطلع معنا هنا
+
+98
+00:07:54,460 --> 00:07:56,580
+في الـ calculation هذا، يفترض أن يكون zero، بس ما هو
+
+99
+00:07:56,580 --> 00:07:56,920
+اللي بيطلع معنا هنا في الـ calculation هذا، يفترض أن
+
+100
+00:07:56,920 --> 00:07:56,960
+يكون zero، بس ما هو اللي بيطلع معنا هنا في الـ
+
+101
+00:07:56,960 --> 00:08:03,540
+calculation هذا، يفترض أن يكون zero، بس
+
+102
+00:08:03,540 --> 00:08:05,000
+ما هو اللي بيطلع معنا هنا في الـ calculation هذا،
+
+103
+00:08:05,000 --> 00:08:06,320
+يفترض أن يكون zero، بس ما هو اللي بيطلع معنا هنا في
+
+104
+00:08:07,180 --> 00:08:09,700
+الـ small delta تبع هذه الخمسة، اللي هي إيش اسمها؟
+
+105
+00:08:09,700 --> 00:08:13,220
+الـ error gradient. شوف أنا وين بقصد هنا الـ error
+
+106
+00:08:13,220 --> 00:08:18,200
+gradient، إذا ذكرتوا هذا المصطلح، إن هو الـ small
+
+107
+00:08:18,200 --> 00:08:23,070
+delta، الـ error gradient هذا لما بنحسبه، بعد هيك، على
+
+108
+00:08:23,070 --> 00:08:27,630
+أساسه، بتتعدّل الأوزان، الأوزان تبعون الـ inputs اللي
+
+109
+00:08:27,630 --> 00:08:33,890
+داخلة على Y خمسة، صح؟ من هم هدول الأوزان؟ W ثلاثة
+
+110
+00:08:33,890 --> 00:08:38,190
+خمسة، و W أربعة خمسة. ليش بسمّيهم هيك؟ لأن واحد منهم
+
+111
+00:08:38,190 --> 00:08:42,670
+جاي من ثلاثة إلى خمسة، والثاني جاي من أربعة إلى
+
+112
+00:08:42,670 --> 00:08:47,470
+خمسة، أو الأصح إن احنا نقول واحد منهم هو وزن الـ
+
+113
+00:08:47,470 --> 00:08:51,610
+input اللي جاي من ثلاثة إلى خمسة، والثاني هو وزن الـ
+
+114
+00:08:51,610 --> 00:08:56,910
+input اللي جاي من أربعة إلى خمسة، صح؟ طبعًا. فأول شيء
+
+115
+00:08:56,910 --> 00:09:00,370
+عشان نعدّل الأوزان، نحسب الـ delta تبع الوزن، مقدار
+
+116
+00:09:00,370 --> 00:09:08,390
+التغيير، بعدين بنضيفه على الـ current، أو الـ weight،
+
+117
+00:09:08,390 --> 00:09:13,250
+الوزن الحالي، عشان يطلع معنا وزن جديد. نفس الشيء
+
+118
+00:09:13,250 --> 00:09:18,000
+بنعمله لمين؟ للـ Theta، للـ Threshold. لاحظوا أن
+
+119
+00:09:18,000 --> 00:09:20,900
+عملية تعديل الأوزان ببساطة شديدة، يعني الـ Delta،
+
+120
+00:09:20,900 --> 00:09:22,880
+بيصير عبارة عن الـ Alpha اللي هو الـ learning rate،
+
+121
+00:09:22,880 --> 00:09:28,920
+مضروب في قيمة الـ input اللي بيخش عبر هذا
+
+122
+00:09:28,920 --> 00:09:33,740
+الوزن، مضروب في الـ Delta، small Delta اللي هي الـ
+
+123
+00:09:33,740 --> 00:09:38,840
+Delta 5. فهي Delta 5 موجودة في الثلاث حسابات،
+
+124
+00:09:40,110 --> 00:09:44,130
+طيب، هذا الكلام إيش خلّصنا فيه؟ هذا الكلام بس لحساب
+
+125
+00:09:44,130 --> 00:09:48,210
+الأوزان تبع input اللي داخلة على مين؟ على
+
+126
+00:09:48,210 --> 00:09:52,450
+Y5. لازم نعيد نفس الشيء للـ inputs اللي داخلة على
+
+127
+00:09:52,450 --> 00:10:01,630
+Y3 و Y4، صح؟ okay، هذا الكلام نفس القوانين، بس طبعًا
+
+128
+00:10:01,630 --> 00:10:05,270
+لازم في الأول، كل واحدة من Y3 و Y5 تحسب الـ error
+
+129
+00:10:05,270 --> 00:10:09,520
+gradient تبعها، اللي هو الـ small delta تبعها، وبعدين
+
+130
+00:10:09,520 --> 00:10:15,220
+عليه، small delta بتدخل
+
+131
+00:10:15,220 --> 00:10:19,040
+في حساب الأوزان اللي رايحة على ثلاثة، وبعدين small
+
+132
+00:10:19,040 --> 00:10:21,860
+delta تبع أربعة بتدخل في حساب الأوزان اللي رايحة
+
+133
+00:10:21,860 --> 00:10:29,800
+على أربعة. أنا الآن بدل ما إني طبعًا هنا بعد هيك،
+
+134
+00:10:29,800 --> 00:10:35,020
+الأوزان، اللي هو W واحد ثلاثة، W واحد أربعة،
+
+135
+00:10:35,020 --> 00:10:37,840
+W اثنين ثلاثة، W اثنين أربعة، W ثلاثة خمسة،
+
+136
+00:10:37,840 --> 00:10:44,500
+W ثلاثة أربعة. okay، بدل أنا الآن نمُرّ بهذا الحساب
+
+137
+00:10:44,500 --> 00:10:48,900
+خطوة خطوة، لأ، أنا بدي أجيب وأقول لك الآن، اعتبر أنت
+
+138
+00:10:48,900 --> 00:10:53,340
+بدك تكمل المثال هذا، الـ iteration اللي بعد هذه، الـ
+
+139
+00:10:53,340 --> 00:10:56,880
+iteration الأولى، ولا لأ؟ لأن هذه الـ iteration إنبنت
+
+140
+00:10:56,880 --> 00:11:01,760
+على الـ initial، الـ initial values تبع الأوزان،
+
+141
+00:11:01,760 --> 00:11:07,610
+مظبوط. أنت الآن خذ هذا، وخذ الـ input اللي بعده، مين؟
+
+142
+00:11:07,610 --> 00:11:09,750
+الـ input اللي بعده، إذا كان الـ input الأولاني كان
+
+143
+00:11:09,750 --> 00:11:17,430
+one one، خذ zero one، X1 بـ zero و X2 بـ one، وعيّد
+
+144
+00:11:17,430 --> 00:11:25,890
+الكرة من جديد، بالأوزان اللي هذه اللي نتجت من نهاية
+
+145
+00:11:25,890 --> 00:11:28,390
+الـ iteration الأولى. أنت الآن بدك تحسب الـ iteration
+
+146
+00:11:28,390 --> 00:11:33,310
+الثانية، بتقدر تعمل هذا الكلام ولا لا؟ بتقدر، إذا
+
+147
+00:11:33,310 --> 00:11:37,740
+أعطيناك homework إن شاء الله بتقدر. لأ، فخلاص هي الآن
+
+148
+00:11:37,740 --> 00:11:42,260
+homework. هي الآن homework مطلوب منك إيش تسوي؟ تعيد
+
+149
+00:11:42,260 --> 00:11:47,140
+الكلام ده كله، للـ iteration number two، عشان تطلع
+
+150
+00:11:47,140 --> 00:11:52,140
+إيش في الآخر؟ الأوزان. يعني في الآخر بدك تطلع صفحة
+
+151
+00:11:52,140 --> 00:11:59,710
+زي هيك، فيها أوزان جديدة، اللي بدها تكون عندك اللي هو
+
+152
+00:11:59,710 --> 00:12:02,110
+الـ iteration الثاني، في نهاية الـ iteration الثاني،
+
+153
+00:12:02,110 --> 00:12:05,870
+إيش حتكون قيمة الأوزان الجديدة، والثresholds
+
+154
+00:12:05,870 --> 00:12:11,430
+الجديدة، okay؟ طيب، هيك بنكون احنا ألقينا النظر الأخير
+
+155
+00:12:11,430 --> 00:12:16,470
+على عملية الـ back propagation learning. واضح ليش
+
+156
+00:12:16,470 --> 00:12:20,150
+اسمها back propagation؟ لأن احنا بنرجع الـ error
+
+157
+00:12:20,150 --> 00:12:25,100
+لَوراء على الـ layers، من الـ output إلى الـ hidden، الـ
+
+158
+00:12:25,100 --> 00:12:28,600
+hidden، طبعًا ممكن تبقى layer واحدة، أو أكتر من، ممكن
+
+159
+00:12:28,600 --> 00:12:33,880
+two hidden layers، ماشي؟
+
+160
+00:12:33,880 --> 00:12:37,240
+هاد الآن احنا بدنا نحكي في الـ acceleration، كيف
+
+161
+00:12:37,240 --> 00:12:44,540
+يمكن تسريع، التسريع الـ learning هذا، الـ curve لو
+
+162
+00:12:44,540 --> 00:12:50,300
+لاحظت عليه، إيش بيمثل؟ علاقة إيش بإيش؟ هنا epoch،  بقول
+
+163
+00:12:50,300 --> 00:12:53,940
+iterations، لأن الـ epoch الواحد هي مجموعة iterations،
+
+164
+00:12:53,940 --> 00:12:57,300
+فأنا هنا من zero،  عشان 50، 100، 150، 200،
+
+165
+00:12:57,300 --> 00:13:02,580
+أقصد بها إيش؟ 200 iterations، 150
+
+166
+00:13:02,580 --> 00:13:07,980
+iterations. كل ما بزيد عدد الـ iterations يفترض أن
+
+167
+00:13:07,980 --> 00:13:15,020
+الـ error إيش بيصير فيه؟ بيقل، بيتناقص. احنا الآن الـ
+
+168
+00:13:15,020 --> 00:13:18,490
+error، أحيانًا الـ network بتبقى الـ output layer
+
+169
+00:13:18,490 --> 00:13:23,890
+تبعها فيها node واحدة، فهو error واحد، مظبوط؟
+
+170
+00:13:23,890 --> 00:13:28,410
+أحيانًا بيبقى الـ layer الأخيرة بيبقى فيها عدد من
+
+171
+00:13:29,090 --> 00:13:32,310
+nodes، وبالتالي الـ error، في عندي error للأولى، error
+
+172
+00:13:32,
+
+223
+00:17:32,980 --> 00:17:39,640
+foundation لِ.. لِ.. لِيش؟
+
+224
+00:17:41,620 --> 00:17:46,340
+لِـ course يكون في الجزء النظري أكثر فإحنا الآن
+
+225
+00:17:46,340 --> 00:17:49,560
+بدنا ننتقل على هذه هي الطريقة الأولى، هذه الطريقة
+
+226
+00:17:49,560 --> 00:17:53,880
+الأولى لتسريع عملية التعلم، طريقة ثانية، اللي هو
+
+227
+00:17:53,880 --> 00:17:57,300
+إحنا نستخدم حاجة اسمها momentum term، انظر على
+
+228
+00:17:57,300 --> 00:18:01,860
+المعادلة هذه، انظر على الشق هذا، هل الشق هذا شفناه
+
+229
+00:18:01,860 --> 00:18:05,600
+قبل هيك؟ أول شيء، أيش اللي على اليسار؟ اللي يساوي
+
+230
+00:18:05,600 --> 00:18:12,400
+اللي هو الـ delta W، اللي هو ايش؟ فرق الوزن بالعادة
+
+231
+00:18:12,400 --> 00:18:16,380
+احنا بنعرف أن فرق الوزن هو في المحصلة هيك، بس مجرد
+
+232
+00:18:16,380 --> 00:18:21,280
+الـ alpha مضروبة في الـ input مضروبة في small delta
+
+233
+00:18:21,280 --> 00:18:25,700
+لِأذكركم في هذا الكلام، هيتوا، ارجع هنا ورا شوية
+
+234
+00:18:25,700 --> 00:18:30,980
+ارجع هنا ورا شوية، هيتوا، هي delta صح؟ عبارة عن ايش؟
+
+235
+00:18:30,980 --> 00:18:35,450
+alpha مضروبة في XX اللي هي الـ input مضروبة في
+
+236
+00:18:35,450 --> 00:18:38,410
+دلتا دلتا اللي هي error gradient تبع الـ node نفسها
+
+237
+00:18:38,410 --> 00:18:43,530
+اللي نحسب لها تلاتة أو زمن الداخلة عليها من واحد و
+
+238
+00:18:43,530 --> 00:18:53,830
+من اتنين، مبدئياً للي مش حافظ، تعديل الوزن delta w هي
+
+239
+00:18:53,830 --> 00:18:56,690
+عبارة عن ببساطة learning rate
+
+240
+00:18:59,110 --> 00:19:02,870
+مضروب في الـ input اللي داخل على الـ node من هذا
+
+241
+00:19:02,870 --> 00:19:07,810
+الوزن مضروب في الـ gradient، طيب ايش الاستخدام؟
+
+242
+00:19:07,810 --> 00:19:11,710
+الاستخدام هذا، الـ band هذا أو هذا الـ term هذا، الـ
+
+243
+00:19:11,710 --> 00:19:14,790
+term اللي هو الـ momentum term، momentum يعني الدفع
+
+244
+00:19:14,790 --> 00:19:18,450
+بيعطي الدفع لعملية التعلم، هو ببساطة شديدة عبارة
+
+245
+00:19:18,450 --> 00:19:22,970
+عن beta، هي عبارة عن constant صغير ما بين الـ zero
+
+246
+00:19:22,970 --> 00:19:28,630
+والواحد، مضروب في ايش؟ مضروب في ايش؟ في الـ delta
+
+247
+00:19:28,630 --> 00:19:33,190
+point، يعني بدنا الآن الـ network تتذكر الـ delta
+
+248
+00:19:33,190 --> 00:19:39,050
+السابق، احنا نحسب الـ delta تبع P و بنقول أنه بدنا
+
+249
+00:19:39,050 --> 00:19:44,210
+الـ delta تبع P ناقص واحد، يعني ايش؟ الـ delta السابق
+
+250
+00:19:44,210 --> 00:19:50,310
+مش الوزن السابق، مش W، لأ، delta W، بدنا ناخده هذا
+
+251
+00:19:51,510 --> 00:19:57,390
+نحتفظ فيه للدورة اللاحقة، عشان نضربه في مين؟ في الـ
+
+252
+00:19:57,390 --> 00:20:04,590
+beta، هذا الكلام بشكل دفع لمين؟ لعملية التعلم، وهذا
+
+253
+00:20:04,590 --> 00:20:11,070
+الـ beta قيمة تتراوح من zero لواحد، عادة بتبدأ قريبة
+
+254
+00:20:11,070 --> 00:20:17,690
+من الواحد، قريبة من الواحد، يعني 0.95 مثلاً، فهذا اللي
+
+255
+00:20:17,690 --> 00:20:18,150
+هو الآن
+
+256
+00:20:27,380 --> 00:20:32,280
+two methods أو two measures أو two steps أو two
+
+257
+00:20:32,280 --> 00:20:41,980
+techniques، ليش؟ for accelerating، أول
+
+258
+00:20:41,980 --> 00:20:42,920
+واحد، ايش كانت؟
+
+259
+00:21:01,740 --> 00:21:06,060
+الثاني، استخدام ايش؟
+
+260
+00:21:06,060 --> 00:21:11,540
+momentum constant term، لأ، الـ constant هو جزء من الـ
+
+261
+00:21:11,540 --> 00:21:15,100
+term، هذا هو كله عبارة عن الـ momentum term، تتكون
+
+262
+00:21:15,100 --> 00:21:20,260
+من حاجتين مضروبات في بعض، اللي هم الـ momentum
+
+263
+00:21:20,260 --> 00:21:26,540
+constant اللي هي beta مضروبة في الـ W تبعت الـ
+
+264
+00:21:26,540 --> 00:21:34,100
+iteration السابقة، هذا الـ term بينجمع على الـ term
+
+265
+00:21:34,100 --> 00:21:40,240
+الأصلي تبع تعديل الأوزان، اللي هو الـ alpha مضروبة
+
+266
+00:21:40,240 --> 00:21:48,820
+في الـ input مضروبة في الـ error gradient، error
+
+267
+00:21:48,820 --> 00:21:54,780
+gradient اللي هي small delta، تمام؟
+
+268
+00:21:54,780 --> 00:21:57,800
+ايش
+
+269
+00:21:57,800 --> 00:22:02,890
+غير هذا؟ هدول طريقتين، اللي قلنا ايش؟ أو أسلوبين لـ
+
+270
+00:22:02,890 --> 00:22:10,710
+accelerating learning، غير هيك، هذا المثال نفس
+
+271
+00:22:10,710 --> 00:22:20,270
+المثال اللي قبل هيك، بوريك كيف الـ
+
+272
+00:22:20,270 --> 00:22:27,770
+learning rate هنا ثابت، ما تغيرش، ثابت، و الـ error
+
+273
+00:22:27,770 --> 00:22:37,800
+بينزل، الـ error بينزل، صار بدل ما أخدت بدل
+
+274
+00:22:37,800 --> 00:22:44,280
+ما تاخد 200 iteration عشان يقترب الـ error من الـ
+
+275
+00:22:44,280 --> 00:22:52,340
+zero، أخدت قديش؟ 126
+
+276
+00:22:52,340 --> 00:22:57,120
+epoch أو iteration، مش مشكلة، المهم القصد أنه انضغط
+
+277
+00:22:57,120 --> 00:23:03,340
+الأمر من 200 إلى 126، هذا باستخدام الـ momentum term
+
+278
+00:23:03,340 --> 00:23:11,320
+لما أضيف الـ momentum term على تصميم formula تعديل
+
+279
+00:23:11,320 --> 00:23:18,920
+الوزن، صار اختصر أو قلّ الوجد إلى 126 بدل 200
+
+280
+00:23:18,920 --> 00:23:25,340
+إذن، الآن، إضافة إلى هذول الـ two techniques، رقم
+
+281
+00:23:25,340 --> 00:23:27,360
+تلاتة، اللي هو الـ heuristics
+
+282
+00:23:33,520 --> 00:23:37,660
+heuristics، هذول فيهم any tools rule بتقول إنه إذا
+
+283
+00:23:37,660 --> 00:23:43,780
+كان أنا قاعد بأجمع اللي هو ايش؟ الـ sum of square
+
+284
+00:23:43,780 --> 00:23:46,940
+errors، ايش هو الـ sum of square errors؟ بتذكرها لو
+
+285
+00:23:46,940 --> 00:23:51,040
+لسه كنا نحكي، اللي هو بجمع الـ errors تبع كل الـ
+
+286
+00:23:51,040 --> 00:23:55,900
+nodes و بربعها، أولا بأخذها، بربعها، بعدين بجمع
+
+287
+00:23:55,900 --> 00:24:01,900
+مربعاتها، إذا من epoch لـ epoch، الـ sum of square errors
+
+288
+00:24:01,900 --> 00:24:12,120
+هذا sum of square errors باستمرار
+
+289
+00:24:12,120 --> 00:24:20,060
+هذا الـ sum من
+
+290
+00:24:20,060 --> 00:24:26,520
+واحد للي بعده، إما في ازدياد، يعني في الأول كان الـ
+
+291
+00:24:26,520 --> 00:24:30,780
+sum نقول مثلاً تلاتة، بعدين صار أربعة، بعدين صار خمسة،
+
+292
+00:24:30,780 --> 00:24:31,280
+بعدين ستة،
+
+293
+00:24:35,780 --> 00:24:45,980
+بيزيد، أو الـ axis أنه في نزول، يعني الـ sum تبع هذا
+
+294
+00:24:45,980 --> 00:24:49,400
+الـ epoch أقل من اللي قبله، واللي بعده أقل، واللي
+
+295
+00:24:49,400 --> 00:24:53,220
+بعده أقل، جاي بتنقص، هذا الكلام مش معناته، معناته لما
+
+296
+00:24:53,220 --> 00:24:58,800
+أنا بقى آخذ الفرق، من تلاتة ناقص أربعة بيطلع ناقص
+
+297
+00:24:58,800 --> 00:25:02,220
+واحد، أربعة ناقص خمسة بيطلع ناقص واحد، دائماً.. دائماً
+
+298
+00:25:02,220 --> 00:25:09,020
+..دائماً الفرق.. دائماً الفرق إشارته بالسالب، وهنا
+
+299
+00:25:09,020 --> 00:25:13,620
+نفس الشيء برضه، سواء كان هو صعوداً أو هبوطاً، لما أنا
+
+300
+00:25:13,620 --> 00:25:17,500
+أجي أقول مثلاً هذه عشرة، واللي بعدها تسعة، واللي بعدها
+
+301
+00:25:17,500 --> 00:25:21,800
+ثمانية، عشرة ناقص تسعة واحد، تسعة ناقص ثمانية واحد،
+
+302
+00:25:21,800 --> 00:25:29,120
+فالفرق دائماً إشارته موجبة، هنا دائماً إشارته السالبة،
+
+303
+00:25:31,690 --> 00:25:37,390
+إذا دائماً هيك.. إذا دائماً.. إذا الـ change of the
+
+304
+00:25:37,390 --> 00:25:42,510
+sum of square.. change.. الـ change.. التغير
+
+305
+00:25:42,510 --> 00:25:45,510
+يعني هنا من عشرة إلى تسعة، وتسعة، إذا دائماً هذا الـ
+
+306
+00:25:45,510 --> 00:25:49,130
+change.. كيف أنا بأحسب الـ change؟ بأخذ الفرق، إذا
+
+307
+00:25:49,130 --> 00:25:54,310
+دائماً هذا الفرق بحافظ على نفس الـ sign، نفس الإشارة،
+
+308
+00:25:54,310 --> 00:25:58,190
+إما دائماً موجبة أو دائماً سالبة، يبقى أنا في عندي
+
+309
+00:25:58,190 --> 00:26:03,250
+اضطراد، أنا في عندي حاجة اسمها الـ.. الـ.. الـ.. الـ
+
+310
+00:26:03,250 --> 00:26:05,830
+..الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+311
+00:26:05,830 --> 00:26:06,070
+الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ
+
+312
+00:26:06,070 --> 00:26:06,150
+..الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+313
+00:26:06,150 --> 00:26:06,370
+الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ
+
+314
+00:26:06,370 --> 00:26:06,690
+..الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+315
+00:26:06,690 --> 00:26:07,830
+الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ
+
+316
+00:26:07,830 --> 00:26:07,950
+..الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+317
+00:26:07,950 --> 00:26:11,010
+الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+318
+00:26:11,010 --> 00:26:15,430
+..الـ.. الـ.. الـ.. الـ.. الـ.. الـ.. الـ..
+
+319
+00:26:15,430 --> 00:26:20,430
+الـ..
+
+320
+00:26:20,430 --> 00:26:26,230
+الـ.. في الـ sum of square errors، يبقى
+
+321
+00:26:26,230 --> 00:26:33,570
+أنا المفروض أسرّع، أزيد الـ alpha، فإذا كان اختصر هذا
+
+322
+00:26:33,570 --> 00:26:39,770
+الـ linguistic كالتالي: إذا كانت الـ sign of sum of
+
+323
+00:26:39,770 --> 00:26:42,570
+square errors  لا يوجد الاختصار
+
+324
+00:26:51,530 --> 00:26:54,230
+وبعدها كلمة stable، ايش يعني stable؟ يعني ما فيش
+
+325
+00:26:54,230 --> 00:26:59,310
+فيها تذبذب، مش مرة زائد ومرة ناقص، يعني مش أنه مرة
+
+326
+00:26:59,310 --> 00:27:05,390
+تلاقي هيك، هنا الفرق هذا ناقص هذا سالب، سالب، بعد هيك
+
+327
+00:27:05,390 --> 00:27:09,710
+الفرق صار موجب، مظبوط؟ هنا ما فيش فرق، هنا صار سالب
+
+328
+00:27:09,710 --> 00:27:13,110
+سالب، سالب، هنا موجب، هذا تذبذب في ايش؟ في الـ sign
+
+329
+00:27:13,110 --> 00:27:21,150
+إذا كان الـ sign is stable، فايش بسوي؟ increase alpha،
+
+330
+00:27:22,950 --> 00:27:25,930
+ألفا اللي هي learning rate، وشفتوها في واحدة من
+
+331
+00:27:25,930 --> 00:27:30,210
+الأمثلة كانت 0.1، increase يعني بخليها 0.2 مثلاً،
+
+332
+00:27:30,210 --> 00:27:36,270
+بخليها 0.3 أو بقيت وأقول بدي أضربها، دائماً بزيدها
+
+333
+00:27:36,270 --> 00:27:43,910
+بـ 5%، يعني 0.1 بدي أضيف 0.105، يعني بخلي، بمختصر أن
+
+334
+00:27:43,910 --> 00:27:51,070
+ألفا تساوي ألفا ضرب 1.05، هذا معناته بزيدها بـ 5%،
+
+335
+00:27:52,090 --> 00:27:57,250
+ممكن أقول لأ، ده زي ده 15%، ممكن أقول ده زي ده 25%،
+
+336
+00:27:57,250 --> 00:28:02,350
+المهم أنا بقى بأثبت، نسبة زيادة، امتى بزيد، امتى
+
+337
+00:28:02,350 --> 00:28:05,290
+بقى بضبط، ده الكلام لما قال لي أنه الـ sign ثابت،
+
+338
+00:28:05,290 --> 00:28:12,790
+العكس من ذلك، إذا الـ algebraic sign of الـ change الـ
+
+339
+00:28:12,790 --> 00:28:16,950
+change اللي هو يعني مقصود يتغير في الـ alternates،
+
+340
+00:28:16,950 --> 00:28:21,190
+session alternates، يتذبذب، مرة آخر مرة موجبة، مرة
+
+341
+00:28:21,190 --> 00:28:25,760
+سالبة، اللي هو معناه ذلك.. معناه ذلك في عندي الـ..
+
+342
+00:28:25,760 --> 00:28:31,620
+الـ network مرة بتقترب.. مرة بتقترب وبتقلل الـ error
+
+343
+00:28:31,620 --> 00:28:36,780
+و مرة بتبعد، فجأة غيرت الأوزان بشكل كبير، صار يطلع
+
+344
+00:28:36,780 --> 00:28:41,570
+معها error وبعدين كانت مقتربة، بس ايش؟ التغيير
+
+345
+00:28:41,570 --> 00:28:45,550
+اللي حصل كان تغيير كبير في الأوزان، خلها تفشل عن..
+
+346
+00:28:45,550 --> 00:28:50,290
+زي ما هم بيقولوها، تخطي الصواب، وصارت الاشياء تبعد، و
+
+347
+00:28:50,290 --> 00:28:54,430
+بعدين صارت تتردد ثانية، بس لما ردت ما رجعتش على الصواب،
+
+348
+00:28:54,430 --> 00:28:57,890
+فشلت عنه بـ.. فصار.. فايش فيه مشكلة؟ المشكلة أنها
+
+349
+00:28:57,890 --> 00:29:01,450
+بتخطي خطوات واسعة، فأنا بضيق الخطوات هذه، كيف بضيق
+
+350
+00:29:01,450 --> 00:29:08,770
+الخطوات؟ بنزل الاشياء، الـ alpha، الـ learning rate، فإذا
+
+351
+00:29:08,770 --> 00:29:19,460
+كان الـ sign خلاص، فأقول إذا هي مش stable sign
+
+352
+00:29:19,460 --> 00:29:25,700
+of SSE alternates،
+
+353
+00:29:25,700 --> 00:29:29,960
+معناه
+
+354
+00:29:29,960 --> 00:29:34,880
+ذلك، decrease ألفا،
+
+355
+00:29:34,880 --> 00:29:39,830
+decrease ألفا، برضه يكون عندي كمان، بتقدر تتخيل يعني
+
+356
+00:29:39,830 --> 00:29:48,910
+هنا هو مثلاً الـ decrease،
+
+357
+00:29:48,910 --> 00:29:56,070
+بأنه بضربها بـ 70%، بـ 7 من 10، يعني بنزلها 30%، تمام؟ و
+
+358
+00:29:56,070 --> 00:30:03,790
+الـ increase بضربها في 1.05، واضح؟ تمام؟ فهنا
+
+359
+00:30:03,790 --> 00:30:10,570
+بوريلك كيف أنه هاي الـ Epochs ماشية، وفي ده الـ دي
+
+360
+00:30:10,570 --> 00:30:18,250
+الـ learning rate قاعد بتساعد نتيجة تطبيق ايش؟ هذي
+
+361
+00:30:18,250 --> 00:30:23,250
+تمام؟ قاعد بيحسب لك أنه الـ error، الـ software
+
+362
+00:30:23,250 --> 00:30:26,810
+errors قاعد في النازل، صح؟ في النازل، يعني إشارته
+
+363
+00:30:26,810 --> 00:30:32,170
+دائماً موجبة، مظبوط؟ بقى أطرح السابق، وبقى أطرح منه
+
+364
+00:30:32,170 --> 00:30:37,960
+اللاحق، وطلع موجب، فهو بسبب أنه هذا موجب، التغير
+
+365
+00:30:37,960 --> 00:30:44,780
+موجب، اه التغير موجب، فهو عمال بيرفع، ليش؟ في اللي
+
+366
+00:30:44,780 --> 00:30:49,000
+عند حد معين، جاب
+
+367
+00:30:49,000 --> 00:30:53,540
+الـ الـ
+
+368
+00:30:53,540 --> 00:30:59,840
+alpha بدأت تنزل، و نزولها، لأن وضعها في 0.7، النزول
+
+369
+00:30:59,840 --> 00:31:04,000
+أسرع أو أشد من الصعود، صعود تدريجي بسيط 5% كل مرة،
+
+370
+00:31:04,000 --> 00:31:11,240
+إنما هنا 30% كل مرة، فبدأت تنزل نزلة جامدة، مين هي
+
+371
+00:31:11,240 --> 00:31:14,980
+اللي هو الـ learning rate نزل نزل جامدة، مع النزلة
+
+372
+00:31:14,980 --> 00:31:20,640
+هذه، بدأ يقترب من ايش؟ من، بوريك فعلياً هذا الأسلوب
+
+373
+00:31:20,640 --> 00:31:22,440
+في الاقتراب من
+
+374
+00:31:25,600 --> 00:31:33,420
+من الـ error المخفض بوقت أقل، 100 epoch بدلاً من 126
+
+375
+00:31:33,420 --> 00:31:39,920
+epoch، هذا
+
+376
+00:31:39,920 --> 00:31:45,280
+الآن استخدم الـ momentum مع برضه هذه الـ heuristic،
+
+377
+00:31:45,280 --> 00:31:48,960
+إقبال adaptive، ايش يعني adaptive؟ يعني لما نقول
+
+378
+00:31:48,960 --> 00:31:53,100
+adapter، ايش يعني adapter؟ يعني محول، adaptive يعني
+
+379
+00:31:53,100 --> 00:31:58,260
+أنه يتحول ويغير من تلقاء نفسه، ماهو اللي بتغير من
+
+380
+00:31:58,260 --> 00:32:02,240
+تلقاء نفسه الـ learning rate لوحده بناء على
+
+381
+00:32:02,240 --> 00:32:07,980
+استشعاره لـ sign تبع من الـ sum of square arrows،
+
+382
+00:32:07,980 --> 00:32:12,180
+هو نفسه من تلقاء نفسها الـ network بتغير في الـ
+
+383
+00:32:12,180 --> 00:32:15,460
+learning rate تبعها، عشان ذلك اسم هذا الكلام
+
+384
+00:32:15,460 --> 00:32:19,680
+adaptive learning، فلما اندمج الـ two techniques الـ
+
+385
+00:32:19,680 --> 00:32:26,480
+adaptive learning مع الـ momentum، صار عندي اختصار
+
+386
+00:32:26,480 --> 00:32:32,160
+لسه أكثر، صرنا بنصل إلى
+
+387
+00:32:32,160 --> 00:32:35,780
+الـ zero
+
+388
+00:32:35,780 --> 00:32:41,280
+تقريباً error، ومعناه مش zero، هذا الكلام واحد من ألف، نقص
+
+389
+00:32:41,280 --> 00:32:45,580
+ألف، نقص ثلاث يعني واحد من الألف، يعني مش zero،
+
+390
+00:32:46,700 --> 00:32:50,940
+ما بدناش بالظبط 0، يعني ممكن تبقى صعب جداً أنّه الـ
+
+391
+00:32:50,940 --> 
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..200e9edc51d787fff8fbe533d3cc4a2c0704a03c
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/KAA7H6-ZP-I_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4611, "start": 20.65, "end": 46.11, "text": "بسم الله الرحمن الرحيم احنا اليوم ان شاء الله بدنا نكمل الموضوع اللي فتحناه قبل هيكه في المحاضرات الماضية اللي هو ال artificial neural networks ال supervised learning باستخدام ال artificial neural networks كنا في المحاضرة الماضية حكينا عن اللي هو ال Perceptron وشوفنا قالية العمل تبعته", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 1975, 5016, 8315, 45595, 20498, 16472, 13412, 16606, 21984, 47525, 8315, 8717, 24793, 1211, 9673, 2407, 11242, 45367, 13672, 1829, 6156, 2655, 5016, 8315, 3224, 12174, 36150, 39896, 4117, 3224, 8978, 9673, 5016, 46958, 2288, 9307, 9673, 46958, 10632, 13672, 1829, 31439, 2423, 11677, 18161, 9590, 2423, 46533, 2539, 4724, 995, 14851, 9778, 3215, 10943, 2423, 11677, 18161, 9590, 9122, 8315, 8978, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 11331, 4117, 1829, 8315, 18871, 13672, 1829, 31439, 2423, 3026, 1336, 2044, 4032, 8592, 38688, 8315, 12174, 6027, 10632, 18863, 42213, 6055, 3555, 34268, 3224], "avg_logprob": -0.143479570459861, "compression_ratio": 1.9310344827586208, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 20.65, "end": 20.97, "word": "بسم", "probability": 0.87255859375}, {"start": 20.97, "end": 21.15, "word": " الله", "probability": 0.962890625}, {"start": 21.15, "end": 21.47, "word": " الرحمن", "probability": 0.9669596354166666}, {"start": 21.47, "end": 21.87, "word": " الرحيم", "probability": 0.9939778645833334}, {"start": 21.87, "end": 22.17, "word": " احنا", "probability": 0.90625}, {"start": 22.17, "end": 22.41, "word": " اليوم", "probability": 0.88623046875}, {"start": 22.41, "end": 22.53, "word": " ان", "probability": 0.458251953125}, {"start": 22.53, "end": 22.69, "word": " شاء", "probability": 0.9814453125}, {"start": 22.69, "end": 22.85, "word": " الله", "probability": 0.95751953125}, {"start": 22.85, "end": 23.11, "word": " بدنا", "probability": 0.62353515625}, {"start": 23.11, "end": 23.63, "word": " نكمل", "probability": 0.994140625}, {"start": 23.63, "end": 24.51, "word": " الموضوع", "probability": 0.9908447265625}, {"start": 24.51, "end": 24.63, "word": " اللي", "probability": 0.7548828125}, {"start": 24.63, "end": 25.11, "word": " فتحناه", "probability": 0.97421875}, {"start": 25.11, "end": 25.31, "word": " قبل", "probability": 0.845703125}, {"start": 25.31, "end": 25.77, "word": " هيكه", "probability": 0.6505533854166666}, {"start": 25.77, "end": 25.91, "word": " في", "probability": 0.85595703125}, {"start": 25.91, "end": 26.45, "word": " المحاضرات", "probability": 0.96142578125}, {"start": 26.45, "end": 27.89, "word": " الماضية", "probability": 0.8780924479166666}, {"start": 27.89, "end": 28.57, "word": " اللي", "probability": 0.93505859375}, {"start": 28.57, "end": 28.97, "word": " هو", "probability": 0.94580078125}, {"start": 28.97, "end": 29.55, "word": " ال", "probability": 0.9013671875}, {"start": 29.55, "end": 30.37, "word": " artificial", "probability": 0.82080078125}, {"start": 30.37, "end": 31.29, "word": " neural", "probability": 0.95263671875}, {"start": 31.29, "end": 31.85, "word": " networks", "probability": 0.8447265625}, {"start": 31.85, "end": 32.61, "word": " ال", "probability": 0.60595703125}, {"start": 32.61, "end": 33.07, "word": " supervised", "probability": 0.78125}, {"start": 33.07, "end": 34.05, "word": " learning", "probability": 0.9560546875}, {"start": 34.05, "end": 34.79, "word": " باستخدام", "probability": 0.9838053385416666}, {"start": 34.79, "end": 34.89, "word": " ال", "probability": 0.98681640625}, {"start": 34.89, "end": 35.33, "word": " artificial", "probability": 0.841796875}, {"start": 35.33, "end": 35.67, "word": " neural", "probability": 0.951171875}, {"start": 35.67, "end": 36.17, "word": " networks", "probability": 0.9189453125}, {"start": 36.17, "end": 37.09, "word": " كنا", "probability": 0.94189453125}, {"start": 37.09, "end": 38.73, "word": " في", "probability": 0.8759765625}, {"start": 38.73, "end": 39.27, "word": " المحاضرة", "probability": 0.8236083984375}, {"start": 39.27, "end": 40.51, "word": " الماضية", "probability": 0.9641927083333334}, {"start": 40.51, "end": 41.79, "word": " حكينا", "probability": 0.9852294921875}, {"start": 41.79, "end": 42.01, "word": " عن", "probability": 0.984375}, {"start": 42.01, "end": 42.21, "word": " اللي", "probability": 0.9755859375}, {"start": 42.21, "end": 42.57, "word": " هو", "probability": 0.98828125}, {"start": 42.57, "end": 43.23, "word": " ال", "probability": 0.96875}, {"start": 43.23, "end": 43.93, "word": " Perceptron", "probability": 0.5730794270833334}, {"start": 43.93, "end": 44.57, "word": " وشوفنا", "probability": 0.9041748046875}, {"start": 44.57, "end": 45.07, "word": " قالية", "probability": 0.5804850260416666}, {"start": 45.07, "end": 45.51, "word": " العمل", "probability": 0.96630859375}, {"start": 45.51, "end": 46.11, "word": " تبعته", "probability": 0.911865234375}], "temperature": 1.0}, {"id": 2, "seek": 7309, "start": 46.79, "end": 73.09, "text": "و آلية التعلم اللي هي مقصودة بالتعديل الأوزاني و بعدين كمان ايضا اطلعنا على ال multi-layered networks ال multi-layered networks اللي هي عبارة عن شبكة من ال perceptrons الشبكة هذه مهيكلة على أساس layers و ال layers كل layer فيها مجموعة من ال perceptrons بتغذي المجموعة اللي بعدها أو ال layer اللي بعدها", "tokens": [2407, 19753, 1211, 10632, 16712, 3615, 19528, 13672, 1829, 39896, 3714, 4587, 9381, 23328, 3660, 20666, 2655, 3615, 16254, 1211, 16247, 2407, 11622, 7649, 1829, 4032, 39182, 9957, 9122, 2304, 7649, 1975, 1829, 11242, 995, 1975, 9566, 1211, 3615, 8315, 15844, 2423, 4825, 12, 8376, 4073, 9590, 2423, 4825, 12, 8376, 4073, 9590, 13672, 1829, 39896, 6225, 3555, 9640, 3660, 18871, 13412, 3555, 4117, 3660, 9154, 2423, 43276, 13270, 25124, 3555, 4117, 3660, 29538, 3714, 3224, 1829, 28820, 3660, 15844, 5551, 3794, 32277, 7914, 4032, 2423, 7914, 28242, 4583, 8978, 11296, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 43276, 13270, 39894, 17082, 8848, 1829, 9673, 7435, 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"probability": 0.9090169270833334}, {"start": 64.55, "end": 65.21, "word": " layers", "probability": 0.888671875}, {"start": 65.21, "end": 65.73, "word": " و", "probability": 0.693359375}, {"start": 65.73, "end": 65.85, "word": " ال", "probability": 0.68603515625}, {"start": 65.85, "end": 66.33, "word": " layers", "probability": 0.96044921875}, {"start": 66.33, "end": 66.77, "word": " كل", "probability": 0.7666015625}, {"start": 66.77, "end": 67.01, "word": " layer", "probability": 0.95263671875}, {"start": 67.01, "end": 67.27, "word": " فيها", "probability": 0.95458984375}, {"start": 67.27, "end": 67.77, "word": " مجموعة", "probability": 0.9681640625}, {"start": 67.77, "end": 67.95, "word": " من", "probability": 0.9873046875}, {"start": 67.95, "end": 68.09, "word": " ال", "probability": 0.9482421875}, {"start": 68.09, "end": 68.89, "word": " perceptrons", "probability": 0.933837890625}, {"start": 68.89, "end": 70.19, "word": " بتغذي", "probability": 0.94775390625}, {"start": 70.19, "end": 71.29, "word": " المجموعة", "probability": 0.9552734375}, {"start": 71.29, "end": 71.55, "word": " اللي", "probability": 0.943359375}, {"start": 71.55, "end": 71.95, "word": " بعدها", "probability": 0.930419921875}, {"start": 71.95, "end": 72.13, "word": " أو", "probability": 0.5986328125}, {"start": 72.13, "end": 72.27, "word": " ال", "probability": 0.89599609375}, {"start": 72.27, "end": 72.53, "word": " layer", "probability": 0.96435546875}, {"start": 72.53, "end": 72.71, "word": " اللي", "probability": 0.988525390625}, {"start": 72.71, "end": 73.09, "word": " بعدها", "probability": 0.9599609375}], "temperature": 1.0}, {"id": 3, "seek": 9720, "start": 74.08, "end": 97.2, "text": "وشوفنا آلية الآن التعلم في ال multilayer networks صح آلية التعلم المفصولة بها مرة أخرى اللي هي آلية تعديل الأوزان وشوفنا كيف بتختلف آلية تعديل الأوزان في ال output يرعنها في ال hidden layer صح الآن احنا بدنا", "tokens": [2407, 8592, 38688, 8315, 19753, 1211, 10632, 6024, 48506, 16712, 3615, 19528, 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وسمينا كل مجموعة من ال iterations سمينها epo صح", "tokens": [1863, 1211, 38436, 8717, 19913, 25720, 5551, 9778, 48923, 15844, 2423, 2120, 388, 11167, 9590, 39182, 9957, 44945, 5016, 4117, 1829, 8978, 10874, 11622, 19986, 10632, 20328, 17082, 48923, 13672, 1829, 39896, 2423, 34391, 13672, 1829, 39896, 28239, 47432, 3660, 29538, 3714, 46958, 5016, 28239, 47432, 3660, 29538, 13672, 1829, 39896, 29763, 2539, 9673, 4587, 9381, 23328, 4724, 1829, 11296, 6055, 3794, 16572, 3615, 6225, 42213, 10632, 16712, 3615, 19528, 6225, 42213, 10632, 16712, 3615, 19528, 1975, 5016, 8315, 6156, 995, 16095, 9957, 16472, 11296, 39894, 5016, 36520, 15844, 13412, 28820, 1975, 1829, 8592, 36540, 36540, 3714, 19913, 3555, 2407, 9566, 4032, 38251, 1829, 8315, 28242, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 36540, 8608, 2304, 9957, 11296, 30992, 20328, 5016], "avg_logprob": -0.2291239732113041, "compression_ratio": 1.849624060150376, "no_speech_prob": 0.0, "words": [{"start": 98.23, "end": 98.65, "word": "نلقي", 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{"start": 109.35, "end": 110.05, "word": " accelerated", "probability": 0.68359375}, {"start": 110.05, "end": 111.17, "word": " learning", "probability": 0.95556640625}, {"start": 111.17, "end": 111.67, "word": " المقصود", "probability": 0.8338623046875}, {"start": 111.67, "end": 111.97, "word": " بيها", "probability": 0.87744140625}, {"start": 111.97, "end": 113.17, "word": " تسريع", "probability": 0.9854736328125}, {"start": 113.17, "end": 114.09, "word": " عملية", "probability": 0.9803059895833334}, {"start": 114.09, "end": 114.61, "word": " التعلم", "probability": 0.9749348958333334}, {"start": 114.61, "end": 114.97, "word": " عملية", "probability": 0.9235026041666666}, {"start": 114.97, "end": 115.39, "word": " التعلم", "probability": 0.9850260416666666}, {"start": 115.39, "end": 115.59, "word": " احنا", "probability": 0.8272298177083334}, {"start": 115.59, "end": 116.09, "word": " فاهمين", "probability": 0.95947265625}, {"start": 116.09, "end": 116.29, "word": " انها", "probability": 0.75537109375}, {"start": 116.29, "end": 116.71, "word": " بتحصل", "probability": 0.9684244791666666}, {"start": 116.71, "end": 116.97, "word": " على", "probability": 0.8740234375}, {"start": 116.97, "end": 117.77, "word": " شكل", "probability": 0.97509765625}, {"start": 117.77, "end": 118.25, "word": " ايش", "probability": 0.7223307291666666}, {"start": 118.25, "end": 120.77, "word": " iterations", "probability": 0.77099609375}, {"start": 120.77, "end": 121.77, "word": " iterations", "probability": 0.32275390625}, {"start": 121.77, "end": 122.35, "word": " مظبوط", "probability": 0.90791015625}, {"start": 122.35, "end": 124.01, "word": " وسمينا", "probability": 0.8211669921875}, {"start": 124.01, "end": 124.39, "word": " كل", "probability": 0.9814453125}, {"start": 124.39, "end": 124.85, "word": " مجموعة", "probability": 0.939453125}, {"start": 124.85, "end": 125.05, "word": " من", "probability": 0.990234375}, {"start": 125.05, "end": 125.17, "word": " ال", "probability": 0.9560546875}, {"start": 125.17, "end": 125.65, "word": " iterations", "probability": 0.94775390625}, {"start": 125.65, "end": 126.13, "word": " سمينها", "probability": 0.5946044921875}, {"start": 126.13, "end": 126.43, "word": " epo", "probability": 0.50390625}, {"start": 126.43, "end": 127.41, "word": " صح", "probability": 0.67724609375}], "temperature": 1.0}, {"id": 5, "seek": 14672, "start": 127.79, "end": 146.73, "text": "الـ Epoch هو دفعة أو short من ال iterations عملية التسريع هو تقليل عدد ال iterations بدل من أن ال network تأخذ 400 دورة 400 iterations قبل أن تستقر الأوزان", "tokens": [6027, 39184, 462, 2259, 339, 31439, 11778, 5172, 27884, 34051, 2099, 9154, 2423, 36540, 6225, 42213, 10632, 16712, 3794, 16572, 3615, 31439, 6055, 4587, 20292, 1211, 6225, 3215, 3215, 2423, 36540, 47525, 1211, 9154, 14739, 2423, 3209, 6055, 10721, 9778, 8848, 8423, 11778, 13063, 3660, 8423, 36540, 12174, 36150, 14739, 6055, 14851, 4587, 2288, 16247, 2407, 11622, 7649], 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"word": " يفترض", "probability": 0.972900390625}, {"start": 787.7, "end": 787.98, "word": " ان", "probability": 0.845703125}, {"start": 787.98, "end": 788.18, "word": " ال", "probability": 0.63134765625}, {"start": 788.18, "end": 788.6, "word": " error", "probability": 0.89892578125}, {"start": 788.6, "end": 790.18, "word": " ايش", "probability": 0.7594401041666666}, {"start": 790.18, "end": 790.5, "word": " بيصير", "probability": 0.909423828125}, {"start": 790.5, "end": 791.08, "word": " فيه", "probability": 0.97412109375}, {"start": 791.08, "end": 792.46, "word": " بيجل", "probability": 0.69482421875}, {"start": 792.46, "end": 793.26, "word": " بيتنقص", "probability": 0.77978515625}, {"start": 793.26, "end": 794.62, "word": " احنا", "probability": 0.92529296875}, {"start": 794.62, "end": 794.86, "word": " الآن", "probability": 0.6951904296875}, {"start": 794.86, "end": 795.02, "word": " ال", "probability": 0.95166015625}, {"start": 795.02, "end": 795.24, "word": " error", "probability": 0.95556640625}], "temperature": 1.0}, {"id": 32, "seek": 80841, "start": 795.89, "end": 808.41, "text": "أحيانا ال network بتبقى ال output layer تبعتها فيها ال node واحدة فهو error واحد مصبوط أحيانا بيبقى ال layer الأخيرة بيبقى فيها عد تش", "tokens": [10721, 5016, 1829, 7649, 995, 2423, 3209, 39894, 3555, 4587, 7578, 2423, 5598, 4583, 6055, 3555, 34268, 11296, 8978, 11296, 2423, 9984, 36764, 24401, 3660, 6156, 3224, 2407, 6713, 36764, 24401, 3714, 9381, 3555, 2407, 9566, 5551, 5016, 1829, 7649, 995, 4724, 1829, 3555, 4587, 7578, 2423, 4583, 16247, 9778, 48923, 4724, 1829, 3555, 4587, 7578, 8978, 11296, 6225, 3215, 6055, 8592], "avg_logprob": -0.258184534216684, "compression_ratio": 1.5217391304347827, "no_speech_prob": 0.0, "words": [{"start": 795.89, "end": 796.65, "word": "أحيانا", "probability": 0.91162109375}, {"start": 796.65, "end": 796.73, "word": " ال", "probability": 0.366943359375}, {"start": 796.73, "end": 797.03, "word": " network", "probability": 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ربعنا ال errors هذه وجمعنا مربعاتهم بيطلع عني هنا some square error some square error يعني مقصود بمجموع مربعات ال errors تابعة من تابعة ال notes", "tokens": [2247, 279, 46599, 6027, 2655, 6027, 1829, 2423, 6713, 8978, 18871, 16254, 6713, 24976, 10721, 12610, 7578, 6713, 24976, 2655, 7649, 10632, 6225, 41891, 13603, 3714, 9381, 2304, 20498, 6156, 28814, 5016, 8315, 45164, 10874, 1829, 8315, 4724, 3555, 3794, 41193, 3660, 13412, 16254, 41891, 12602, 3555, 3615, 8315, 2423, 13603, 29538, 49610, 2304, 3615, 8315, 3714, 25513, 3615, 9307, 16095, 4724, 1829, 9566, 1211, 3615, 18871, 1829, 34105, 512, 3732, 6713, 512, 3732, 6713, 37495, 22653, 3714, 4587, 9381, 23328, 4724, 2304, 7435, 2304, 45367, 3714, 25513, 3615, 9307, 2423, 13603, 6055, 16758, 27884, 9154, 6055, 16758, 27884, 2423, 5570], "avg_logprob": -0.2398897063206224, "compression_ratio": 1.8712871287128714, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 809.09, "end": 809.77, "word": "notes", "probability": 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{"start": 813.87, "end": 814.69, "word": " فإحنا", "probability": 0.7716064453125}, {"start": 814.69, "end": 814.87, "word": " لو", "probability": 0.98583984375}, {"start": 814.87, "end": 815.11, "word": " جينا", "probability": 0.9728190104166666}, {"start": 815.11, "end": 815.63, "word": " ببساطة", "probability": 0.97685546875}, {"start": 815.63, "end": 816.07, "word": " شديدة", "probability": 0.8196614583333334}, {"start": 816.07, "end": 816.99, "word": " ربعنا", "probability": 0.96875}, {"start": 816.99, "end": 817.11, "word": " ال", "probability": 0.955078125}, {"start": 817.11, "end": 817.37, "word": " errors", "probability": 0.8603515625}, {"start": 817.37, "end": 817.63, "word": " هذه", "probability": 0.60302734375}, {"start": 817.63, "end": 818.23, "word": " وجمعنا", "probability": 0.9342041015625}, {"start": 818.23, "end": 819.29, "word": " مربعاتهم", "probability": 0.96904296875}, {"start": 819.29, "end": 819.87, "word": " بيطلع", "probability": 0.877392578125}, {"start": 819.87, "end": 820.11, "word": " عني", "probability": 0.83642578125}, {"start": 820.11, "end": 820.35, "word": " هنا", "probability": 0.900390625}, {"start": 820.35, "end": 820.71, "word": " some", "probability": 0.83203125}, {"start": 820.71, "end": 821.23, "word": " square", "probability": 0.63525390625}, {"start": 821.23, "end": 821.69, "word": " error", "probability": 0.87744140625}, {"start": 821.69, "end": 822.55, "word": " some", "probability": 0.5029296875}, {"start": 822.55, "end": 822.95, "word": " square", "probability": 0.83740234375}, {"start": 822.95, "end": 823.33, "word": " error", "probability": 0.90771484375}, {"start": 823.33, "end": 823.87, "word": " يعني", "probability": 0.954833984375}, {"start": 823.87, "end": 824.49, "word": " مقصود", "probability": 0.833984375}, {"start": 824.49, "end": 825.23, "word": " بمجموع", "probability": 0.930078125}, {"start": 825.23, "end": 825.97, "word": " مربعات", "probability": 0.9915771484375}, {"start": 825.97, "end": 826.13, "word": " ال", "probability": 0.95751953125}, {"start": 826.13, "end": 826.51, "word": " errors", "probability": 0.833984375}, {"start": 826.51, "end": 827.29, "word": " تابعة", "probability": 0.74609375}, {"start": 827.29, "end": 827.57, "word": " من", "probability": 0.98046875}, {"start": 827.57, "end": 832.17, "word": " تابعة", "probability": 0.7672526041666666}, {"start": 832.17, "end": 833.33, "word": " ال", "probability": 0.76513671875}, {"start": 833.33, "end": 833.77, "word": " notes", "probability": 0.60009765625}], "temperature": 1.0}, {"id": 34, "seek": 85727, "start": 836.05, "end": 857.27, "text": "هناك أيضا تدخل في الحسبة هالي ال errors تبع ال hidden layers ال hidden nodes برضه ممكن نيجي نقول خلينا نجمع كل ال nodes اللي في ال network سواء output nodes ولا hidden nodes و نجمع ال errors تبعه منهم طبعا نعبيها في الأول و نجمع بيطلع معايا some square error", "tokens": [3224, 8315, 4117, 36632, 11242, 995, 6055, 3215, 9778, 1211, 8978, 21542, 35457, 3660, 8032, 6027, 1829, 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1701.69, "text": "ممكن أقول لأ ده زي ده 15% ممكن أقول ده زي ده 25% المهم أنا بقى أثبت ليه نسبة زيادة امتى بتزيد امتى بقى طابت ده الكلام لما قاللي انه ال sign ثابت العكس من ذلك إذا ال algebraic sign of ال change ال change اللي هو يعني مقصود يتغير في ال alternates session alternates يتذبذب مرة أخر مرة موجة مرة سالب", "tokens": [2304, 43020, 5551, 39648, 5296, 10721, 11778, 3224, 30767, 1829, 11778, 3224, 2119, 4, 3714, 43020, 5551, 39648, 11778, 3224, 30767, 1829, 11778, 3224, 3552, 4, 9673, 16095, 41850, 4724, 4587, 7578, 5551, 12984, 3555, 2655, 32239, 3224, 8717, 35457, 3660, 30767, 1829, 18513, 3660, 1975, 2304, 49975, 39894, 11622, 25708, 1975, 2304, 49975, 4724, 4587, 7578, 23032, 16758, 2655, 11778, 3224, 2423, 28820, 10943, 5296, 15042, 50239, 20292, 16472, 3224, 2423, 1465, 38637, 16758, 2655, 18863, 4117, 3794, 9154, 29910, 23275, 11933, 15730, 2423, 21989, 299, 1465, 295, 2423, 1319, 2423, 1319, 13672, 1829, 31439, 37495, 22653, 3714, 4587, 9381, 23328, 7251, 2655, 17082, 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2407, 36520, 8315, 5296, 1863, 11296, 10632, 13672, 1829, 11331, 995, 4117, 1829, 18871, 2423, 646, 38377, 9590, 35525, 19452, 5296, 10721, 3794, 5172, 19446, 4587, 1211, 8592, 20449, 1863, 7578, 4032, 38149, 8717, 44510, 10721, 8978, 2423, 11838, 2519, 2423, 11838, 2519, 3209], "avg_logprob": -0.28880207166075705, "compression_ratio": 1.7518796992481203, "no_speech_prob": 0.0, "words": [{"start": 1966.7, "end": 1967.44, "word": "مابدناش", "probability": 0.5509033203125}, {"start": 1967.44, "end": 1967.86, "word": " بالظبط", "probability": 0.93603515625}, {"start": 1967.86, "end": 1968.24, "word": " 00", "probability": 0.650390625}, {"start": 1968.24, "end": 1968.6, "word": " يعني", "probability": 0.76953125}, {"start": 1968.6, "end": 1968.84, "word": " ممكن", "probability": 0.934814453125}, {"start": 1968.84, "end": 1969.12, "word": " تبقى", "probability": 0.9429931640625}, {"start": 1969.12, "end": 1969.42, "word": " صعب", "probability": 0.9962565104166666}, {"start": 1969.42, "end": 1969.86, "word": " جدا", "probability": 0.977783203125}, {"start": 1969.86, "end": 1970.74, "word": " انه", "probability": 0.549560546875}, {"start": 1970.74, "end": 1970.94, "word": " ال", "probability": 0.9609375}, {"start": 1970.94, "end": 1971.18, "word": " network", "probability": 0.89453125}, {"start": 1971.18, "end": 1971.58, "word": " تصل", "probability": 0.943115234375}, {"start": 1971.58, "end": 1971.76, "word": " لل", "probability": 0.6796875}, {"start": 1971.76, "end": 1972.14, "word": " zero", "probability": 0.314697265625}, {"start": 1972.14, "end": 1972.74, "word": " لكن", "probability": 0.65966796875}, {"start": 1972.74, "end": 1973.12, "word": " ممكن", "probability": 0.980712890625}, {"start": 1973.12, "end": 1973.68, "word": " نقبل", "probability": 0.98388671875}, {"start": 1973.68, "end": 1974.74, "word": " بأنها", "probability": 0.6597493489583334}, {"start": 1974.74, "end": 1975.18, "word": " تصل", "probability": 0.98779296875}, {"start": 1975.18, "end": 1976.1, "word": " لواحد", "probability": 0.7493489583333334}, {"start": 1976.1, "end": 1976.26, "word": " من", "probability": 0.9892578125}, {"start": 1976.26, "end": 1976.54, "word": " الف", "probability": 0.6630859375}, {"start": 1976.54, "end": 1976.9, "word": " error", "probability": 0.89892578125}, {"start": 1976.9, "end": 1977.54, "word": " ال", "probability": 0.7109375}, {"start": 1977.54, "end": 1977.8, "word": " error", "probability": 0.92919921875}, {"start": 1977.8, "end": 1978.14, "word": " يصل", "probability": 0.97216796875}, {"start": 1978.14, "end": 1978.46, "word": " لواحد", "probability": 0.8614908854166666}, {"start": 1978.46, "end": 1978.6, "word": " من", "probability": 0.9921875}, {"start": 1978.6, "end": 1978.94, "word": " الف", "probability": 0.87646484375}, {"start": 1978.94, "end": 1979.34, "word": " صح", "probability": 0.86328125}, {"start": 1979.34, "end": 1981.1, "word": " طيب", "probability": 0.8274739583333334}, {"start": 1981.1, "end": 1981.58, "word": " ماشي", "probability": 0.86083984375}, {"start": 1981.58, "end": 1981.94, "word": " الحال", "probability": 0.939697265625}, {"start": 1981.94, "end": 1983.04, "word": " okay", "probability": 0.168212890625}, {"start": 1983.04, "end": 1983.48, "word": " الان", "probability": 0.632568359375}, {"start": 1983.48, "end": 1983.76, "word": " هنا", "probability": 0.7568359375}, {"start": 1983.76, "end": 1984.16, "word": " الكلام", "probability": 0.9095052083333334}, {"start": 1984.16, "end": 1984.7, "word": " بيوصلنا", "probability": 0.86298828125}, {"start": 1984.7, "end": 1985.9, "word": " لنهاية", "probability": 0.71502685546875}, {"start": 1985.9, "end": 1986.0, "word": " اللي", "probability": 0.740966796875}, {"start": 1986.0, "end": 1986.24, "word": " حاكي", "probability": 0.800537109375}, {"start": 1986.24, "end": 1986.42, "word": " عن", "probability": 0.6640625}, {"start": 1986.42, "end": 1986.54, "word": " ال", "probability": 0.8134765625}, {"start": 1986.54, "end": 1986.72, "word": " back", "probability": 0.83447265625}, {"start": 1986.72, "end": 1987.1, "word": " propagation", "probability": 0.85546875}, {"start": 1987.1, "end": 1987.82, "word": " networks", "probability": 0.90576171875}, {"start": 1987.82, "end": 1988.56, "word": " ولكن", "probability": 0.4635009765625}, {"start": 1988.56, "end": 1988.92, "word": " لأسف", "probability": 0.685577392578125}, {"start": 1988.92, "end": 1989.24, "word": " ماقلش", "probability": 0.5887451171875}, {"start": 1989.24, "end": 1989.44, "word": " معنى", "probability": 0.7394205729166666}, {"start": 1989.44, "end": 1989.68, "word": " وقت", "probability": 0.400848388671875}, {"start": 1989.68, "end": 1990.14, "word": " نبدأ", "probability": 0.9700520833333334}, {"start": 1990.14, "end": 1990.34, "word": " في", "probability": 0.93115234375}, {"start": 1990.34, "end": 1991.26, "word": " ال", "probability": 0.82080078125}, {"start": 1991.26, "end": 1991.48, "word": " hub", "probability": 0.83154296875}, {"start": 1991.48, "end": 1991.88, "word": " field", "probability": 0.904296875}, {"start": 1991.88, "end": 1993.3, "word": " ال", "probability": 0.435791015625}, {"start": 1993.3, "end": 1994.2, "word": " hub", "probability": 0.97802734375}, {"start": 1994.2, "end": 1994.46, "word": " field", "probability": 0.93994140625}, {"start": 1994.46, "end": 1994.9, "word": " network", "probability": 0.96044921875}], "temperature": 1.0}, {"id": 77, "seek": 202432, "start": 1995.62, "end": 2024.32, "text": "و ال BAM فبناخدهم في المحاضرة الجاية ان شاء الله تمام؟ يبقى احنا الآن عمليا باختصار المحاضرة اليوم كانت تكملة ل ال back propagation networks اللي هو واحد من أنواع ال unsupervised artificial neural networks المحاضرة الجاية ان شاء الله بنكمل النوعين التانيات اللي هو ال hot field و ال BAM اللي هو في واقع الأمر نوع واحد بس منه نسختين", "tokens": [2407, 2423, 363, 2865, 6156, 3555, 1863, 47283, 3215, 16095, 8978, 9673, 5016, 46958, 25720, 25724, 995, 10632, 16472, 13412, 16606, 21984, 46811, 10943, 22807, 7251, 3555, 4587, 7578, 1975, 5016, 8315, 6024, 48506, 6225, 2304, 20292, 995, 4724, 47283, 2655, 9381, 9640, 9673, 5016, 46958, 25720, 45595, 20498, 25961, 2655, 6055, 24793, 37977, 5296, 2423, 646, 38377, 9590, 13672, 1829, 31439, 36764, 24401, 9154, 14739, 14407, 3615, 2423, 2693, 12879, 24420, 11677, 18161, 9590, 9673, 5016, 46958, 25720, 25724, 995, 10632, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 28239, 45367, 9957, 16712, 7649, 1829, 9307, 13672, 1829, 31439, 2423, 2368, 2519, 4032, 2423, 363, 2865, 13672, 1829, 31439, 8978, 36764, 4587, 3615, 16247, 29973, 8717, 45367, 36764, 24401, 4724, 3794, 9154, 3224, 8717, 3794, 46456, 9957], "avg_logprob": -0.1881103579653427, "compression_ratio": 1.8892857142857142, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 1995.62, "end": 1996.04, "word": "و", "probability": 0.5947265625}, {"start": 1996.04, "end": 1996.66, "word": " ال", "probability": 0.37158203125}, {"start": 1996.66, "end": 1997.22, "word": " BAM", "probability": 0.736572265625}, {"start": 1997.22, "end": 1998.02, "word": " فبناخدهم", "probability": 0.8673502604166666}, {"start": 1998.02, "end": 1998.14, "word": " في", "probability": 0.7841796875}, {"start": 1998.14, "end": 1998.56, "word": " المحاضرة", "probability": 0.9788818359375}, {"start": 1998.56, "end": 1998.82, "word": " الجاية", "probability": 0.4102376302083333}, {"start": 1998.82, "end": 1998.92, "word": " ان", "probability": 0.70849609375}, {"start": 1998.92, "end": 1999.08, "word": " شاء", "probability": 0.96728515625}, {"start": 1999.08, "end": 1999.32, "word": " الله", "probability": 0.95556640625}, {"start": 1999.32, "end": 2000.94, "word": " تمام؟", "probability": 0.6456705729166666}, {"start": 2000.94, "end": 2001.16, "word": " يبقى", "probability": 0.8211669921875}, {"start": 2001.16, "end": 2001.42, "word": " احنا", "probability": 0.908203125}, {"start": 2001.42, "end": 2001.74, "word": " الآن", "probability": 0.626220703125}, {"start": 2001.74, "end": 2002.36, "word": " عمليا", "probability": 0.9219970703125}, {"start": 2002.36, "end": 2003.02, "word": " باختصار", "probability": 0.96240234375}, {"start": 2003.02, "end": 2003.9, "word": " المحاضرة", "probability": 0.9820556640625}, {"start": 2003.9, "end": 2004.24, "word": " اليوم", "probability": 0.8056640625}, {"start": 2004.24, "end": 2005.16, "word": " كانت", "probability": 0.980224609375}, {"start": 2005.16, "end": 2006.08, "word": " تكملة", "probability": 0.8359375}, {"start": 2006.08, "end": 2006.48, "word": " ل", "probability": 0.787109375}, {"start": 2006.48, "end": 2007.46, "word": " ال", "probability": 0.30908203125}, {"start": 2007.46, "end": 2007.84, "word": " back", "probability": 0.685546875}, {"start": 2007.84, "end": 2008.36, "word": " propagation", "probability": 0.89453125}, {"start": 2008.36, "end": 2008.94, "word": " networks", "probability": 0.88037109375}, {"start": 2008.94, "end": 2009.42, "word": " اللي", "probability": 0.884521484375}, {"start": 2009.42, "end": 2009.7, "word": " هو", "probability": 0.98681640625}, {"start": 2009.7, "end": 2010.52, "word": " واحد", "probability": 0.982666015625}, {"start": 2010.52, "end": 2010.7, "word": " من", "probability": 0.99169921875}, {"start": 2010.7, "end": 2011.08, "word": " أنواع", "probability": 0.8904622395833334}, {"start": 2011.08, "end": 2011.72, "word": " ال", "probability": 0.92138671875}, {"start": 2011.72, "end": 2012.76, "word": " unsupervised", "probability": 0.8919270833333334}, {"start": 2012.76, "end": 2013.96, "word": " artificial", "probability": 0.759765625}, {"start": 2013.96, "end": 2014.26, "word": " neural", "probability": 0.5546875}, {"start": 2014.26, "end": 2014.68, "word": " networks", "probability": 0.8759765625}, {"start": 2014.68, "end": 2015.16, "word": " المحاضرة", "probability": 0.9742431640625}, {"start": 2015.16, "end": 2015.3, "word": " الجاية", "probability": 0.92236328125}, {"start": 2015.3, "end": 2015.48, "word": " ان", "probability": 0.8310546875}, {"start": 2015.48, "end": 2015.54, "word": " شاء", "probability": 0.979736328125}, {"start": 2015.54, "end": 2015.62, "word": " الله", "probability": 0.96923828125}, {"start": 2015.62, "end": 2016.68, "word": " بنكمل", "probability": 0.8302408854166666}, {"start": 2016.68, "end": 2018.0, "word": " النوعين", "probability": 0.8583984375}, {"start": 2018.0, "end": 2018.44, "word": " التانيات", "probability": 0.92041015625}, {"start": 2018.44, "end": 2018.6, "word": " اللي", "probability": 0.976806640625}, {"start": 2018.6, "end": 2018.72, "word": " هو", "probability": 0.95703125}, {"start": 2018.72, "end": 2018.82, "word": " ال", "probability": 0.82666015625}, {"start": 2018.82, "end": 2018.98, "word": " hot", "probability": 0.318603515625}, {"start": 2018.98, "end": 2019.26, "word": " field", "probability": 0.6494140625}, {"start": 2019.26, "end": 2019.46, "word": " و", "probability": 0.75927734375}, {"start": 2019.46, "end": 2019.6, "word": " ال", "probability": 0.61865234375}, {"start": 2019.6, "end": 2019.94, "word": " BAM", "probability": 0.93310546875}, {"start": 2019.94, "end": 2020.48, "word": " اللي", "probability": 0.984619140625}, {"start": 2020.48, "end": 2020.58, "word": " هو", "probability": 0.9580078125}, {"start": 2020.58, "end": 2020.68, "word": " في", "probability": 0.91845703125}, {"start": 2020.68, "end": 2020.88, "word": " واقع", "probability": 0.86474609375}, {"start": 2020.88, "end": 2021.12, "word": " الأمر", "probability": 0.53271484375}, {"start": 2021.12, "end": 2021.32, "word": " نوع", "probability": 0.99462890625}, {"start": 2021.32, "end": 2021.74, "word": " واحد", "probability": 0.989013671875}, {"start": 2021.74, "end": 2022.02, "word": " بس", "probability": 0.945556640625}, {"start": 2022.02, "end": 2022.62, "word": " منه", "probability": 0.98974609375}, {"start": 2022.62, "end": 2024.32, "word": " نسختين", "probability": 0.9432373046875}], "temperature": 1.0}, {"id": 78, "seek": 203514, "start": 2025.36, "end": 2035.14, "text": "و إذا ضال معانا وجد نبدأ في ليش؟ في ال super .. في ال unsupervised .. في ال unsupervised artificial neural networks", "tokens": [2407, 11933, 15730, 48812, 6027, 20449, 7649, 995, 49610, 3215, 8717, 44510, 10721, 8978, 32239, 8592, 22807, 8978, 2423, 1687, 4386, 8978, 2423, 2693, 12879, 24420, 4386, 8978, 2423, 2693, 12879, 24420, 11677, 18161, 9590], "avg_logprob": -0.2977430613504516, "compression_ratio": 1.345132743362832, "no_speech_prob": 0.0, "words": [{"start": 2025.3600000000001, "end": 2025.92, "word": "و", "probability": 0.96826171875}, {"start": 2025.92, "end": 2026.36, "word": " إذا", "probability": 0.860107421875}, {"start": 2026.36, "end": 2026.58, "word": " ضال", "probability": 0.4281005859375}, {"start": 2026.58, "end": 2026.8, "word": " معانا", "probability": 0.9222005208333334}, {"start": 2026.8, "end": 2027.08, "word": " وجد", "probability": 0.5823974609375}, {"start": 2027.08, "end": 2027.64, "word": " نبدأ", "probability": 0.6792805989583334}, {"start": 2027.64, "end": 2027.76, "word": " في", "probability": 0.91748046875}, {"start": 2027.76, "end": 2028.56, "word": " ليش؟", "probability": 0.72314453125}, {"start": 2028.56, "end": 2028.66, "word": " في", "probability": 0.89990234375}, {"start": 2028.66, "end": 2028.86, "word": " ال", "probability": 0.9384765625}, {"start": 2028.86, "end": 2029.14, "word": " super", "probability": 0.407470703125}, {"start": 2029.14, "end": 2029.28, "word": " ..", "probability": 0.865234375}, {"start": 2029.28, "end": 2029.42, "word": " في", "probability": 0.8837890625}, {"start": 2029.42, "end": 2029.6, "word": " ال", "probability": 0.98779296875}, {"start": 2029.6, "end": 2030.46, "word": " unsupervised", "probability": 0.9402669270833334}, {"start": 2030.46, "end": 2030.86, "word": " ..", "probability": 0.72998046875}, {"start": 2030.86, "end": 2031.02, "word": " في", "probability": 0.87890625}, {"start": 2031.02, "end": 2031.12, "word": " ال", "probability": 0.98388671875}, {"start": 2031.12, "end": 2032.02, "word": " unsupervised", "probability": 0.9625651041666666}, {"start": 2032.02, "end": 2034.42, "word": " artificial", "probability": 0.88330078125}, {"start": 2034.42, "end": 2034.78, "word": " neural", "probability": 0.235595703125}, {"start": 2034.78, "end": 2035.14, "word": " networks", "probability": 0.8232421875}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2037.969, "duration_after_vad": 1937.5631249999951}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc.srt
new file mode 100644
index 0000000000000000000000000000000000000000..e1ce3ff5a7650baf07aa1d49b9c214c811cf3b9c
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc.srt
@@ -0,0 +1,1898 @@
+1
+00:00:20,720 --> 00:00:24,220
+طيب بسم الله الرحمن الرحيم المحاضرة هذه هي
+
+2
+00:00:24,220 --> 00:00:28,740
+المحاضرة الأولى إن شاء الله في المساق هذا طبعًا
+
+3
+00:00:28,740 --> 00:00:32,360
+إحنا كنا عملنا مقدمة، جاب الـ هكام تعريف بالمادة و
+
+4
+00:00:32,360 --> 00:00:35,820
+تعريف بالـ syllabus تبعها، و الـ مطبق، و التطلبات الآن
+
+5
+00:00:35,820 --> 00:00:39,840
+إحنا بنبدأ في الـ topics تبع المساق، و الـ topic الأول
+
+6
+00:00:39,840 --> 00:00:44,820
+اللي عندنا اللي هو solving problems by searching
+
+7
+00:00:45,730 --> 00:00:51,150
+ذكرنا أيش دور الـ search في موضوع الذكاء
+
+8
+00:00:51,150 --> 00:00:54,930
+الاصطناعي، وقلنا إن كثير من المسائل يمكن صياغتها
+
+9
+00:00:54,930 --> 00:01:01,190
+بحيث إنّه ينطرح أو تنحصر كافة الاحتمالات، أو
+
+10
+00:01:01,190 --> 00:01:09,470
+الفرضيات الممكنة للتعامل مع المسألة، و التدرج في هذه
+
+11
+00:01:09,470 --> 00:01:12,490
+الاحتمالات بحثًا عن اللي هو الـ solution
+
+12
+00:01:15,140 --> 00:01:19,620
+طلبنا مثال، ولكن خلينا نرجع إلى هذا المثال اللي هو
+
+13
+00:01:19,620 --> 00:01:24,980
+مثال لعبة الـ 8 puzzle، بتذكروها؟ وكان في مثال آخر
+
+14
+00:01:24,980 --> 00:01:29,900
+لخريطة رومانية، خلينا نرجع عليهم بداية واحدة
+
+15
+00:01:29,900 --> 00:01:34,320
+للعبة الـ 8 puzzle، زي ما بتذكروا، أو زي ما الكل
+
+16
+00:01:34,320 --> 00:01:40,760
+بيعرف، عادةً، إنه يكون هنا وضع معين للعبة، و القطع
+
+17
+00:01:40,760 --> 00:01:47,480
+مُرتبة بترتيب عشوائي. إحنا مطلوب منا أن نرتبها بهذا
+
+18
+00:01:47,480 --> 00:01:51,660
+الترتيب، أو ممكن برضه كمان يكون بدل من أنه 1,2,3,4
+
+19
+00:01:51,660 --> 00:02:02,660
+,5,6 زي هيك، ممكن يكون الترتيب المطلوب هو يعني
+
+20
+00:02:02,660 --> 00:02:07,920
+دائر ما يدور اللوحة، المهم إن في عندنا initial
+
+21
+00:02:07,920 --> 00:02:12,100
+state أو start state، وفي عندنا goal state أو final
+
+22
+00:02:12,100 --> 00:02:17,230
+state. اللعبة هذه لو أنا بدي ألعبها، بألعبها عن طريق
+
+23
+00:02:17,230 --> 00:02:21,590
+إنّي أنا بحرك القطع الصغيرة، القطع المرقمة، حركات إلى
+
+24
+00:02:21,590 --> 00:02:24,830
+أن أعمل الترتيب. الـ computer لو إحنا بدنا الكلام
+
+25
+00:02:24,830 --> 00:02:28,090
+عن الـ computer system، الـ computer system برضه
+
+26
+00:02:28,090 --> 00:02:33,230
+هيعمل نفس الشيء، بأنه يعمل سلسلة من الحركات تؤدي من
+
+27
+00:02:33,230 --> 00:02:37,990
+الـ start state إلى الـ goal state، وهذه السلسلة من
+
+28
+00:02:37,990 --> 00:02:43,230
+الحركات هي أصلاً عبارة عن مسار. لو أنا جيت من الـ
+
+29
+00:02:43,230 --> 00:02:47,450
+start state، أخدت الـ start state، ما بديش أقسم
+
+30
+00:02:47,450 --> 00:02:50,830
+التفاصيل تبعها الآن، بس بدي أعبر عن التشعب في
+
+31
+00:02:50,830 --> 00:02:55,270
+الاحتمالات على شكل tree. هذه الـ start state، إيش
+
+32
+00:02:55,270 --> 00:03:00,310
+الاحتمالات اللي ممكن تنبثق منها؟ يعني مثلًا الآن
+
+33
+00:03:00,310 --> 00:03:04,130
+الستة ممكن تيجي هنا، الخمسة ممكن هنا، الاتنين ممكن هنا،
+
+34
+00:03:04,130 --> 00:03:07,850
+ممكن الثلاثة ممكنة، يعني أربع احتمالات بنعبر عنهم
+
+35
+00:03:07,850 --> 00:03:11,330
+ببساطة على أساس إنه مثلًا الاحتمال الأولاني أن
+
+36
+00:03:11,330 --> 00:03:15,480
+الاتنين تنزل تحت، الاحتمال الثاني
+
+37
+00:03:15,480 --> 00:03:21,660
+إنّ الخمسة تروح يمين، الاحتمال الثالث اللي هو الستة
+
+38
+00:03:21,660 --> 00:03:30,780
+تمشي شمال، الاحتمال الأخير إن الثلاثة تطلع لفوق. كل
+
+39
+00:03:30,780 --> 00:03:35,780
+واحد من احتمالات هذه بينتج عنه احتمالات نسميها
+
+40
+00:03:35,780 --> 00:03:40,360
+actions. كل واحد من الـ actions هذه بينتج عنه state
+
+41
+00:03:40,360 --> 00:03:44,620
+جديدة، مظبوط. الـ state هنا لما إحنا نحرك الاتنين
+
+42
+00:03:44,620 --> 00:03:49,380
+down، يصير الفرار هنا مظبوط، والاتنين تحت، والباقي
+
+43
+00:03:49,380 --> 00:03:57,360
+كله زي ما هو. ممكن
+
+44
+00:03:57,360 --> 00:04:01,200
+تتخيل أنت باقي الـ states الثانية للـ actions الأخرى
+
+45
+00:04:01,200 --> 00:04:04,520
+لأن كل واحدة من الـ states هذه الأربعة برضه ممكن
+
+46
+00:04:04,520 --> 00:04:08,010
+تفرع منها مجموعة من الاحتمالات. يعني مثلًا هذا الـ state
+
+47
+00:04:08,010 --> 00:04:11,190
+الآن، أنا إيش الاحتمالات اللي ممكن تنبثق منها؟ إنه
+
+48
+00:04:11,190 --> 00:04:14,670
+الأربعة تتحرك شمال، السبع تتحرك يمين، الاثنين تتحرك
+
+49
+00:04:14,670 --> 00:04:19,090
+ثاني لفوق زي ما كانت. هذا بنحطه إحنا كواحد من
+
+50
+00:04:19,090 --> 00:04:27,970
+الاحتمالات أو الـ actions. لكن
+
+51
+00:04:27,970 --> 00:04:34,090
+ممكن نعمل option في الـ system إنه نمنع إنه ياخد
+
+52
+00:04:34,090 --> 00:04:38,610
+نفس الـ action اللي رجعه على الـ parent state هذا.
+
+53
+00:04:38,610 --> 00:04:44,830
+الآن هذا الـ parent state تبعها ماشي. فـ… و يتخيل
+
+54
+00:04:44,830 --> 00:04:47,610
+بابه نفس الشيء اللي نعمله، و الـ states اللي جاية
+
+55
+00:04:47,610 --> 00:04:49,790
+هنا، و الـ states اللي جاية هنا من هنا. هذا الكلام
+
+56
+00:04:49,790 --> 00:04:53,830
+بيعطيني فضاء الاحتمالات اللي هو الـ state space.
+
+57
+00:04:53,830 --> 00:04:58,460
+state space، تمام. الـ tree هذه تُعبر عن الـ state
+
+58
+00:04:58,460 --> 00:05:02,340
+space لأن
+
+59
+00:05:02,340 --> 00:05:06,060
+الـ state space هذا، الكمبيوتر لو استطاع… لو إحنا
+
+60
+00:05:06,060 --> 00:05:11,500
+… يعني استطعنا… استطعنا نخلي الـ system يبني الـ
+
+61
+00:05:11,500 --> 00:05:14,940
+state space هذا. بعد هالكلام، نخليه أيضًا يعمل إيش؟
+
+62
+00:05:14,940 --> 00:05:20,620
+search، يبحث في هذا الـ state space، ببحث عن إيش؟ عن
+
+63
+00:05:20,620 --> 00:05:23,640
+الـ goal state. الـ goal state هذه ممكن تبقى في
+
+64
+00:05:23,640 --> 00:05:27,150
+حالتنا في اللعبة هذه، ممكن تبقى موجودة في مكان واحد
+
+65
+00:05:27,150 --> 00:05:35,890
+أو أكثر. يعني ممكن يلقاها من خلال مسار هذا
+
+66
+00:05:35,890 --> 00:05:38,910
+أو يلقاها من خلال مسار آخر. ليش؟ لأن في اللعبة هذه
+
+67
+00:05:38,910 --> 00:05:46,070
+بالتحديد، ممكن أكثر من سلسلة من الخطوات تؤدي إلى
+
+68
+00:05:46,070 --> 00:05:53,110
+ترتيب اللوحة، تؤدي إلى ترتيب اللوحة بالشكل المطلوب.
+
+69
+00:05:53,580 --> 00:05:59,420
+فأصبحت المسألة أن نحن نستطيع أن نحل مشكلة مثل هذه
+
+70
+00:05:59,420 --> 00:06:03,280
+المشكلة، الـ 8 puzzle، التي تتطلب ذكاء بشري، ممكن نجعل
+
+71
+00:06:03,280 --> 00:06:09,400
+الـ system يحلها بذكاء اصطناعي، من خلال أن الـ system
+
+72
+00:06:09,400 --> 00:06:15,220
+يعمل formulation للمشكلة على شكل tree من الـ start، من الـ
+
+73
+00:06:15,220 --> 00:06:19,940
+states، الـ possible states، وبعد كده يعمل بحث، يعمل
+
+74
+00:06:19,940 --> 00:06:24,740
+search في هذه الـ tree، بحثًا عن الـ goal state، و الـ
+
+75
+00:06:24,740 --> 00:06:27,960
+solution. الـ solution اللي مطلوب هو عبارة عن الـ
+
+76
+00:06:27,960 --> 00:06:34,100
+goal state، و عن سلسلة الخطوات اللي أدت إليها، بدايةً
+
+77
+00:06:34,100 --> 00:06:37,460
+من البداية
+
+78
+00:06:37,460 --> 00:06:41,260
+من الـ initial state. فهذه سلسلة الخطوات بتشكل
+
+79
+00:06:41,260 --> 00:06:46,210
+المسار، أو الـ path. فالـ path، تمام، هو في حالته الـ
+
+80
+00:06:46,210 --> 00:06:49,690
+solution، لأن الـ path يحمل في مضمونه الـ start و الـ
+
+81
+00:06:49,690 --> 00:06:53,790
+goal، ماشي؟ لأن في ممكن يكون في هذه أكثر من path،
+
+82
+00:06:53,790 --> 00:07:00,570
+أكثر من path يؤدي من الـ initial إلى الـ goal، فبنكون
+
+83
+00:07:00,570 --> 00:07:05,770
+معنيين بالـ shortest path، وهذه قضية إضافية. المهم في
+
+84
+00:07:05,770 --> 00:07:13,300
+الأول هي نطلع على آليات اللي ممكن إحنا نصممها أو
+
+85
+00:07:13,300 --> 00:07:21,400
+ندرسها لعملية البحث في حد ذاتها، عملية الـ
+
+86
+00:07:21,400 --> 00:07:25,900
+optimization، اللي هو إنه يكون الـ path أقصر ما يمكن،
+
+87
+00:07:25,900 --> 00:07:32,920
+أو أقل تكلفة. هذه نحكي عنها برضه كمان شوية. الآن هذه
+
+88
+00:07:32,920 --> 00:07:41,240
+الآليات البحث ممكن نصنفها إلى uninformed
+
+89
+00:07:43,270 --> 00:07:50,390
+و informed. نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+90
+00:07:50,390 --> 00:07:50,490
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+91
+00:07:50,490 --> 00:07:50,830
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+92
+00:07:50,830 --> 00:07:51,950
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+93
+00:07:51,950 --> 00:07:59,870
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+94
+00:07:59,870 --> 00:08:10,030
+نحن نحن نحن
+
+95
+00:08:10,030 --> 00:08:12,770
+نحن
+
+96
+00:08:13,140 --> 00:08:16,960
+في الـ uninformed هنا. uninformed، ولا بدنا ما
+
+97
+00:08:16,960 --> 00:08:20,500
+نلخبطش ما بين uninformed هذه، وما بين uniform.
+
+98
+00:08:20,500 --> 00:08:23,740
+دائمًا أنا نفسي بتلخبط منها، ماهيها، بتلخبط منها
+
+99
+00:08:23,740 --> 00:08:27,420
+ماهيها، تمام؟ هنا uninformed، عشان أنا حطيت الـ dash
+
+100
+00:08:27,420 --> 00:08:33,840
+بمعنى غير، يعني لا تنظر إلى معلومات إضافية.
+
+101
+00:08:33,840 --> 00:08:38,890
+الـ Uninformed هي تستفيد من معلومات
+
+102
+00:08:38,890 --> 00:08:47,350
+إضافية لتحسين أدائها في عملية الـ Search. الـ
+
+103
+00:08:47,350 --> 00:08:50,250
+Uninformed Strategies التي كتبتموها يا تُوبينا في
+
+104
+00:08:50,250 --> 00:08:54,070
+منهم اثنتين نعرفهم مسبقًا.
+
+105
+00:08:56,470 --> 00:09:01,250
+الـ breadth first والـ depth first، صح؟ الـ breadth
+
+106
+00:09:01,250 --> 00:09:04,890
+first والـ depth first، هدول غالبًا ما بيمروا علينا
+
+107
+00:09:04,890 --> 00:09:08,270
+في مادة الـ data structure أو في مادة الـ algorithms.
+
+108
+00:09:08,270 --> 00:09:14,110
+ببساطة شديدة، الـ breadth first هذا بذكر كيف آلية
+
+109
+00:09:14,110 --> 00:09:18,430
+البحث في هذا الـ… خلي بالك وإحنا لما نقول الآن
+
+110
+00:09:18,430 --> 00:09:23,030
+strategy، هدول إيش؟ strategies، صح؟ strategy، ندفن على
+
+111
+00:09:23,030 --> 00:09:29,320
+إنهم search strategies. الآن كلمة Strategy يُقصد
+
+112
+00:09:29,320 --> 00:09:34,260
+بيها ترتيب زيارة الـ nodes. هدول متفقين على إنهم
+
+113
+00:09:34,260 --> 00:09:40,900
+nodes هم states، وهم nodes. بنذكر بالفرق بين ليش
+
+114
+00:09:40,900 --> 00:09:44,100
+أحيانًا بيسميهم states، و ليش أحيانًا بيسميهم nodes.
+
+115
+00:09:44,100 --> 00:09:48,040
+بنذكر… بس الآن وإحنا بنحكي عن الـ tree بنسميهم
+
+116
+00:09:48,040 --> 00:09:54,060
+nodes. التنقل من الـ node إلى اللي بعدها، اللي بيحكم
+
+117
+00:09:54,060 --> 00:09:58,420
+الانتقال من الـ parent إلى مين، أو من الـ node إلى مين،
+
+118
+00:09:58,420 --> 00:10:01,740
+هذا هو المقصود بالـ strategy. ففي الـ breadth first
+
+119
+00:10:01,740 --> 00:10:06,080
+strategy، الـ order بيكون من وين لوين؟ لو أنا واقف
+
+120
+00:10:06,080 --> 00:10:12,300
+على node، وفحصتها، ولقيت إن هي مش الـ goal، بروح
+
+121
+00:10:12,300 --> 00:10:17,280
+على مين؟ على الـ siblings تبعونها، ماشي؟ بنختار الـ
+
+122
+00:10:17,280 --> 00:10:21,840
+siblings، حتى وإن كان إلها children، بأجلهم. هذا هو
+
+123
+00:10:21,840 --> 00:10:25,740
+الفرق الأساسي بين الـ breadth والـ depth، ما بين على
+
+124
+00:10:25,740 --> 00:10:30,520
+الـ breadth. الـ depth إيش بيسوي؟ بيعطي أولوية للـ children
+
+125
+00:10:30,520 --> 00:10:39,140
+على الـ siblings، صح؟ وبالتالي الـ breadth بيمسح، بيعمل
+
+126
+00:10:39,140 --> 00:10:45,700
+scanning للـ tree بالشكل هذا، level by level، مظبوط.
+
+127
+00:10:45,700 --> 00:10:48,640
+level by level، بيبدأ في الـ initial state، طبعًا الـ
+
+128
+00:10:48,640 --> 00:10:56,190
+initial state نادرًا بتكون هي الـ goal، صح؟ فبينتقل منها
+
+129
+00:10:56,190 --> 00:11:00,970
+تلقائيًا، طبعًا هو هيفحصها، هل هي goal؟ لأ، مش goal، تمام.
+
+130
+00:11:00,970 --> 00:11:07,030
+بينتقل على طول على الـ children تبعونها. الانتقال
+
+131
+00:11:07,030 --> 00:11:11,050
+إلى الـ children، طبعًا بناء على مين؟ أو تحديد الـ
+
+132
+00:11:11,050 --> 00:11:15,390
+children بناء على أي actions possible هنا في هذا
+
+133
+00:11:15,390 --> 00:11:19,090
+الـ state، كان الـ actions أربع actions، بينما هنا
+
+134
+00:11:19,090 --> 00:11:24,530
+كانت ثلاثة بس، حسب الـ state، بيختلف الـ actions اللي
+
+135
+00:11:24,530 --> 00:11:32,410
+مسموحة. المهم إنه بعد ما خلص من الـ node هذه، استكشف
+
+136
+00:11:32,410 --> 00:11:35,670
+إنّها لها أربعة children، اللي أنا بدي آخدهم، بدي آخد
+
+137
+00:11:35,670 --> 00:11:40,550
+من الشمال، الأولى هذه، بعد هي… بعد ما… طبعًا ما
+
+138
+00:11:40,550 --> 00:11:44,690
+ياخدها، هيفحصها، هيلاقيها مش goal، فبدي انتقل إلى
+
+139
+00:11:44,690 --> 00:11:50,570
+واحدة بعدها، هينتقل إلى هذه، لأن breadth first طبعًا
+
+140
+00:11:50,570 --> 00:11:55,270
+فهينتقل إلى هذا، ثم إلى هذا، ثم إلى هذا. بعد ما يخلص
+
+141
+00:11:55,270 --> 00:11:59,590
+الـ level كله، بيبدأ في الـ children تبع الأولى، و
+
+142
+00:11:59,590 --> 00:12:03,190
+بياخدهم برضه كمان واحدة ورا الثانية، وما يخلصوا، و
+
+143
+00:12:03,190 --> 00:12:08,070
+بعد ما يخلصوا، بتيجي للـ children تبع واحد ثاني، طبعًا
+
+144
+00:12:08,070 --> 00:12:10,850
+بعدين الـ children تبع واحد ثالثة، إلى إلا إذا لقى
+
+145
+00:12:10,850 --> 00:12:15,330
+الـ goal موجودة هنا، صح؟ okay. الآن هذا الكلام إحنا
+
+146
+00:12:15,330 --> 00:12:19,180
+بنعرفه، مش جديد علينا، والـ depth أيضًا، ده عارف إنه مش
+
+147
+00:12:19,180 --> 00:12:22,560
+جديد علينا. الـ depth هيكون إيش؟ إنه بعد ما ينتقل من
+
+148
+00:12:22,560 --> 00:12:26,700
+هنا إلى هنا، مش هيشوف هذه، إيش؟ اللي بعد ما يخلص الـ
+
+149
+00:12:26,700 --> 00:12:30,460
+children تبعهم، فهينتقل على أول child. إذا أول child
+
+150
+00:12:30,460 --> 00:12:33,420
+برضه إله كمان children، مش هيشوف على أخته، مش
+
+151
+00:12:33,420 --> 00:12:36,500
+هيشوف أخته. هذا الـ child إيش؟ اللي برضه لما… واضح
+
+152
+00:12:36,500 --> 00:12:40,300
+فعشان هي اسمها الـ depth، العمق أولًا، depth first. هذه كـ
+
+153
+00:12:40,300 --> 00:12:48,960
+breadth، الاتساع أو العرض أولًا، صح؟ تمام. الآن قبل ما
+
+154
+00:12:48,960 --> 00:12:54,640
+ننتقل إلى الـ uniform cost، ولا الـ depth limited، و
+
+155
+00:12:54,640 --> 00:12:57,020
+لا الـ iterative deepening، اللي هم الـ other
+
+156
+00:12:57,020 --> 00:13:03,060
+strategies. يعني واحد، اثنين، ثلاثة، أربعة، خمسة
+
+157
+00:13:03,060 --> 00:13:07,120
+uninformed strategies. خلينا نتفق على بعض المصطلحات
+
+158
+00:13:07,120 --> 00:13:11,080
+اللي هو موجودة عندنا هنا على الـ slide، يسار فيها.
+
+159
+00:13:12,180 --> 00:13:17,180
+الـ nodes هذه هي states، قدامي من طلع الـ algorithms
+
+160
+00:13:17,180 --> 00:13:22,480
+الخوارزميات. بنوضح إيش يعني الفرق ما بين الـ state و
+
+161
+00:13:22,480 --> 00:13:26,360
+ما بين الـ node. الـ N، خليني أعتبره نفس الشيء. فالـ
+
+162
+00:13:26,360 --> 00:13:30,400
+node الواحدة هي الـ state، صح؟ الـ actions معروفين،
+
+163
+00:13:30,400 --> 00:13:36,930
+صاروا واضحين، اللي هو إيش يمكن عمله على الـ state، وكل
+
+164
+00:13:36,930 --> 00:13:40,530
+واحد من هذه الـ actions إيش بينتج عنه؟ طبعًا هينتج
+
+165
+00:13:40,530 --> 00:13:46,570
+عنه states جديدة. for each single action، هيطلع
+
+166
+00:13:46,570 --> 00:13:55,090
+single state. الـ goal test هو
+
+167
+00:13:55,090 --> 00:14:02,530
+عبارة عن اختبار بده يقع على الـ algorithm، بتوقعه
+
+168
+00:14:02,530 --> 00:14:09,070
+هذا الاختبار على… على أي واحد من الـ states، عشان بهدف
+
+169
+00:14:09,070 --> 00:14:14,010
+الفحص، إذا كانت هي الـ goal اللي إحنا بنبحث عنه، ولا
+
+170
+00:14:14,010 --> 00:14:18,770
+لا، ماشي؟ فالـ goal test هو عبارة عن اختبار بتوقعه الـ
+
+171
+00:14:18,770 --> 00:14:22,610
+algorithm على الـ state، بهدف إنه يعرف إذا كان هذه
+
+172
+00:14:22,610 --> 00:14:26,190
+الـ goal… هذه الـ state هي goal بتاعي، خلا
+
+223
+00:18:36,600 --> 00:18:42,240
+اللي بيوضح عندي أن في four possible actions، تمام
+
+224
+00:18:42,240 --> 00:18:48,500
+فبمجرد أن نعرف أن في كذا عدد معين من ال
+
+225
+00:18:48,500 --> 00:18:54,220
+actions، وكل action إيش الـ state اللي.. اللي بيدّي
+
+226
+00:18:54,220 --> 00:18:58,580
+إلها؟ فخلاص هدول الـ states برمجيا إحنا ممكن نخزنهم
+
+227
+00:18:58,580 --> 00:19:02,420
+في some data structure على أساس لما ييجي دورهم
+
+228
+00:19:02,420 --> 00:19:07,340
+للفحص نفحصهم، فهدول هم اللي أقصد أنا بكلمة أنه تم
+
+229
+00:19:07,340 --> 00:19:11,720
+استكشافهم، تم استكشافهم، ربما أيضا كمان هذه لما
+
+230
+00:19:11,720 --> 00:19:15,150
+نولّفنا عليها برضه تم استكشاف أن في إلها كذا
+
+231
+00:19:15,150 --> 00:19:18,770
+possible action بيعطيني كذا possible state، فهدول
+
+232
+00:19:18,770 --> 00:19:24,050
+أيضا ينضموا إلى مجموعة الـ states اللي تم استكشافها
+
+233
+00:19:24,050 --> 00:19:31,490
+هذا الاستكشاف هو المقصود هنا بكلمة expansion، فالـ
+
+234
+00:19:31,490 --> 00:19:36,390
+algorithm بصفة عامة بدها تعمل looping، في كل دورة
+
+235
+00:19:36,390 --> 00:19:40,970
+من دوراتها، في كل iteration بدها تشوف if there are no
+
+236
+00:19:40,970 --> 00:19:47,190
+candidates، هذا الـ termination، إذا لم يبقى كل ما تم
+
+237
+00:19:47,190 --> 00:19:50,870
+استكشافه تم فحصه، لأنه لم يبقى شيء، انتهينا من كل
+
+238
+00:19:50,870 --> 00:19:55,970
+اللي نريده، يبقى خلاص هذا return failure
+
+239
+00:19:55,970 --> 00:20:03,750
+لأننا لم نجده، الآن إذا هذا الكلام مش صحيح يعني لسه
+
+240
+00:20:03,750 --> 00:20:08,350
+ضايل فيه، فبنتقل هنا علشان إيش ناخد واحدة من اللي
+
+241
+00:20:08,350 --> 00:20:12,050
+ضايلين ونبحث عنها، choose a leaf node
+
+242
+00:20:12,050 --> 00:20:16,170
+هدول كلهم اللي تم استكشافهم الآن في هذه اللحظة هم
+
+243
+00:20:16,170 --> 00:20:21,350
+leaves بالنسبة للـ system مابن عرفش إشي وراهم، فهم
+
+244
+00:20:21,350 --> 00:20:26,710
+بالنسبة له leaves، تمام، choose هنا كلمة
+
+245
+00:20:26,710 --> 00:20:31,410
+choose هي اللي أشهر في مربط الفرص بالنسبة للـ
+
+246
+00:20:31,410 --> 00:20:37,190
+strategies، لأن الـ choice بيتمد على الـ strategy في
+
+247
+00:20:37,190 --> 00:20:40,930
+الـ  breakfast بعمل choosing لمن؟ للـ siblings، بالدبف
+
+248
+00:20:40,930 --> 00:20:44,710
+بعمل للـ children، في غير هيكة حسب إيش الـ strategy
+
+249
+00:20:44,710 --> 00:20:48,870
+كلمة الآن بالنسبة لك، فـ choose a leaf node for a
+
+250
+00:20:48,870 --> 00:20:54,030
+strategy according to a strategy، الآن إذا هذا الـ
+
+251
+00:20:54,030 --> 00:20:58,190
+node contains a goal، هنا الآن إحنا بدنا نميز ما
+
+252
+00:20:58,190 --> 00:21:00,130
+بين الـ node وما بين الـ state
+
+253
+00:21:03,500 --> 00:21:06,080
+الـ Node هي أبعاد Data Structure، والـ Data
+
+254
+00:21:06,080 --> 00:21:10,080
+Structure هذه فيها عدة عناصر أو عدة Properties أو
+
+255
+00:21:10,080 --> 00:21:16,240
+عدة Data Items، من ضمنها الـ data تبع الـ state، من
+
+256
+00:21:16,240 --> 00:21:19,520
+ضمنها الوصف تبع الـ state، لكن أيضا في غير الـ state
+
+257
+00:21:19,520 --> 00:21:23,160
+في عندك مثلا الـ pointers تبعات من الـ parents، وفي
+
+258
+00:21:23,160 --> 00:21:26,400
+عندك الـ evaluation تبعها
+
+259
+00:21:30,990 --> 00:21:34,870
+النود هي عبارة عن data structure تحتوي على عدة
+
+260
+00:21:34,870 --> 00:21:40,510
+مضامين أو عدة content data items، من ضمن هذه وليس
+
+261
+00:21:40,510 --> 00:21:47,110
+كل شيء هو بيانات الـ state، إذا النود كنتز A goal
+
+262
+00:21:47,110 --> 00:21:52,050
+state، لو جلك A فلماذا ما جلش الـ V؟ إحنا بيجعلنا
+
+263
+00:21:52,050 --> 00:21:55,350
+واحدة goal، ولا في كمان added goals في اللعبة
+
+264
+00:21:55,350 --> 00:21:59,710
+تبعتنا دي؟ فش إلا goal واحد بنحدده إحنا من
+
+265
+00:21:59,710 --> 00:22:05,430
+البداية أن أنا بدي أرتب اللوحة بهذا الترتيب المحدد
+
+266
+00:22:05,430 --> 00:22:09,530
+لكن إذا أنا في اللعبة بدي أقبل أنه يرتب هيك أو
+
+267
+00:22:09,530 --> 00:22:13,230
+يرتب هيك، يعني يفوز اللاعب إذا كان رتبها هيك أو
+
+268
+00:22:13,230 --> 00:22:18,020
+رتبها هيك، يبقى صار عندي two possible goals، وفي بعض
+
+269
+00:22:18,020 --> 00:22:21,620
+المثالات الأخرى ممكن يبقى فيها أكثر من possible
+
+270
+00:22:21,620 --> 00:22:27,660
+goal، أكثر من state تحقق الهدف اللي أنا ببحث عنه، فـ
+
+271
+00:22:27,660 --> 00:22:33,580
+if the node contains a goal، قد يكون هنا تخيل أنت a
+
+272
+00:22:33,580 --> 00:22:37,520
+set of goals، وقد يكون هنا الـ set مافيش فيه إلا
+
+273
+00:22:37,520 --> 00:22:43,140
+state واحدة أو فيه multiple states، فأنا بفحص الـ
+
+274
+00:22:43,140 --> 00:22:48,340
+node أو الـ state اللي أمامي، بشوف بقارنها هل متطابقة
+
+275
+00:22:48,340 --> 00:22:53,040
+للـ goal أو أي واحد من الـ goals إذا هم مش متعددين،
+
+276
+00:22:53,040 --> 00:22:58,620
+multiple goals، else إذا مش مالاقيش الـ goal تبعي
+
+277
+00:22:58,620 --> 00:23:03,280
+يبقى إيش بده أعمل؟ further expansion، بدي المزيد من
+
+278
+00:23:03,280 --> 00:23:06,860
+التوسع، بمعنى أنه أشوف هذا الـ node اللي أنا فحصته
+
+279
+00:23:07,240 --> 00:23:11,900
+وطلعت مش goal، هل بيتفرع منها possible states ولا
+
+280
+00:23:11,900 --> 00:23:15,500
+لأ؟ هل ممكن في actions تطبق عليها وتعطيّني states؟
+
+281
+00:23:15,500 --> 00:23:19,860
+إذا ك.. إذا صحيح بنعمل هذا الكلام وبنحفظ الـ
+
+282
+00:23:19,860 --> 00:23:27,460
+states الجديدة في nodes وبنحطهم في الـ queue في
+
+283
+00:23:27,460 --> 00:23:30,100
+الـ data structure المعدة، هذه الـ data structure قد
+
+284
+00:23:30,100 --> 00:23:33,480
+تكون الـ queue، قد تكون stack، قد تكون list
+
+285
+00:23:45,800 --> 00:23:50,720
+هذا المثال الآن التالي بيطبق المفاهيم هذه اللي شفناها، بس للأسف الـ project مش واضح عشان فيه لون
+
+286
+00:23:50,720 --> 00:23:54,280
+أخضر ولون أصفر، بس مندي أرجعكم على الخريطة اللي
+
+287
+00:23:54,280 --> 00:24:00,760
+هي خريطة رومانيا اللي موجودة كمثال في الكتاب، بليست
+
+288
+00:24:00,760 --> 00:24:05,940
+من المجموعة من المدن، والمدن هذه موصولة البعض بخطوط
+
+289
+00:24:05,940 --> 00:24:11,630
+كل خط labelled بالرقم، الرقم هذا هو عبارة عن
+
+290
+00:24:17,070 --> 00:24:21,110
+المسافة، المسافة، ف أنا لو بدي أنا  مقبل من هذه
+
+291
+00:24:21,110 --> 00:24:24,450
+المدينة اسمها Arad، وبدي أروح على هذه المدينة
+
+292
+00:24:24,450 --> 00:24:29,950
+اسمها Bucharest، ففي عندي طبعا أكثر من أكثر من
+
+293
+00:24:29,950 --> 00:24:34,550
+مسار، أنا لو بدي كإنسان بدي أدور على المسارات وأحسب
+
+294
+00:24:34,550 --> 00:24:40,520
+المسارات عشان أشوف مين أكثر واحد شكله بيقول
+
+295
+00:24:40,520 --> 00:24:46,300
+أنه أقصر واحد، لأن  التلات خطوات بس الـ course مش عدد
+
+296
+00:24:46,300 --> 00:24:50,600
+الخطوات، لازم أحسب إجمالي الـ course تبعت كل الـ hubs
+
+297
+00:24:50,600 --> 00:24:55,740
+علشان أتأكد، وبعدين أشوف التاني، هاي واحد آخر صح؟
+
+298
+00:24:55,740 --> 00:25:02,100
+واحد ثالث ورابع، وفي إيش كمان؟ فيه هنا برضه كمان
+
+299
+00:25:02,100 --> 00:25:07,820
+هاي واحد هيك وهاي واحد هيك وهاي واحد هيك، صح؟ فيه
+
+300
+00:25:07,820 --> 00:25:09,060
+الـ various
+
+302
+00:25:15,900 --> 00:25:20,080
+الآن الـ system لو بدي ياخد هذه المسألة هيتعامل
+
+303
+00:25:20,080 --> 00:25:27,450
+معها برضه على أساس state space problem ويعمل
+
+304
+00:25:27,450 --> 00:25:32,510
+search في هذا الـ state space، بحث عن المدينة Bucharest
+
+305
+00:25:32,510 --> 00:25:41,310
+ويحسب كل مسار  مُؤدية إلى Bucharest ويطلع الأفضل
+
+306
+00:25:41,310 --> 00:25:46,990
+لأن لو بدأ نمشي breadth first في عملية البحث هاي
+
+307
+00:25:46,990 --> 00:25:51,430
+Arad، إيش اللي هي الـ start state تبعتنا، إيش الـ
+
+308
+00:25:51,430 --> 00:25:54,130
+possible states، أنه ممكن أن أجه في هذا الاتجاه أو
+
+309
+00:25:54,130 --> 00:25:58,380
+في هذا أو في هذا الاتجاه، الأولاني يوديني إلى
+
+310
+00:25:58,380 --> 00:26:05,400
+Timisoara هيتم اختصارا، الخيار الثاني يوديني إلى
+
+311
+00:26:05,400 --> 00:26:10,320
+Sibiu هيتم اختصارا، الخيار الثالث يوديني إلى Zerind
+
+312
+00:26:10,320 --> 00:26:15,780
+هيتم اختصارا، كل واحدة منهم، يعني لو أنا روحت على
+
+313
+00:26:15,780 --> 00:26:21,080
+Timisoara، في عندي خيار واحد فقط، لكن لو روحت على
+
+314
+00:26:21,080 --> 00:26:26,200
+Sibiu، Sibiu في عندها واحد اثنين تلاتة خيارات، مظبوط
+
+315
+00:26:26,200 --> 00:26:32,700
+لو روحت على Zerind في خيار واحد فقط، صح، الآن نفس
+
+316
+00:26:32,700 --> 00:26:37,780
+القالب أن إحنا ممكن نتدرج من السلسلة في فضاء
+
+317
+00:26:37,780 --> 00:26:42,220
+الاحتمالات فيه كله، وطبعا فلا نصل Bucharest في أكثر من
+
+318
+00:26:42,220 --> 00:26:47,540
+مكان، صح، أكثر من مكان، وبالتالي في أكثر من مسار، هذا
+
+319
+00:26:47,540 --> 00:26:53,320
+الكلام، خليني أنا بس أضيف ملاحظة هيك على الجانب، إذا
+
+320
+00:26:53,320 --> 00:27:02,280
+بتذكروا الفرق بين الـ tree والـ graph، إذا
+
+321
+00:27:02,280 --> 00:27:04,620
+بتذكروا هذا الكلام من الـ data structure، إذا حد
+
+322
+00:27:04,620 --> 00:27:09,080
+بيذكره، الفرق بين الـ tree والـ graph، إحنا حتى الآن
+
+323
+00:27:09,080 --> 00:27:15,580
+كلّ رسمنا trees، لكن هذه الرسمة أقرب للـ graph
+
+324
+00:27:19,570 --> 00:27:22,750
+حد عنده جواب تاني؟ الـ tree زي ما يكون الـ tree
+
+325
+00:27:22,750 --> 00:27:29,590
+تمثيل لـ graph في حالة خاصة
+
+326
+00:27:29,590 --> 00:27:33,230
+..حالة خاصة؟ مين هو اللي حالة خاصة؟ الـ tree حالة
+
+327
+00:27:33,230 --> 00:27:36,710
+خاصة من مين؟ من الـ graph، كيف يعني؟ لأن الـ graph..
+
+328
+00:27:36,710 --> 00:27:41,050
+الـ graph two way، ممكن الـ child يكون parent، يعني
+
+329
+00:27:41,050 --> 00:27:44,670
+يكون في بينهم two way relation مع الـ parent أو
+
+330
+00:27:44,670 --> 00:27:47,740
+كذا parent، يعني ممكن نفس الـ child يكون له كذا
+
+331
+00:27:47,740 --> 00:27:49,860
+parent، بس في الـ tree لأ، الـ child يكون له parent
+
+332
+00:27:49,860 --> 00:27:53,980
+واحد، جميل، صحيح هذا الكلام، بنقوله بكلمة واحدة
+
+333
+00:27:53,980 --> 00:28:00,040
+بسيطة وهي أن في الـ tree مافيش loops، مافيش cycles
+
+334
+00:28:00,040 --> 00:28:05,600
+صحيح، لأ، يعني أنا هنا أصلا ليش سموها tree؟ الأغصان
+
+335
+00:28:05,600 --> 00:28:09,460
+ما بتلتقيش تتشبك مع بعض تاني، الأغصان بتتفرع وبتتفرع
+
+336
+00:28:09,460 --> 00:28:13,860
+ما في غصنين يلتقوا مع بعض أو يتجابلوا مع بعض في إيش
+
+337
+00:28:13,860 --> 00:28:19,750
+في node، وهذا لو تجابلوا مع بعض في node، معناه ده
+
+338
+00:28:19,750 --> 00:28:26,010
+أكثر من cycle، فهما في كلاهما عبارة عن مجموعة من
+
+339
+00:28:26,010 --> 00:28:30,030
+الـ graph والـ tree، مجموعة من الـ nodes مربوطين بـ links
+
+340
+00:28:30,030 --> 00:28:37,550
+بـ links، مظبوط، إنما ليش الـ tree الـ child له parent
+
+341
+00:28:37,550 --> 00:28:44,010
+واحد فقط؟ الـ graph ممكن الـ child، هاي الـ child يكون
+
+342
+00:28:44,010 --> 00:28:50,450
+له two parents، هدول وجودهم أصلا فتح المجال
+
+343
+00:28:50,450 --> 00:28:56,030
+لوجود إيش؟ الـ cycle، فإحنا الآن الـ search تبعنا
+
+344
+00:28:56,030 --> 00:29:02,970
+ممكن الـ state space ممكن يبقى tree، تفرعاته
+
+345
+00:29:02,970 --> 00:29:08,210
+مابتلتقيش، أو يكون إيش؟ graph تلتقى، وفي الحالتين
+
+346
+00:29:08,210 --> 00:29:12,650
+أنا بتعامل معه بكل الـ strategies هذه، شايف كيف يعني؟
+
+347
+00:29:12,650 --> 00:29:15,410
+أنا لو أنا الآن هنا على الـ siblings، بدأت أمشي depth
+
+348
+00:29:15,410 --> 00:29:18,910
+first، بخش بشوف إيش الـ children، وهدول إيش اللي
+
+349
+00:29:18,910 --> 00:29:23,170
+هتفرع منها، وأشوف هدول، الـ depth first، لو بدأت أدخل
+
+350
+00:29:23,170 --> 00:29:27,050
+breadth first، بخش على هدول وبستكشف إنهم فيهم الـ
+
+351
+00:29:27,050 --> 00:29:30,010
+children، بس بروحش أحصيهم بالأول، بروح على مين؟ الـ
+
+352
+00:29:30,010 --> 00:29:35,970
+siblings، وبعد هيك بأمشي على الـ children تبعهم للـ
+
+353
+00:29:35,970 --> 00:29:40,250
+siblings، ثم الـ children، فبغض النظر عن أي tree ولا
+
+354
+00:29:40,250 --> 00:29:45,180
+graph، الـ strategies
+
+355
+00:29:45,180 --> 00:29:52,620
+هذه ممكن تنطبق، طيب خلينا الآن نكمل في شغلة أخيرة
+
+356
+00:29:52,620 --> 00:30:01,480
+حسب الوقت اللي عندنا، اللي هو أن إحنا بدنا بعض
+
+357
+00:30:01,480 --> 00:30:09,040
+المعيار اللي نميز على أساسها ما بين الـ search
+
+358
+00:30:09,040 --> 00:30:10,000
+strategies
+
+359
+00:30:13,990 --> 00:30:22,830
+هذا slide يوضح الفرق بين مفهوم الـ state ومفهوم الـ
+
+360
+00:30:22,830 --> 00:30:27,650
+node، هذا يمثل الـ state، فهي مش أكثر من إيش؟ القطع
+
+361
+00:30:27,650 --> 00:30:33,810
+وكيف ترتيبها، هذه المعلومات في جزء من الـ data
+
+362
+00:30:33,810 --> 00:30:37,450
+structure اللي هي الـ node، الـ data structure اللي
+
+363
+00:30:37,450 --> 00:30:42,050
+بتحتوي على الـ level، والـ depth، والـ parent، وإيش؟
+
+364
+00:30:42,050 --> 00:30:46,790
+possible actions،  خزانين embedded بداخل نفس الـ data
+
+365
+00:30:46,790 --> 00:30:51,670
+structure، طيب
+
+366
+00:30:51,670 --> 00:30:54,990
+إحنا المرحلة الـ search strategies اللي قلنا بدنا
+
+367
+00:30:54,990 --> 00:30:59,250
+نطلع الآن على بعض المعايير أو الـ measures اللي
+
+368
+00:30:59,250 --> 00:31:02,990
+بنقيم هذه الـ strategies على أساسها، فيه هنا
+
+369
+00:31:02,990 --> 00:31:05,890
+completeness، وtime complexity
+
+370
+00:31:11,660 --> 00:31:14,700
+هما بالأساس تلاتة، الـ completeness، والـ optimality،
+
+371
+00:31:14,700 --> 00:31:34,220
+و الـ complexity، بس الـ complexity، complexity
+
+372
+00:31:34,220 --> 00:31:36,940
+جمالها في منها إيش؟
+
+373
+00:31:44,260 --> 00:31:50,640
+completeness واضح من التعريف هنا، إيش معناه؟ هل
+
+374
+00:31:50,640 --> 00:31:56,840
+كل مرة تجد حل.. يعني هل بتضمن.. هل بتضمن أن تجد
+
+375
+00:31:56,840 --> 00:32:01,560
+الحل إذا.. إذا كان الحل موجود، إذا كان الـ goal
+
+376
+00:32:01,560 --> 00:32:06,390
+موجود في الـ tree، هل تضمن أنها تجده؟ ولا ممكن إيش؟ تتوه
+
+377
+00:32:06,390 --> 00:32:11,610
+عنه أو get stuck في حاجة مثلا local minima قدام
+
+378
+00:32:11,610 --> 00:32:16,730
+بنوضح هذا الكلام بس في strategies، ممكن في بحثها عن
+
+379
+00:32:16,730 --> 00:32:21,690
+الـ goal تقع في عند نقطة وما تعرفش لا ترجع عشان
+
+380
+00:32:21,690 --> 00:32:25,310
+تكمل ولا تجده إذا هو قدامك
+
+381
+00:32:27,800 --> 00:32:32,680
+هذا المقصود بالـ completeness، هل يجد دائما حل إذا
+
+382
+00:32:32,680 --> 00:32:41,020
+كان هناك حل؟ الـ optimality، هل الحل الذي تجده
+
+383
+00:32:41,020 --> 00:32:48,480
+يضمن أنه يكون الأفضل؟ وإلا ممكن تعطينا حل ويكون
+
+384
+00:32:48,480 --> 00:32:55,000
+في غيره موجود حل أفضل؟ فهذا معيار الحكم أو تقييم
+
+385
+00:32:55,000 --> 00:32:58,790
+أو evaluation للـ strategy، لأن ممكن نطلع على
+
+386
+00:32:58,790 --> 00:33:01,410
+التالت اللي نعرفه من الـ breadth first والـ depth
+
+387
+00:33:01,410 --> 00:33:04,810
+first كمثال، الـ time complexity والـ space
+
+388
+00:33:04,810 --> 00:33:07,870
+complexity، واضحة الـ time complexity اللي هي جداش
+
+389
+00:33:07,870 --> 00:33:15,030
+الزمن اللي بتستغرقه، صح صح، مش بالظبط جداش الزمن مش
+
+390
+00:33:15,030 --> 00:33:19,230
+هو هذا اللي نطلع عليه، لأن هذا الزمن جداش بيعتمد
+
+391
+00:33:19,230 --> 00:33:24,330
+على عدد الـ nodes وكده، بس نطلع على معدل التغير في
+
+392
+00:33:24,330 --> 00:33:28,730
+الزمن، وهذا اللي أهم، عينة من جداش الزمن، زي ما بقول
+
+393
+00:33:28,730 --> 00:33:35,190
+جداش الزمن بعتمد على، بس بيعتمد بأي.. بأي تصارع هل
+
+394
+00:33:35,190 --> 00:33:42,090
+بيعتمد هيك: كل ما زاد هذا واحد بزيد هذا واحد، كل ما
+
+395
+00:33:42,090 --> 00:33:48,430
+زاد هذا واحد بزيد هذا اثنين، هذا كله linear، تمام؟
+
+396
+00:33:48,430 --> 00:3
+
+445
+00:37:54,390 --> 00:37:59,590
+depthوبنانا على الـ D التي هي depth of the least cost solution
+
+446
+00:37:59,590 --> 00:38:02,850
+ممكن احنا نكون  نتصور الـ
+
+447
+00:38:02,850 --> 00:38:07,230
+complexity نقدر نحسبها، ونقدر الـ complexity سواء
+
+448
+00:38:07,230 --> 00:38:12,410
+الـ time complexity أو الـ space complexity تبع الـ
+
+449
+00:38:12,410 --> 00:38:17,870
+strategy طيب الآن احنا معانا بس حوالي خمس دقائق..
+
+450
+00:38:17,870 --> 00:38:23,130
+بدنا نتعرف فيهم على ليش بعض الاستراتيجيات الأخرى
+
+451
+00:38:23,130 --> 00:38:27,830
+جد ما نقدر احنا طبعًا اللي احنا صرنا بنعرف ليش أو
+
+452
+00:38:27,830 --> 00:38:32,250
+already بنعرف الـ depth-first و الـ depth-first، okay
+
+453
+00:38:32,250 --> 00:38:37,970
+بدنا ناخد فكرة عن ايش هم هدول، وبعدين في
+
+454
+00:38:37,970 --> 00:38:42,390
+المحاضرة الجاية إن شاء الله نبدأ ندرس.. ناخد
+
+455
+00:38:42,390 --> 00:38:47,090
+هدول ونحللهم، نعمل analysis لهم من ناحية ليش الـ
+
+456
+00:38:47,090 --> 00:38:50,250
+complexity والـ completeness والـ optimality يعني
+
+457
+00:38:50,250 --> 00:38:53,770
+أننا نرجع على الـ breadth-first ونشوف من خلال قليلة
+
+458
+00:38:53,770 --> 00:38:57,410
+عملها إن نسأل سؤال: هل هي optimal؟ هل هي complete؟
+
+459
+00:38:57,410 --> 00:39:01,870
+ايش الـ complexity تبعها؟ معدل ازديادها؟ كيف الحال؟ كل
+
+460
+00:39:01,870 --> 00:39:06,670
+شكله بس في الأول نتطرق على شو يعني uniform cost و
+
+461
+00:39:06,670 --> 00:39:10,250
+شو يعني depth-limited وشو يعني iterative
+
+462
+00:39:10,250 --> 00:39:10,850
+deepening
+
+463
+00:39:16,190 --> 00:39:19,610
+نبدأ بالـ Uniform Cost. في الـ Uniform Cost أنا لو
+
+464
+00:39:19,610 --> 00:39:26,350
+عندي الـ tree بتتشعب زي الـ tree تبع خريطة
+
+465
+00:39:26,350 --> 00:39:35,670
+رومانيا، وفي عندي كل node التكلفة
+
+466
+00:39:35,670 --> 00:39:43,350
+تبعتها معروفة، تكلفة الانتقال من كل link، تكلفة
+
+467
+00:39:43,350 --> 00:39:45,730
+الموضوع، تكلفة الانتقال من الـ node إلى الـ node
+
+468
+00:39:45,730 --> 00:39:52,610
+الأخرى، فأنا في الـ uniform cost باجي الانتقال بيكون
+
+469
+00:39:52,610 --> 00:39:58,590
+محكوم على أساس الـ cost، يعني كيف؟ يعني أنا الآن هنا
+
+470
+00:39:58,590 --> 00:40:01,950
+أنا
+
+471
+00:40:01,950 --> 00:40:05,130
+الآن في.. أنا كنت هنا وخلصت منها وماهيش الـ
+
+472
+00:40:05,130 --> 00:40:11,640
+goal، وصار في عندي ثلاثة children، okay. فحصت هذه الـ
+
+473
+00:40:11,640 --> 00:40:20,360
+cost هذه x وهذه y وهذه z. ايش هو x، y، z؟ دول الـ
+
+474
+00:40:20,360 --> 00:40:25,880
+cost. بختار الـ cost اللي أقل أولًا. الآن بعدين جيت
+
+475
+00:40:25,880 --> 00:40:31,180
+هنا وراجيت إن هذه الـ children ثلاثة، تمام. أنا هنا
+
+476
+00:40:31,180 --> 00:40:35,090
+خلصت منها، الـ link قفزت هذه، خلصت منها. الآن هل أقفز
+
+477
+00:40:35,090 --> 00:40:39,530
+هنا ولا هنا؟ وهذه خلصت منها، هل أقفز بعد هذه إلى
+
+478
+00:40:39,530 --> 00:40:42,970
+هذه ولا هذه ولا هذه ولا هذه ولا ارجع على واحدة
+
+479
+00:40:42,970 --> 00:40:47,390
+من الـ siblings، محكوم برضه بالـ ايش؟ بالـ total cost
+
+480
+00:40:47,390 --> 00:40:52,770
+cost هنا ماشي، ف أنا بمشي على اللي بيحكمني أو بيحكم
+
+481
+00:40:52,770 --> 00:40:59,570
+الـ strategy هذه اللي هو الـ least cost، okay. سمّينا بس
+
+482
+00:40:59,570 --> 00:41:08,330
+شوية. Expand the least cost. هدفه uniform uniform cost
+
+483
+00:41:08,330 --> 00:41:12,430
+search. Expand the least cost unexpanded node. الـ node
+
+484
+00:41:12,430 --> 00:41:20,410
+اللي لسه ما فحصناهاش، بنقيمهم على أساس ايش؟ الـ cost
+
+485
+00:41:20,410 --> 00:41:24,470
+الـ total إليها من الـ start إليها، وبنبدأ في الأقل
+
+486
+00:41:24,470 --> 00:41:29,390
+cost أولًا. أساسي عليك كده بتحكي.. بتشوف الأقل cost
+
+487
+00:41:29,390 --> 00:41:34,630
+دايمًا أقل cost. ممكن أنا موصلش للهدف إلا في الـ goal set
+
+488
+00:41:34,630 --> 00:41:40,570
+إلا في آخر احتمالية، جيد جدًا، وهذا برضه وارد في الـ
+
+489
+00:41:40,570 --> 00:41:44,570
+depth، ووارد في الـ.. يعني مثلًا أنا في الـ depth، تعرف
+
+490
+00:41:44,570 --> 00:41:48,790
+هاي tree عندي، ممكن الـ goal يكون هنا في الـ level
+
+491
+00:41:48,790 --> 00:41:54,630
+الثاني أو الثالث، صح؟ بس لأن أنا ماشي depth، هشوف
+
+492
+00:41:54,630 --> 00:42:01,090
+هأمر على كل العالم هذه إلى أن بعدين أشوف هذا، صح؟
+
+493
+00:42:01,560 --> 00:42:10,160
+فهذه القضية يعني واردة، واللي بده يطبق الـ strategy
+
+494
+00:42:10,160 --> 00:42:16,220
+هذه بده بناءً على معرفته بالمسألة، ومعرفته غالبًا
+
+495
+00:42:16,220 --> 00:42:21,140
+وين بيكون الـ goal، منحاز إلى أي جانب، إلى أي level
+
+496
+00:42:21,140 --> 00:42:26,920
+على هذا الأساس بيقرر: أستخدم هذه الـ strategy أو هذه
+
+497
+00:42:27,310 --> 00:42:30,010
+يعني إذا احنا بنعرف إن الـ goal إذا بتبقى دايمًا
+
+498
+00:42:30,010 --> 00:42:35,610
+قريبة تحت، يبقى الأنسب أمشي depth-first مش breadth-
+
+499
+00:42:35,610 --> 00:42:40,470
+first. إذا أنا بعرف إن الـ goal ما ببعدش كثير مسافة
+
+500
+00:42:40,470 --> 00:42:43,970
+في هذه الشجرة، ولا في هذه عن الـ initial، ممكن
+
+501
+00:42:43,970 --> 00:42:48,990
+أستخدم الـ uniform cost، بيوصلني. أنا لو جاش
+
+502
+00:42:48,990 --> 00:42:52,730
+عارف هو هنا ولا هنا ولا هنا، بس كأني يعني متخيل إنه
+
+503
+00:42:52,730 --> 00:42:59,410
+منطقة ضيقة هيك، فأستخدم الـ depth-first، الـ list كوصفة
+
+504
+00:42:59,410 --> 00:43:03,550
+والـ uniform واضح، بس خلينا في الأول نتأكد إن احنا
+
+505
+00:43:03,550 --> 00:43:08,510
+فهمنا ايش استراتيجية هذه. استراتيجية هذه بتعطي لكل
+
+506
+00:43:08,510 --> 00:43:14,430
+node سجل معاها رقم. الرقم هذا هو جداشها عن الـ
+
+507
+00:43:14,430 --> 00:43:22,410
+initial. جداشها الإجمالية بالـ cost مش بالقفزات، مش
+
+508
+00:43:22,410 --> 00:43:28,630
+بعدد الـ links، بالـ cost، صح؟ وبالتالي بتاخد على ايش؟
+
+509
+00:43:28,630 --> 00:43:34,190
+على أساس بتاخد الأقل أولًا. خلصنا من هذه الـ uniform.
+
+510
+00:43:34,190 --> 00:43:38,410
+الـ depth-limited. depth-limited حالة خاصة من الـ
+
+511
+00:43:38,410 --> 00:43:41,870
+depth-first. الـ depth-limited إنه أنا ببدأ مش زي الـ
+
+512
+00:43:41,870 --> 00:43:47,390
+depth-first، بس أنا بدي أحكم الـ algorithm إنها
+
+513
+00:43:47,390 --> 00:43:55,800
+ما تنزلش عن كذا n number of levels. اه يعني مثلًا أنا
+
+514
+00:43:55,800 --> 00:43:59,420
+كنت هنا وراجيت إن لها children، وخشيت على الـ
+
+515
+00:43:59,420 --> 00:44:00,860
+children، ثم على الـ children، ثم على الـ children
+
+516
+00:44:00,860 --> 00:44:06,840
+ما بضالنيش أكشف لما للنهاية، لأ لعند عدد n مثلًا
+
+517
+00:44:06,840 --> 00:44:12,120
+سواء ستة ولا خمسة من الـ levels، أوقف الـ depth وأبدأ
+
+518
+00:44:12,120 --> 00:44:18,430
+أرتد، أرتد. يعني بدل ما أتعمق في الـ children، أجي
+
+519
+00:44:18,430 --> 00:44:22,450
+أبدأ أشوف الـ siblings، مظبوط؟ يعني هاد الآن أنا
+
+520
+00:44:22,450 --> 00:44:27,090
+ما بجي فيها، هو إذا جيت لها child، بشوفه، بس إذا
+
+521
+00:44:27,090 --> 00:44:31,070
+هذه لها child، بدور عليه، لإن خلاص، هذه حدودي،
+
+522
+00:44:31,070 --> 00:44:35,690
+ببتدئ، بشوف الـ siblings هذه وهنا خلاصت، برجع بشوف،
+
+523
+00:44:35,690 --> 00:44:40,370
+فأنا فيه عندي ايش؟ limit للـ depth، limit للـ depth
+
+524
+00:44:40,370 --> 00:44:45,620
+عشان كده ايش اسمها؟ depth-limited، depth-limited
+
+525
+00:44:45,620 --> 00:44:50,020
+search. هي depth-first ولكن عند limit معين. طب أنا لو
+
+526
+00:44:50,020 --> 00:44:53,980
+خلصت كل اللي أخدت فيه بس ما وصلتش للـ goal، اه وجدتها
+
+527
+00:44:53,980 --> 00:44:58,360
+نزلت على الـ limit ووجدتها، يا إما أنا بكون حاطط
+
+528
+00:44:58,360 --> 00:45:02,280
+لنفسى termination condition، إني أنا ماعندي قدرة الـ
+
+529
+00:45:02,280 --> 00:45:06,640
+system ماعنده time ولا space إنه يتعمق، وبالتالي
+
+530
+00:45:06,640 --> 00:45:11,560
+بيقل إن أنا فشلت بغض النظر الـ goal موجود ولا لأ، بس فشلت
+
+531
+00:45:11,560 --> 00:45:15,980
+لأنه أنت حكمتها بـ time و space، فبدأنا على الـ time والـ
+
+532
+00:45:15,980 --> 00:45:19,100
+space اللي أنت محددينه لها. هو ما لقيش، طبعًا يا إما
+
+533
+00:45:19,100 --> 00:45:23,400
+بتقوله اشتغل iterative deepening. ايش الـ iterative
+
+534
+00:45:23,400 --> 00:45:30,520
+deepening؟ اللي هي إنه ابدا أنت في الـ phase
+
+535
+00:45:30,520 --> 00:45:35,740
+الأولاني امشي depth-first
+
+536
+00:45:37,450 --> 00:45:41,890
+بس لغاية ما تلاقيش، الـ level الأول، ما لقيتش الـ goal، عيد
+
+537
+00:45:41,890 --> 00:45:47,810
+الكرة من جديد، والـ limit تبعك اثنين. هنا الـ limit
+
+538
+00:45:47,810 --> 00:45:51,670
+تبعه واحد، ما لقيش
+
+539
+00:45:51,670 --> 00:45:55,390
+الـ goal، عيد الكرة من جديد، والـ limit تبعك اثنين.
+
+540
+00:45:55,390 --> 00:46:00,350
+ما لقيش الـ goal، عيد الكرة من جديد، والـ limit تبعك
+
+541
+00:46:00,350 --> 00:46:05,600
+اثنين، يعني مش الـ depth، بيبدأ يشوف الـ siblings، بيغطي
+
+542
+00:46:05,600 --> 00:46:09,700
+كل الـ tree هذه، ما لقيش الـ goal، بيبدأ من جديد، بيشوف
+
+543
+00:46:09,700 --> 00:46:16,380
+لحد العين ثلاثة، هذا اسمه iterative deepening، يعني
+
+544
+00:46:16,380 --> 00:46:22,140
+التعمق، deepening، deepening، يعني أنا بعمل
+
+545
+00:46:22,140 --> 00:46:29,280
+iteratively، يعني بتدرج، واضح؟ هعطيكم رسمة بس بتوضح
+
+546
+00:46:29,280 --> 00:46:33,860
+الفكرة بسرعة. المحاضرة الجاية بنرجع بنشوف التحليل
+
+547
+00:46:33,860 --> 00:46:37,960
+اللي هو الـ complexity تبعهم، هذا الـ depth-limited والـ
+
+548
+00:46:37,960 --> 00:46:41,620
+iterative deepening. طلع حياته، الـ limit هنا واحد
+
+549
+00:46:41,620 --> 00:46:48,920
+فاجى خش، وغَطّى، ما لقيش الـ goal في الـ iteration
+
+550
+00:46:48,920 --> 00:46:54,100
+الثانية، الـ depth تبعه اثنين، فراح بدأ من هنا ومشي
+
+551
+00:46:54,100 --> 00:46:58,740
+depth-first، صح؟
+
+552
+00:47:02,700 --> 00:47:08,040
+ما لقيش، الـ limit تبعه اثنين، يعني عشان من هنا وشاف
+
+553
+00:47:08,040 --> 00:47:12,040
+هذا لقيش goal، شاف الـ child تبعه، بس ايش؟ ما بتعمق مش
+
+554
+00:47:12,040 --> 00:47:15,160
+هيتعمق بعد هيك، بعد الـ child هذا مش هيتعمق أكثر، لأن الـ
+
+555
+00:47:15,160 --> 00:47:19,000
+limit تبعه خلاص وصل، الـ limit تبعه مظبوط، بيرجع
+
+556
+00:47:19,000 --> 00:47:24,020
+بيرجع، في الـ iteration اللي بعدها بيزيد الـ limit إلى
+
+557
+00:47:24,020 --> 00:47:29,500
+ايش؟ إلى ثلاثة. طبعًا التدرج في الـ deepening مش
+
+558
+00:47:29,500 --> 00:47:34,590
+بضرورة يكون واحد اثنين ثلاثة، يعني واحد limit واحد
+
+559
+00:47:34,590 --> 00:47:41,190
+level كل مرة، ممكن يعملها واحد اثنين أربعة ثمانية..
+
+560
+00:47:41,190 --> 00:47:47,630
+أحسب ايش اللي ممكن يفيّد عملية الوصول إلى الهدف
+
+561
+00:47:47,630 --> 00:47:51,670
+بس واضحة، هذه الفكرة، إن ايش يعني iterative deepening؟
+
+562
+00:47:51,670 --> 00:47:56,010
+يعني تعمق تدريجي، بس مش تعمق تدريجي بمعنى أنا بفحص
+
+563
+00:47:56,010 --> 00:47:58,630
+level هذا وبعدين بخش وبعدين بفحص اللي بعده وبعدين
+
+564
+00:47:58,630 --> 00:48:04,630
+بأخش لأ، برجع جوا، okay. برجع جوا، أبدأ من الـ
+
+565
+00:48:04,630 --> 00:48:09,950
+initial state في كل deepening stage أو deepening
+
+566
+00:48:09,950 --> 00:48:14,130
+phase. في عندي multiple iterations، صح ولا لأ؟
+
+567
+00:48:14,130 --> 00:48:18,790
+multiple iterations، يعني one iteration يعني كل
+
+568
+00:48:18,790 --> 00:48:24,490
+نقلة هي iteration. طيب الآن احنا المحاضرة الجاية إن
+
+569
+00:48:24,490 --> 00:48:28,210
+شاء الله بنمر على الكلام اللي هو عبارة عن ليش؟ الـ
+
+570
+00:48:28,210 --> 00:48:30,770
+Theoretical Analysis أو الـ Complexity Analysis
+
+571
+00:48:30,770 --> 00:48:38,190
+لأربع أو خمس strategies هذه، وهنطلع عليهم من ناحية
+
+572
+00:48:38,190 --> 00:48:40,930
+الـ Completeness، من ناحية الـ Optimality، ومن
+
+573
+00:48:40,930 --> 00:48:44,730
+ناحية طبعًا ليش الـ Complexity، Time، Space. أعطيكم
+
+574
+00:48:44,730 --> 00:48:45,830
+العافية. إذا في أي سؤال
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..099264d31810c39794ce4fe3b5927a6d12c3bdea
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LA7zp63KFRc_postprocess.srt
@@ -0,0 +1,2296 @@
+1
+00:00:20,720 --> 00:00:24,220
+طيب بسم الله الرحمن الرحيم المحاضرة هذه هي
+
+2
+00:00:24,220 --> 00:00:28,740
+المحاضرة الأولى ان شاء الله في المساق هذا طبعا
+
+3
+00:00:28,740 --> 00:00:32,360
+احنا كنا عملنا مقدم جاب الهكام تعريف بالمادة و
+
+4
+00:00:32,360 --> 00:00:35,820
+تعريف بال syllabus تبعها و المطبق و التطلبات الآن
+
+5
+00:00:35,820 --> 00:00:39,840
+احنا بنبدأ في topics تبع المساق و ال topic الأول
+
+6
+00:00:39,840 --> 00:00:44,820
+اللي عندنا اللي هو solving problems by searching
+
+7
+00:00:45,730 --> 00:00:51,150
+ذكرنا أيش دور ال search في الموضوع الذكاء
+
+8
+00:00:51,150 --> 00:00:54,930
+الاصطناعي وقلنا ان كتير من المسائل يمكن صياغتها
+
+9
+00:00:54,930 --> 00:01:01,190
+بحيث انه ينطرح او تنحصر كافة الاحتمالات او
+
+10
+00:01:01,190 --> 00:01:09,470
+الفرضيات الممكنة لتعامل مع المسألة و التدرج في هذه
+
+11
+00:01:09,470 --> 00:01:12,490
+الاحتمالات بحثا عن اللي هو ال solution
+
+12
+00:01:15,140 --> 00:01:19,620
+طلبنا مثال ولكن خلّينا نرجع إلى هذا المثال اللي هو
+
+13
+00:01:19,620 --> 00:01:24,980
+مثال لعبة ال 8 puzzle بتذكروها وكان في مثال آخر
+
+14
+00:01:24,980 --> 00:01:29,900
+لخريطة رومانية خلّينا نرجع عليهم بداية واحدة
+
+15
+00:01:29,900 --> 00:01:34,320
+للجامعة ال 8 puzzle زي ما بتذكروا أو زي ما الكل
+
+16
+00:01:34,320 --> 00:01:40,760
+بيعرف عادة انه يكون هنا وضع معين لل لعبة والقطع
+
+17
+00:01:40,760 --> 00:01:47,480
+مبرتب بترتيب عشوائيأحنا مطلوب بإننا أن نرتمها بهذا
+
+18
+00:01:47,480 --> 00:01:51,660
+الترتيب أو ممكن برضه كمان يكون بدل من أنه 1,2,3,4
+
+19
+00:01:51,660 --> 00:02:02,660
+,5,6 زي هيك ممكن يكون الترتيب المطلوب هو يعني
+
+20
+00:02:02,660 --> 00:02:07,920
+دائر ما يدور اللوحة المهم أن في عندنا initial
+
+21
+00:02:07,920 --> 00:02:12,100
+state أو start state وفي عندنا goal state أو final
+
+22
+00:02:12,100 --> 00:02:17,230
+stateاللعبة هذه لو أنا بدى ألعبها بألعبها عن طريق
+
+23
+00:02:17,230 --> 00:02:21,590
+أنه أنا بحرك القطع الصغيرة القطع المرقمة حركات إلى
+
+24
+00:02:21,590 --> 00:02:24,830
+أن أعمل الترتيب ال computer لو احنا بدنا الكلام
+
+25
+00:02:24,830 --> 00:02:28,090
+هنسوي computer system ال computer system برضه
+
+26
+00:02:28,090 --> 00:02:33,230
+هيعمل نفس الاشي بأنه يعمل سلسلة من الحركات تؤدي من
+
+27
+00:02:33,230 --> 00:02:37,990
+ال start state إلى ال goal state وهذه السلسلة من
+
+28
+00:02:37,990 --> 00:02:43,230
+الحركات هي أصلا عبارة عن مسار لو أنا جيتمن ال
+
+29
+00:02:43,230 --> 00:02:47,450
+start state أخدت ال start state ماديش أقسم
+
+30
+00:02:47,450 --> 00:02:50,830
+التفاصيل تبعها الآن بس مدي أعبر عن التشعب في
+
+31
+00:02:50,830 --> 00:02:55,270
+الاحتمالات على شكل tree هذه ال start state إيش
+
+32
+00:02:55,270 --> 00:03:00,310
+الاحتمالات اللي ممكن تنبثق منها يعني مثلا الآن
+
+33
+00:03:00,310 --> 00:03:04,130
+الستة ممكن تيجي مع هذا الطرق الخمسة ممكن اتنين
+
+34
+00:03:04,130 --> 00:03:07,850
+ممكن التلاتة ممكنة يعني أربع احتمالات بنعبر عنهم
+
+35
+00:03:07,850 --> 00:03:11,330
+ببساطة على أساس أنه مثلا الاحتمال الأولاني أن
+
+36
+00:03:11,330 --> 00:03:15,480
+الاتنين تنزل تحتالاتنين تنزل تحت الاحتمال التاني
+
+37
+00:03:15,480 --> 00:03:21,660
+ان الخمسة تروح يمين الاحتمال التالت اللي هو الست
+
+38
+00:03:21,660 --> 00:03:30,780
+تمشي شمال الاحتمال الأخير ان التلاتة تطلع لفوق كل
+
+39
+00:03:30,780 --> 00:03:35,780
+واحد من احتمالات هذه بينتج عنه احتمالات نسميها
+
+40
+00:03:35,780 --> 00:03:40,360
+actionsكل واحد من ال actions هذه بينتج عنه state
+
+41
+00:03:40,360 --> 00:03:44,620
+جديدة مظبوط ال state هنا لما احنا نحرك الاتنين
+
+42
+00:03:44,620 --> 00:03:49,380
+down يصير الفرار هنا مظبوط والاتنين تحت والباقي
+
+43
+00:03:49,380 --> 00:03:57,360
+كله زي ما هو ممكن
+
+44
+00:03:57,360 --> 00:04:01,200
+تتخيل انت باقي ال states التانية لل actions الأخرى
+
+45
+00:04:01,200 --> 00:04:04,520
+لأن كل واحدة من ال states هذه الأربعة برضه ممكن
+
+46
+00:04:04,520 --> 00:04:08,010
+تفرع منهامجموعة من احتمالات يعني مثلا هذا ال state
+
+47
+00:04:08,010 --> 00:04:11,190
+الان انا ايش الاحتمالات اللي ممكن تلبطك منها انه
+
+48
+00:04:11,190 --> 00:04:14,670
+الأربعة تتحرك شمال السبع تتحرك يمين الأثنين تتحرك
+
+49
+00:04:14,670 --> 00:04:19,090
+تاني لفوق زي ما كانت هذا بنحطه احنا كواحد من
+
+50
+00:04:19,090 --> 00:04:27,970
+الاحتمالات او ال actions لكن
+
+51
+00:04:27,970 --> 00:04:34,090
+ممكنبنعمل option في ال system انه نمنع انه ياخد
+
+52
+00:04:34,090 --> 00:04:38,610
+نفس ال action اللى رجعه على ال parent state هذا
+
+53
+00:04:38,610 --> 00:04:44,830
+الان هذا ال parent state تبعها ماشي ف .. و يتخيل
+
+54
+00:04:44,830 --> 00:04:47,610
+بابه نفس الاشي اللى نعمله و ال states اللى جايه
+
+55
+00:04:47,610 --> 00:04:49,790
+هنا و ال states اللى جايه هنا من هنا هذا الكلام
+
+56
+00:04:49,790 --> 00:04:53,830
+بيعطيني فضاء الاحتمالات اللى هو ال state space
+
+57
+00:04:53,830 --> 00:04:58,460
+state space تمام ال tree هذهيتعبر عن ال state
+
+58
+00:04:58,460 --> 00:05:02,340
+space لأن
+
+59
+00:05:02,340 --> 00:05:06,060
+ال state space هذا الكمبيوتر لو استطاع .. لو احنا
+
+60
+00:05:06,060 --> 00:05:11,500
+.. يعني استطعنا .. استطعنا نخل ال system يبني ال
+
+61
+00:05:11,500 --> 00:05:14,940
+state space هذا بعد هيكلام نخليه أيضا يعمل ايش؟
+
+62
+00:05:14,940 --> 00:05:20,620
+search يبحث في هذا ال state space بحتاج عن ايش؟ عن
+
+63
+00:05:20,620 --> 00:05:23,640
+ال goal state ال goal state هذه ممكن تبقى في
+
+64
+00:05:23,640 --> 00:05:27,150
+حالتنا في اللعبة هذه ممكن تبقى موجودةفي مكان واحد
+
+65
+00:05:27,150 --> 00:05:35,890
+او اكتر يعني ممكن يدخللها يلاقيها من خلال مسار هذا
+
+66
+00:05:35,890 --> 00:05:38,910
+او يلاقيها من خلال مسار اخر ليش؟ لان في اللعبة هذه
+
+67
+00:05:38,910 --> 00:05:46,070
+بالتحديد ممكن اكتر من سلسلة من الخطوات تأدي الى
+
+68
+00:05:46,070 --> 00:05:53,110
+ترتيب اللوحة تأدي الى ترتيب اللوحة بالشكل المطلوب
+
+69
+00:05:53,580 --> 00:05:59,420
+فأصبحت المسألة أن نحن نستطيع أن نحل مشكلة مثل هذه
+
+70
+00:05:59,420 --> 00:06:03,280
+المشكلة ال 8 puzzle التي تتطلب ذكاء بشري ممكن نجعل
+
+71
+00:06:03,280 --> 00:06:09,400
+ال system يحلها بذكاء إصطناعي من خلال أن ال system
+
+72
+00:06:09,400 --> 00:06:15,220
+يعمل formulation للمشكلة على شكل tree من الاشمن ال
+
+73
+00:06:15,220 --> 00:06:19,940
+states ال possible states و بعد كده يعمل بحث يعمل
+
+74
+00:06:19,940 --> 00:06:24,740
+search في هذه ال tree بحثا عن ال goal state و ال
+
+75
+00:06:24,740 --> 00:06:27,960
+solution ال solution اللي مطلوب هو عبارة عن ال
+
+76
+00:06:27,960 --> 00:06:34,100
+goal state و عن سلسلة الخطوات اللي قدت اليها بداية
+
+77
+00:06:34,100 --> 00:06:37,460
+من بداية
+
+78
+00:06:37,460 --> 00:06:41,260
+من ال initial state فهذه سلسلة الخطوات بتشكل
+
+79
+00:06:41,260 --> 00:06:46,210
+المصارع أو ال pathفال path تمام هو في حالته ال
+
+80
+00:06:46,210 --> 00:06:49,690
+solution لأن ال path يحمل في مضمونه ال start و ال
+
+81
+00:06:49,690 --> 00:06:53,790
+goal ماشي لأن في ممكن يكون في هذه أكتر من path
+
+82
+00:06:53,790 --> 00:07:00,570
+أكتر من path يؤدي من ال initial إلى ال goal فبنكون
+
+83
+00:07:00,570 --> 00:07:05,770
+معنيين بال shortest path وهذه قضية إضافية المهم في
+
+84
+00:07:05,770 --> 00:07:13,300
+الأول هي تطلع على آليات اللي ممكن احنا نصممهاأو
+
+85
+00:07:13,300 --> 00:07:21,400
+ندرسها لعملية البحث في حد ذاتها عملية ال
+
+86
+00:07:21,400 --> 00:07:25,900
+optimization اللي هو أنه يكون ال path أقصر ما يمكن
+
+87
+00:07:25,900 --> 00:07:32,920
+أو أقل تكلفة هذه نحكي عنها برضه كمان شوية الآن هذه
+
+88
+00:07:32,920 --> 00:07:41,240
+القليات البحث ممكن نصنفها إلى uninformed
+
+89
+00:07:43,270 --> 00:07:50,390
+و Informed نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+90
+00:07:50,390 --> 00:07:50,490
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+91
+00:07:50,490 --> 00:07:50,830
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+92
+00:07:50,830 --> 00:07:51,950
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+93
+00:07:51,950 --> 00:07:59,870
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+94
+00:07:59,870 --> 00:08:10,030
+نحن نحن نحن
+
+95
+00:08:10,030 --> 00:08:12,770
+نح
+
+96
+00:08:13,140 --> 00:08:16,960
+ففي الـ uninformed هنا uninformed ولاش و بدنا ما
+
+97
+00:08:16,960 --> 00:08:20,500
+نلخبطش ما بين uninformed هذي و ما بين uniform
+
+98
+00:08:20,500 --> 00:08:23,740
+دايما انا نفسي بتلخبط منه ماهيها، بتلخبط منه
+
+99
+00:08:23,740 --> 00:08:27,420
+ماهيها، تمام؟ هنا uninformed عشان انا حطيت ال dash
+
+100
+00:08:27,420 --> 00:08:33,840
+بمعنى غير يعني لا تنظر إلى معلومات إضافية
+
+101
+00:08:33,840 --> 00:08:38,890
+uninformedالـ Uninformed هي تستفيد من معلومات
+
+102
+00:08:38,890 --> 00:08:47,350
+إضافية لتحسن أدائها في عملية الـ Search الـ
+
+103
+00:08:47,350 --> 00:08:50,250
+Uninformed Strategies التي كتبتمها ياتوبينا في
+
+104
+00:08:50,250 --> 00:08:54,070
+منهم تنتين نعرفهم مسبقا
+
+105
+00:08:56,470 --> 00:09:01,250
+ال breadth first وال depth first صح ال breadth
+
+106
+00:09:01,250 --> 00:09:04,890
+first وال depth first هدولة غالبا ما بيمروا علينا
+
+107
+00:09:04,890 --> 00:09:08,270
+في مادة ال data structure او في مادة ال algorithms
+
+108
+00:09:08,270 --> 00:09:14,110
+ببساطة شديدة ال breadth first هذا بيذكر كيف آلية
+
+109
+00:09:14,110 --> 00:09:18,430
+البحث في هذا ال .. خلي بالك و احنا لما نقول الآن
+
+110
+00:09:18,430 --> 00:09:23,030
+strategy هدول ايش strategies صح strategy ندفن على
+
+111
+00:09:23,030 --> 00:09:29,320
+انهم search strategiesالان كلمة Strategy يُقصد
+
+112
+00:09:29,320 --> 00:09:34,260
+بيها ترتيب زيارة ال nodes هدولا متفقين على أنهم
+
+113
+00:09:34,260 --> 00:09:40,900
+nodes هم states و هم nodes بنذكر بالفرق بين ليش
+
+114
+00:09:40,900 --> 00:09:44,100
+أحيانا بيسميهم states و ليش أحيانا بيسميهم nodes
+
+115
+00:09:44,100 --> 00:09:48,040
+بنذكر .. بس الأن و احنا بنحكي عن ال tree بنسميهماش
+
+116
+00:09:48,040 --> 00:09:54,060
+nodes التنقل من ال node إلى اللي بعدها اللي بيحكم
+
+117
+00:09:54,060 --> 00:09:58,420
+انتقلمن ال parent إلى مين أو من ال node إلى مين
+
+118
+00:09:58,420 --> 00:10:01,740
+هذا هو المقصود بال strategy ففي ال bred first
+
+119
+00:10:01,740 --> 00:10:06,080
+strategy ال order بيكون من وين ل وين لو أنا واقف
+
+120
+00:10:06,080 --> 00:10:12,300
+على node و فحصتها و لاجئتي أن هي مش ال goal بروح
+
+121
+00:10:12,300 --> 00:10:17,280
+على مين على ال siblings تبعونها ماشي بنتخل ال
+
+122
+00:10:17,280 --> 00:10:21,840
+siblings حتى وإن كان إلها children بأجلهمو هذا هو
+
+123
+00:10:21,840 --> 00:10:25,740
+الفرق الأساسي بين ال breadth و ال depth مابين على
+
+124
+00:10:25,740 --> 00:10:30,520
+الصدر ال depth ايش بيسوي بيهضي أولوية لل children
+
+125
+00:10:30,520 --> 00:10:39,140
+على ال siblings صح وبالتالي ال breadth بيمسح بيعمل
+
+126
+00:10:39,140 --> 00:10:45,700
+scanning لل tree بالشكل هذا level by level مصبوط
+
+127
+00:10:45,700 --> 00:10:48,640
+level by level بيبدأ في ال initial state طبعا ال
+
+128
+00:10:48,640 --> 00:10:56,190
+initial stateنادر بتكون هي a goal صح فبينتقل منها
+
+129
+00:10:56,190 --> 00:11:00,970
+تلقائيا طبعا هو هيفحصها هل هي goal لأ مش goal تمام
+
+130
+00:11:00,970 --> 00:11:07,030
+بينتقل على طول على ال children تبعونها الانتقال
+
+131
+00:11:07,030 --> 00:11:11,050
+الى ال children طبعا بناء على مين او تحديد ال
+
+132
+00:11:11,050 --> 00:11:15,390
+children بناء على اي actions possible هنا في هذا
+
+133
+00:11:15,390 --> 00:11:19,090
+ال state كان ال actions اربع actions بينما هنا
+
+134
+00:11:19,090 --> 00:11:24,530
+كانت تلاتة بسعسب ال state بختلف ال actions اللي
+
+135
+00:11:24,530 --> 00:11:32,410
+مسموحة المهم انه بعد ما خلص من ال node هذه استكشف
+
+136
+00:11:32,410 --> 00:11:35,670
+انه لها اربعة children اللي انا بدي اخدهم بدي اخد
+
+137
+00:11:35,670 --> 00:11:40,550
+من الشمال الاولى هذه بعد هي كان بعد ما .. طبعا ما
+
+138
+00:11:40,550 --> 00:11:44,690
+ياخدها هيفحصها هيلاجيها مش goal فبدي انتقل الى
+
+139
+00:11:44,690 --> 00:11:50,570
+واحدة بعدها هينتقل الى هذه لانه breath firstطبعا
+
+140
+00:11:50,570 --> 00:11:55,270
+فهينتقل إلى هذا ثم إلى هذا ثم إلى هذا بعد ما يخلص
+
+141
+00:11:55,270 --> 00:11:59,590
+ال level كله بيبدأ في ال children تبع الأولى و
+
+142
+00:11:59,590 --> 00:12:03,190
+بياخدهم برضه كمان واحدة ورا التانية و ما يخلصوا و
+
+143
+00:12:03,190 --> 00:12:08,070
+بعد ما يخلصوا بتيجي لل children تبع واحد تاني طبعا
+
+144
+00:12:08,070 --> 00:12:10,850
+بعدين ال children تبع واحد تالتة إلى إلا إذا لجأ
+
+145
+00:12:10,850 --> 00:12:15,330
+ال goal موجودة هنا صح؟ okay الآن هذا الكلام احنا
+
+146
+00:12:15,330 --> 00:12:19,180
+بنعرفه مش جديد عليناو ال depth أيضا ده عارف انه مش
+
+147
+00:12:19,180 --> 00:12:22,560
+جديد علينا ال depth هيكون إيش أنه بعد ما ينتبل من
+
+148
+00:12:22,560 --> 00:12:26,700
+هنا إلى هنا مش هيشوف هذه إيه اللي بعد ما يخلص ال
+
+149
+00:12:26,700 --> 00:12:30,460
+children تبعهم فهينتقل على أول child إذا أول child
+
+150
+00:12:30,460 --> 00:12:33,420
+برضه إيه له كمان children مش هيشوف على أخته مش
+
+151
+00:12:33,420 --> 00:12:36,500
+هيشوف أخته هذا ال child إيه اللي برضه لما .. واضح
+
+152
+00:12:36,500 --> 00:12:40,300
+فعشان هي اسمها الغمق أولا depth first هذي ك
+
+153
+00:12:40,300 --> 00:12:48,960
+breadth الاتساع أو العرض أولا صح تمامالان قبل ما
+
+154
+00:12:48,960 --> 00:12:54,640
+ننتقل الى ال uniform cost و لا ال depth limited و
+
+155
+00:12:54,640 --> 00:12:57,020
+لا ال iterative deepening اللي هم ال other
+
+156
+00:12:57,020 --> 00:13:03,060
+strategies يعني واحد اتنين تلاتة اربعة كمسة
+
+157
+00:13:03,060 --> 00:13:07,120
+uninformed strategies خلينا نتفق على بعض المصطلحات
+
+158
+00:13:07,120 --> 00:13:11,080
+اللي هو موجودة عندنا هنا على ال slide استيسار فيها
+
+159
+00:13:12,180 --> 00:13:17,180
+ال nodes هذه هي states قدامي من طلع ال algorithms
+
+160
+00:13:17,180 --> 00:13:22,480
+الخورزميات بنوضح ايش يعني الفرق ما بين ال state و
+
+161
+00:13:22,480 --> 00:13:26,360
+ما بين ال node ال N خليني اعتبره نفس الشيء فال
+
+162
+00:13:26,360 --> 00:13:30,400
+node الواحدة هي ال state صح ال actions معروفين
+
+163
+00:13:30,400 --> 00:13:36,930
+صاروا واضحين اللي هو ايش يمكن عمله على ال stateوكل
+
+164
+00:13:36,930 --> 00:13:40,530
+واحد من هذه ال actions ايش بينتج عنه طبعا هينتج
+
+165
+00:13:40,530 --> 00:13:46,570
+عنه states جديدة for each single action هيطلع
+
+166
+00:13:46,570 --> 00:13:55,090
+single state ال goal test هو
+
+167
+00:13:55,090 --> 00:14:02,530
+عبارة عن اختبار بده يوقع على ال algorithm بتوقع
+
+168
+00:14:02,530 --> 00:14:09,070
+هذا الاختبار علىعلى أي واحد من ال states عشان بهدف
+
+169
+00:14:09,070 --> 00:14:14,010
+الفحص إذا كانت هي ال goal اللي احنا بنبحث عنه ولا
+
+170
+00:14:14,010 --> 00:14:18,770
+لا ماشي فال goal test هو عبارة عن اختبار بتوقعه ال
+
+171
+00:14:18,770 --> 00:14:22,610
+algorithm على ال state بهدف انه تعرف إذا كان هذه
+
+172
+00:14:22,610 --> 00:14:26,190
+ال goal .. هذه ال state هي goal و بتاعي خلاص
+
+173
+00:14:26,190 --> 00:14:29,790
+انتهينا لجنة البنية ولا لا ال path cost ماحكي
+
+174
+00:14:29,790 --> 00:14:33,900
+ناشطي path cost اللي هو التكلفة الإجماليةللمسار
+
+175
+00:14:33,900 --> 00:14:37,020
+الواصل ما بين ال initial و ال goal لما نلاقيه
+
+176
+00:14:37,020 --> 00:14:42,540
+مظبوط طبعا غالبا في لعبة زي هذه ال path cost هيكون
+
+177
+00:14:42,540 --> 00:14:48,320
+ايش مجرد عدد actions عدد ال actions او عدد القفزات
+
+178
+00:14:48,320 --> 00:14:53,440
+ال hops تمام او النجلات مظبوط او ال moves انما في
+
+179
+00:14:53,440 --> 00:14:58,080
+مسائل اخرى ممكن النقلة يعني مثلا زي المثال الاخر
+
+180
+00:14:58,080 --> 00:15:03,610
+تبع خريطة رمانيالانتقال من مدينة إلى المدن الأخرى
+
+181
+00:15:03,610 --> 00:15:10,450
+اللى ده كل مدينة الانتقال اللى تكلفة مختلفة هنا كل
+
+182
+00:15:10,450 --> 00:15:16,190
+ال actions له نفس ال cost صح بينما هناك ال action
+
+183
+00:15:16,190 --> 00:15:18,630
+لو أنا أخد action و روحت على هذه المدينة هتكون
+
+184
+00:15:18,630 --> 00:15:21,930
+التكلفة غير عن لو أنا أخد action و روحت على
+
+185
+00:15:21,930 --> 00:15:26,020
+المدينة الأخرىفهيصير ال total cost الإجمالية لو
+
+186
+00:15:26,020 --> 00:15:29,600
+أنا وصلت للمدينة اللي أنا بديها ال target city لو
+
+187
+00:15:29,600 --> 00:15:33,340
+وصلت لها من مصار و كان في هناك مصار آخر و مش
+
+188
+00:15:33,340 --> 00:15:38,080
+بضرورة يكون المصارين إيش متساويين في التكلفة صح
+
+189
+00:15:38,080 --> 00:15:41,880
+okay هذا مثل الأخر عن السريع بس نبص عليه اللي هو
+
+190
+00:15:41,880 --> 00:15:46,540
+أنه لو أنا فيه عندي robotic arm دراعوالمطلوب من
+
+191
+00:15:46,540 --> 00:15:51,400
+هذا الروبوت انه يرتب القطع من الكبير إلى الصغير
+
+192
+00:15:51,400 --> 00:15:56,980
+ففي هذه المسألة برضه كمان انا ممكن انظر اليها على
+
+193
+00:15:56,980 --> 00:16:02,840
+اساس state space search صح ولا لأ صح ولا لأ يعني
+
+194
+00:16:02,840 --> 00:16:06,240
+انا بيكون فيه عند القطع على الطاولة هذه ال initial
+
+195
+00:16:06,240 --> 00:16:10,640
+state لو هو عمل action ومسك قطعة ونجلها من مكان
+
+196
+00:16:10,640 --> 00:16:15,370
+لمكان صار في عنده state جديدةال action هو ان ياخد
+
+197
+00:16:15,370 --> 00:16:18,970
+قطعة و ينجلها اما بيحطها فوق قطعة اخرى او بيحطها
+
+198
+00:16:18,970 --> 00:16:25,910
+في مكان اخر على الطاولة فكل action بينتج عنه state
+
+199
+00:16:25,910 --> 00:16:30,510
+جديدة ال state المطلوبة ال goal state هتكون هي ال
+
+200
+00:16:30,510 --> 00:16:34,350
+state اللي بتكون القطع كلها جاعدة فوق بعض من
+
+201
+00:16:34,350 --> 00:16:40,820
+الصغير للكبيرفهو عند كل state بيبقى فيه عنده
+
+202
+00:16:40,820 --> 00:16:44,940
+multiple actions ممكن ياخدها انه يجيب الجطع هذه و
+
+203
+00:16:44,940 --> 00:16:48,440
+لا الجطع هذه ياخدها يحطها فوق هذه و لا يحطها فوق
+
+204
+00:16:48,440 --> 00:16:54,360
+هذه تمام ففي عنده ايش various actions ممكن يعملها
+
+205
+00:16:54,360 --> 00:17:01,040
+عند كل واحدة من ال states فهنا ال states بتكون
+
+206
+00:17:01,040 --> 00:17:05,480
+عبارة عن coordinates لكل الجطع كل جطعة و ايش
+
+207
+00:17:05,480 --> 00:17:10,760
+احداتها تبعها على الطاولةوالـ Action إنه إن يحرك
+
+208
+00:17:10,760 --> 00:17:15,740
+الـ Arm من مكان لمكان و ينقل فيه يشيطانو ال test
+
+209
+00:17:15,740 --> 00:17:22,440
+هو هل جمع القطع أو ركّب القطع في بعض ولا لأ و ال
+
+210
+00:17:22,440 --> 00:17:26,680
+path cost اللي هي الزمن مظبوط الزمن الإجمالي
+
+211
+00:17:26,680 --> 00:17:33,160
+للترتيب طبعا هنا المسألة هذه ممكن يكون يعمل ترتيب
+
+212
+00:17:33,160 --> 00:17:40,440
+القطع بطرق مختلفة وكل طريقة تكون التكلفة مختلفة عن
+
+213
+00:17:40,440 --> 00:17:42,620
+الطريقة الأخرى
+
+214
+00:17:44,200 --> 00:17:49,840
+أحنا الآن بنطلع على ال algorithm هذه اللي هي
+
+215
+00:17:49,840 --> 00:17:55,540
+general search algorithm بتغطي كل ال strategies
+
+216
+00:17:55,540 --> 00:17:59,780
+المختلفة طيب الآن احنا العملية ال search من
+
+217
+00:17:59,780 --> 00:18:04,680
+الطبيعي انها تكون loop مظبوط ل loop من action ل
+
+218
+00:18:04,680 --> 00:18:11,760
+action كل action بيعطي status جديدة فتخيل
+
+219
+00:18:11,760 --> 00:18:19,030
+انه الال states أو ال nodes اللي أمامه أثناء عملية
+
+220
+00:18:19,030 --> 00:18:25,470
+ال search هيكون بعض منها تم استكشافه استكشافه غير
+
+221
+00:18:25,470 --> 00:18:30,230
+عن فحصه و البعض منها لسه احنا مادراش عنها مثلا انا
+
+222
+00:18:30,230 --> 00:18:33,590
+لما ارجع واقف على ال initial state
+
+223
+00:18:36,600 --> 00:18:42,240
+اللي بيواضح عندي ان في four possible actions تمام
+
+224
+00:18:42,240 --> 00:18:48,500
+فبمجرد ان احنانعرف إن في كذا عدد معين من ال
+
+225
+00:18:48,500 --> 00:18:54,220
+actions وكل action إيش ال state اللي .. اللي بيدّي
+
+226
+00:18:54,220 --> 00:18:58,580
+إلها فخلاص هدول ال states برمجيا إحنا ممكن نخزنهم
+
+227
+00:18:58,580 --> 00:19:02,420
+في some data structure على أساس لما ييجي دورهم
+
+228
+00:19:02,420 --> 00:19:07,340
+للفحص نفحصهم فهدول هم اللي أقصد أنا بكلمة أنه تم
+
+229
+00:19:07,340 --> 00:19:11,720
+استكشافهم تم استكشافهم ربما أيضا كمان هذه لما
+
+230
+00:19:11,720 --> 00:19:15,150
+نولفنا عليها برضه تم استكشاف إن في إلهاكذا
+
+231
+00:19:15,150 --> 00:19:18,770
+possible action بيعطيني كذا possible state فهدول
+
+232
+00:19:18,770 --> 00:19:24,050
+أيضا ينضموا إلى مجموعة ال states اللي تم استكشافها
+
+233
+00:19:24,050 --> 00:19:31,490
+هذا الاستكشاف هو المقصود هنا بكلمة expansion فال
+
+234
+00:19:31,490 --> 00:19:36,390
+algorithm بصفة عامة بدها تعمل looping في كل دورة
+
+235
+00:19:36,390 --> 00:19:40,970
+من دورات في كل iteration بدها يشوف if there are no
+
+236
+00:19:40,970 --> 00:19:47,190
+candidates هذا ال terminationإذا لم يبقى كل ما تم
+
+237
+00:19:47,190 --> 00:19:50,870
+استكشافه تم فحصه لأنه لم يبقى شيء انتهينا من كل
+
+238
+00:19:50,870 --> 00:19:55,970
+اللي تريد يبقى خلاص هذا return return failure
+
+239
+00:19:55,970 --> 00:20:03,750
+لأننا لم نجده الآن إذا هذا الكلام مش صحيح يعني لسه
+
+240
+00:20:03,750 --> 00:20:08,350
+ضايل فيه فبنتقل هنا علشان إيشناخد واحدة من اللي
+
+241
+00:20:08,350 --> 00:20:12,050
+ضايلين و نبحث عنها choose a leaf node leaf node
+
+242
+00:20:12,050 --> 00:20:16,170
+هدولة كلهم اللي تم استكشافهم الآن في هذا اللحظة هم
+
+243
+00:20:16,170 --> 00:20:21,350
+leaves بالنسبة لل system مابنعرفش اشي وراهم فهم
+
+244
+00:20:21,350 --> 00:20:26,710
+بالنسبة له leaves leaves تمام choose هنا كلمة
+
+245
+00:20:26,710 --> 00:20:31,410
+choose هي اللي اشهر في مربط الفرص بالنسبة لل
+
+246
+00:20:31,410 --> 00:20:37,190
+strategies لأن ال choice بيتمد على ال strategyفي
+
+247
+00:20:37,190 --> 00:20:40,930
+ال breakfast بعمل choosing لمن؟ لل siblings بالدبف
+
+248
+00:20:40,930 --> 00:20:44,710
+بعمل لل children في غير هيكة حسب ايش ال strategy
+
+249
+00:20:44,710 --> 00:20:48,870
+كلمة الان بالنسبة لك ف choose a leaf node for a
+
+250
+00:20:48,870 --> 00:20:54,030
+strategy according to a strategy الان اذا هذا ال
+
+251
+00:20:54,030 --> 00:20:58,190
+node contains a goal هنا الان احنا بدنا نميز ما
+
+252
+00:20:58,190 --> 00:21:00,130
+بين ال node و ما بين ال state
+
+253
+00:21:03,500 --> 00:21:06,080
+الـ Node هي أبعاد Data Structure والـ Data
+
+254
+00:21:06,080 --> 00:21:10,080
+Structure هذه فيها عدة عناصر أو عدة Properties أو
+
+255
+00:21:10,080 --> 00:21:16,240
+عدة Data Items من ضمنها ال data تبع ال state من
+
+256
+00:21:16,240 --> 00:21:19,520
+ضمنها الوصف تبع ال state لكن أيضا في غير ال state
+
+257
+00:21:19,520 --> 00:21:23,160
+في عندك مثلا ال pointers تبعات من ال parents وفي
+
+258
+00:21:23,160 --> 00:21:26,400
+عندك ال evaluation تبعها
+
+259
+00:21:30,990 --> 00:21:34,870
+النود هي عبارة عن data structure تحتوي على عدة
+
+260
+00:21:34,870 --> 00:21:40,510
+مضامين أو عدة content data items من ضمن هذه وليس
+
+261
+00:21:40,510 --> 00:21:47,110
+كل شيء هو بيانات ال state إذا النود كنتز A goal
+
+262
+00:21:47,110 --> 00:21:52,050
+state لو جلك A فلماذا ما جلش ال Vاحنا بيجعلنا
+
+263
+00:21:52,050 --> 00:21:55,350
+واحدة goal ولا في كمان added goals في اللعبة
+
+264
+00:21:55,350 --> 00:21:59,710
+تبعتناها دي فش الا goal واحد بنحدده احنا من
+
+265
+00:21:59,710 --> 00:22:05,430
+البداية ان انا بدي ارتب اللوحة بهذا الترتيب المحدد
+
+266
+00:22:05,430 --> 00:22:09,530
+لكن اذا انا في اللعبة بدي اقبل انه يرتب هيك او
+
+267
+00:22:09,530 --> 00:22:13,230
+يرتب هيك يعني يفوز اللاعب اذا كان رتبها هيك او
+
+268
+00:22:13,230 --> 00:22:18,020
+رتبها هيك يبقى صار عندي two possible goalsو في بعض
+
+269
+00:22:18,020 --> 00:22:21,620
+المثالات الأخرى ممكن يبقى فيها اكتر من possible
+
+270
+00:22:21,620 --> 00:22:27,660
+goal اكتر من state تحقق الهدف اللي انا ببحث عنه ف
+
+271
+00:22:27,660 --> 00:22:33,580
+if the node contains a goal قد يكون هنا تخيل انت a
+
+272
+00:22:33,580 --> 00:22:37,520
+set of goals و قد يكون هنا ال set مافيش فيه الا
+
+273
+00:22:37,520 --> 00:22:43,140
+state واحدة او فيه multiple states فانا بفحص ال
+
+274
+00:22:43,140 --> 00:22:48,340
+node او ال state اللي أماميبشوف بقارنها هل متابقة
+
+275
+00:22:48,340 --> 00:22:53,040
+ل ال goal او اي واحد من ال goals اذا هم مش متعددين
+
+276
+00:22:53,040 --> 00:22:58,620
+multiple goals else اذا مش مالجدش ال goal تبعي
+
+277
+00:22:58,620 --> 00:23:03,280
+يبقى اش بده اعمل further expansion بدي المزيد من
+
+278
+00:23:03,280 --> 00:23:06,860
+التوسع بمعنى انه اشوف هذا ال node اللي انا فحصته
+
+279
+00:23:07,240 --> 00:23:11,900
+وطلعت مش goal هل بيتفرع منها possible states ولا
+
+280
+00:23:11,900 --> 00:23:15,500
+لأ هل ممكن في actions تطبق عليها وتعطيني states
+
+281
+00:23:15,500 --> 00:23:19,860
+اذا ك .. اذا صحيح بنعمل هذا الكلام و بنخزن ال
+
+282
+00:23:19,860 --> 00:23:27,460
+states دولة في nodes و بنحطهم في الاش في
+
+283
+00:23:27,460 --> 00:23:30,100
+ال data structure المعدة هذه ال data structure قد
+
+284
+00:23:30,100 --> 00:23:33,480
+تكون ال queue قد تكون stack قد تكون list
+
+285
+00:23:45,800 --> 00:23:50,720
+هذا المثال الآن التالي بيطبق المفاهيم هذه اللي دول
+
+286
+00:23:50,720 --> 00:23:54,280
+شفناها بس للأسف ال project مش واضح عشان فيه لون
+
+287
+00:23:54,280 --> 00:24:00,760
+أخضر و لون أسفر بس ماندي أرجعكوا على الخريطة اللي
+
+288
+00:24:00,760 --> 00:24:05,940
+هي خريطة رومانيا اللي موجودة كمثال في الكتاب بليست
+
+289
+00:24:05,940 --> 00:24:11,630
+من المجموعة من المدن و المدن هذهو نوصل البعض بخطوط
+
+290
+00:24:11,630 --> 00:24:17,070
+كل خط labelled بالرقم الرقم هذا هو عبارة عن
+
+291
+00:24:17,070 --> 00:24:21,110
+المسافة المسافة فانا لو بدى انا مقبل من هذه
+
+292
+00:24:21,110 --> 00:24:24,450
+المدينة اسمها Qarad و بدى اروح على هذه المدينة
+
+293
+00:24:24,450 --> 00:24:29,950
+اسمها Bucharest ففي عندى طبعا اش اكتر من اكتر من
+
+294
+00:24:29,950 --> 00:24:34,550
+مسار انا لو بدى كانسان بدى ادور على المسارات و
+
+295
+00:24:34,550 --> 00:24:40,520
+احسب المسارات عشان اشوف مين اكثر واحدشكله بيقول
+
+296
+00:24:40,520 --> 00:24:46,300
+انه اقصر واحد لان تلتاش نجلات بس ال course مش عدد
+
+297
+00:24:46,300 --> 00:24:50,600
+النجلات لازم احسب اجمالي ال course تبقى كل ال hubs
+
+298
+00:24:50,600 --> 00:24:55,740
+علشان اتأكد و بعدين اشوف التاني هاي واحد اخر صح؟
+
+299
+00:24:55,740 --> 00:25:02,100
+واحد تالت و رابع و في ايش كمان؟ في هنا برضه كمان
+
+300
+00:25:02,100 --> 00:25:07,820
+هاي واحد هيك و هاي واحد هيك و هاي واحد هيك صح؟ في
+
+301
+00:25:07,820 --> 00:25:09,060
+ال various
+
+302
+00:25:15,900 --> 00:25:20,080
+الان ال system لو بدى ياخد هذا المسألة هيتعامل
+
+303
+00:25:20,080 --> 00:25:27,450
+معاها برضه على اساس state spaceproblem ويعمل
+
+304
+00:25:27,450 --> 00:25:32,510
+search في هذا ال state space بحث عن المدينة بوخرست
+
+305
+00:25:32,510 --> 00:25:41,310
+ويحسب كل مسارقة المؤدية الى بوخرست ويطلع الأفضل
+
+306
+00:25:41,310 --> 00:25:46,990
+لأن لو بدأ نمشي bread first في عملية البحث هاي
+
+307
+00:25:46,990 --> 00:25:51,430
+قرات ايش اللي هي ال star state تبعتنا ايش ال
+
+308
+00:25:51,430 --> 00:25:54,130
+possible states انه ممكن ان تجه في هذا الاتجاه او
+
+309
+00:25:54,130 --> 00:25:58,380
+في هذاأو في هذه التجارة الأولانية يودّيني الى
+
+310
+00:25:58,380 --> 00:26:05,400
+تماسورة هيتم اختصارا الخيار التاني يودّيني الى
+
+311
+00:26:05,400 --> 00:26:10,320
+سيبيو هيتم اختصارا الخيار التالت يودّيني الى زرند
+
+312
+00:26:10,320 --> 00:26:15,780
+هيتم اختصارا كل واحدة منهم يعني لو انا روحت على
+
+313
+00:26:15,780 --> 00:26:21,080
+تماسورة في عندى خيار واحد فقط لكن لو روحت على
+
+314
+00:26:21,080 --> 00:26:26,200
+سيبيو سيبيو في عندها واحد اتنينتلات خيارات مظبوط
+
+315
+00:26:26,200 --> 00:26:32,700
+لو روحت على زرند في خيار واحد فقط صح الان نفس
+
+316
+00:26:32,700 --> 00:26:37,780
+القالية ان احنا ممكن نتدرج من السلسل في فضاء
+
+317
+00:26:37,780 --> 00:26:42,220
+الاحتمالات فيه كله و طبعا فلاجي بخرست في اكثر من
+
+318
+00:26:42,220 --> 00:26:47,540
+مكان صح اكثر من مكان وبالتالي في اكتر من مسار هذا
+
+319
+00:26:47,540 --> 00:26:53,320
+الكلام خليني انا بس اجف ملاحظة هيك على الجانبإذا
+
+320
+00:26:53,320 --> 00:27:02,280
+بتذكروا الفرق بين ال tree و ال graph اذا
+
+321
+00:27:02,280 --> 00:27:04,620
+بتذكروا هذا الكلام من ال data structure اذا حد
+
+322
+00:27:04,620 --> 00:27:09,080
+بيذكره الفرق بين ال tree و ال graph احنا حتى الآن
+
+323
+00:27:09,080 --> 00:27:15,580
+كل رسمنا trees لكن هذه الرسمة أقرب لل graph
+
+324
+00:27:19,570 --> 00:27:22,750
+حد عنده جواب تاني ال three زي ما يكون ال three
+
+325
+00:27:22,750 --> 00:27:29,590
+تمثيل ل graph في حالة خاصة
+
+326
+00:27:29,590 --> 00:27:33,230
+.. حالة خاصة؟ مين هو اللي حالة خاصة؟ ال three حالة
+
+327
+00:27:33,230 --> 00:27:36,710
+خاصة من مين؟ من ال graph كيف يعني؟ لأن ال graph ..
+
+328
+00:27:36,710 --> 00:27:41,050
+ال graph two way ممكن ال child يكون parent يعني
+
+329
+00:27:41,050 --> 00:27:44,670
+يكون في بين ال two way relation مع ال parent او
+
+330
+00:27:44,670 --> 00:27:47,740
+كذا parentيعني ممكن نفس ال child يكون له كذا
+
+331
+00:27:47,740 --> 00:27:49,860
+parent بس في ال tree لأ ال child يكون له parent
+
+332
+00:27:49,860 --> 00:27:53,980
+واحد جميل صحيح هذا الكلام بنقوله بالكلمة واحدة
+
+333
+00:27:53,980 --> 00:28:00,040
+بسيطة وهي انه في ال tree مافيش loops مافيش cycles
+
+334
+00:28:00,040 --> 00:28:05,600
+صحيح لأ يعني انا هنا اصلا ليش ساموها tree الأقصان
+
+335
+00:28:05,600 --> 00:28:09,460
+مابترجحش تشبك مع بعض تاني الأقصان بتتفرع و بتتفرع
+
+336
+00:28:09,460 --> 00:28:13,860
+مافي غصنين يضموا مع بعض او يتجابلوا مع بعض في إيش
+
+337
+00:28:13,860 --> 00:28:19,750
+في nodeوهذا لو تجابلوا مع بعض في node معناه ده
+
+338
+00:28:19,750 --> 00:28:26,010
+اكثر من ال cycle فهما في كلاهما عبارة عن مجموعة ال
+
+339
+00:28:26,010 --> 00:28:30,030
+graph و ال tree مجموعة من ال nodes مربوطين ب links
+
+340
+00:28:30,030 --> 00:28:37,550
+ب links مظبوط انما ليش ال tree ال child له parent
+
+341
+00:28:37,550 --> 00:28:44,010
+واحد فقط ال graph ممكن ال child هاي ال child يكون
+
+342
+00:28:44,010 --> 00:28:50,450
+له twoالـ two parents هدولة وجودهم أصلا فتح المجال
+
+343
+00:28:50,450 --> 00:28:56,030
+لو وجود إياش ال cycle فاحنا الآن ال search تبعنا
+
+344
+00:28:56,030 --> 00:29:02,970
+ممكن ال state space ممكن يبقى tree تفرعاته
+
+345
+00:29:02,970 --> 00:29:08,210
+مابتلتقيش أو يكون إياش graph تلتقى وفي الحالتين
+
+346
+00:29:08,210 --> 00:29:12,650
+أنا بتعامل معاه بكل ال strategies هذهشايف كيف يعني
+
+347
+00:29:12,650 --> 00:29:15,410
+انا لو انا الان هنا على ال siblings بدأ امشي depth
+
+348
+00:29:15,410 --> 00:29:18,910
+first بخش بشوف ايش ال children و هدى ايش اللى
+
+349
+00:29:18,910 --> 00:29:23,170
+هتفضع منها و اشوف هدى ال depth first لو بدأ اخش
+
+350
+00:29:23,170 --> 00:29:27,050
+breadth first بخش على هدى و باستكشف انهم فيا ال
+
+351
+00:29:27,050 --> 00:29:30,010
+children بس بروحش احصهم فالأول بروح على مين ال
+
+352
+00:29:30,010 --> 00:29:35,970
+siblings و بعد هيك بامشي على ال children تبعهم لل
+
+353
+00:29:35,970 --> 00:29:40,250
+siblings ثم ال children فبغض النظر عن اي tree ولا
+
+354
+00:29:40,250 --> 00:29:45,180
+graphال strategies
+
+355
+00:29:45,180 --> 00:29:52,620
+هذه ممكن تنطبق طيب خلّينا الأن نكمل في شغلة أخيرة
+
+356
+00:29:52,620 --> 00:30:01,480
+حسب الوقت اللي عندنا اللي هو أنه احنا بدنا بعض
+
+357
+00:30:01,480 --> 00:30:09,040
+المعيار اللي نميز على أساسها ما بين ال search
+
+358
+00:30:09,040 --> 00:30:10,000
+strategies
+
+359
+00:30:13,990 --> 00:30:22,830
+هذا slide يوضح الفرق بين مفهوم ال state ومفهوم ال
+
+360
+00:30:22,830 --> 00:30:27,650
+node هذا يمثل ال state فهي مش اكتر من ايش القطع
+
+361
+00:30:27,650 --> 00:30:33,810
+وكيف ترتيبها هذه المعلومات في جزء من ال data
+
+362
+00:30:33,810 --> 00:30:37,450
+structure اللي هي ال node ال data structure اللي
+
+363
+00:30:37,450 --> 00:30:42,050
+بتحتوي على ال level و ال depth و ال parent و أيش
+
+364
+00:30:42,050 --> 00:30:46,790
+possible actionsخزانين embedded بداخل نفس ال data
+
+365
+00:30:46,790 --> 00:30:51,670
+structure طيب
+
+366
+00:30:51,670 --> 00:30:54,990
+احنا المرحلة ال monster strategies اللي قلنا بدنا
+
+367
+00:30:54,990 --> 00:30:59,250
+نطلع الآن على بعض المعايير او ال measures اللي
+
+368
+00:30:59,250 --> 00:31:02,990
+بنقيم هذه ال strategies على اساسها فيه هنا
+
+369
+00:31:02,990 --> 00:31:05,890
+completeness و time complexity
+
+370
+00:31:11,660 --> 00:31:14,700
+هما بالأساس تلاتة ال completeness و ال optimality
+
+371
+00:31:14,700 --> 00:31:34,220
+و ال complexity بس ال complexity complexity
+
+372
+00:31:34,220 --> 00:31:36,940
+جمالها في منها ياشي
+
+373
+00:31:44,260 --> 00:31:50,640
+completeness واضح من التعريف هنا، إيش معناته؟ هل
+
+374
+00:31:50,640 --> 00:31:56,840
+كل مرة تجد حل .. يعني هل بتضمن .. هل بتضمن أن تجد
+
+375
+00:31:56,840 --> 00:32:01,560
+الحل إذا .. إذا كان الحل موجود، إذا كان ال tree
+
+376
+00:32:01,560 --> 00:32:06,390
+موجود في الحلهل تضمن انها تجده ولا ممكن ايش تتوه
+
+377
+00:32:06,390 --> 00:32:11,610
+عنه او get stuck في حاجة مثلا local minima قدام
+
+378
+00:32:11,610 --> 00:32:16,730
+بنوضح هذا الكلام بس في strategies ممكن في بحثها عن
+
+379
+00:32:16,730 --> 00:32:21,690
+ال goal تجه في عند نقطة وما تعرفش لا ترجع عشان
+
+380
+00:32:21,690 --> 00:32:25,310
+تكمل ولا تجده اذا هو قدامك
+
+381
+00:32:27,800 --> 00:32:32,680
+هذا المقصود بالcompleteness هل يجد دائمًا حلوة إذا
+
+382
+00:32:32,680 --> 00:32:41,020
+كان هناك حلوة؟ الoptimality هل الحلوة التي تجدها
+
+383
+00:32:41,020 --> 00:32:48,480
+تضمن أنه يكون الأفضل؟ وإلا ممكن تعطينا حلوة ويكون
+
+384
+00:32:48,480 --> 00:32:55,000
+في غيره موجود حل أفضل؟ فهذا معيار الحكم أو تقييم
+
+385
+00:32:55,000 --> 00:32:58,790
+أو evaluation لل strategyلأن ممكن نطلع على
+
+386
+00:32:58,790 --> 00:33:01,410
+التالتين اللي نعرفه من ال breadth first و ال depth
+
+387
+00:33:01,410 --> 00:33:04,810
+first كبثال ال time complexity و ال space
+
+388
+00:33:04,810 --> 00:33:07,870
+complexity واضحة ال time complexity اللي هي جداش
+
+389
+00:33:07,870 --> 00:33:15,030
+الزمن اللي بتستغرقه صح صح مش بالظبط جداش الزمن مش
+
+390
+00:33:15,030 --> 00:33:19,230
+هو هذا اللي نطلع عليه لأن هذا الزمن جداش باعتمد
+
+391
+00:33:19,230 --> 00:33:24,330
+على عدد ال nodes و كده بس نطلع على معدل التغير في
+
+392
+00:33:24,330 --> 00:33:28,730
+الزمنهو هذا اللي أهم عينة من جداش الزمن زى ما بقول
+
+393
+00:33:28,730 --> 00:33:35,190
+جداش الزمن بعتمد على بس بيعتمد بأى .. بأى تصارع هل
+
+394
+00:33:35,190 --> 00:33:42,090
+بيعتمد هيك كل ما زاد هذا واحد بزيد هذا واحد كل ما
+
+395
+00:33:42,090 --> 00:33:48,430
+زاد هذا واحد بزيد هذا اتنين هذا كله linear تمام؟
+
+396
+00:33:48,430 --> 00:33:52,890
+لكن ممكن يبدأ وهذا اشي ماشي كويس بس ممكن يبقى زى
+
+397
+00:33:52,890 --> 00:33:59,780
+هيكإن عند حد معين عند حد معين من الزيادة في عدد ال
+
+398
+00:33:59,780 --> 00:34:07,280
+notes بتلاقي الزمن بدأ يتسارع بشكل إيش فاحنا اللي
+
+399
+00:34:07,280 --> 00:34:10,740
+بهمنا في ال time complexity هو معدل التسارع في
+
+400
+00:34:10,740 --> 00:34:17,820
+الزمن مش ال هذا و كذلك حال معدل التزايد بالنسبة لل
+
+401
+00:34:17,820 --> 00:34:21,990
+space معدل التزايد في ال إيشفي حجم ال memory
+
+402
+00:34:21,990 --> 00:34:27,470
+المطلوب معدل التزايد هل بتزايد linear ولا بتزايد
+
+403
+00:34:27,470 --> 00:34:31,430
+some other function تكون مثلا exponential أو
+
+404
+00:34:31,430 --> 00:34:39,670
+logarithmic او square فإحنا ال linear هو ألطف معدل
+
+405
+00:34:39,670 --> 00:34:43,070
+تمام تقريبا
+
+406
+00:34:44,540 --> 00:34:46,880
+ماشي ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+407
+00:34:46,880 --> 00:34:47,760
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+408
+00:34:47,760 --> 00:34:48,200
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+409
+00:34:48,200 --> 00:34:48,400
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+410
+00:34:48,400 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+411
+00:34:48,440 --> 00:35:01,240
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ممكن نقي
+
+412
+00:35:12,460 --> 00:35:17,360
+و ال tree هذه او حتى ال graph يعني و بتتفرع تمام
+
+413
+00:35:17,360 --> 00:35:20,580
+طبعا ممكن بعض ال notes يتفرع يبقى فيه إلى زي ما
+
+414
+00:35:20,580 --> 00:35:24,000
+شوفنا تاوي two children بعضهم يلهم one single
+
+415
+00:35:24,000 --> 00:35:27,440
+children بعض تلاتة بعض ممكن يبقى اربعة ممكن اكتر
+
+416
+00:35:27,440 --> 00:35:35,360
+فاحنا لو جينا حسبنا اه جينا عملنا جربت لك كافة ال
+
+417
+00:35:35,360 --> 00:35:40,230
+notes هي واحد هي اتنين هي تلت هي اربع هي خمسةواحد
+
+418
+00:35:40,230 --> 00:35:45,350
+اتنين تلاتة اربعة خمسة وكل واحدة عملنا عملية جرد
+
+419
+00:35:45,350 --> 00:35:50,530
+عملية احصائية جداش فيه الها children number او
+
+420
+00:35:50,530 --> 00:35:54,910
+children هذا اله جداش اربعة لان هو الأولى هنا
+
+421
+00:35:54,910 --> 00:36:00,970
+اتنين اله خليني اقول تلاتة و تلاتة الها اربعة و
+
+422
+00:36:00,970 --> 00:36:05,910
+اربعة اله child واحد و اتنين خمسة خمسة الها two
+
+423
+00:36:05,910 --> 00:36:10,700
+childrenفجمعنا هذا الكلام كله كم طلعت؟ اربعة عشر
+
+424
+00:36:10,700 --> 00:36:14,540
+على خمسة اربعة عشر وعددهم هذوله عددهم مش .. هذا مش
+
+425
+00:36:14,540 --> 00:36:18,780
+مجميع هذي هذا ترقيم اربعة عشر على خمسة عدد ال
+
+426
+00:36:18,780 --> 00:36:22,680
+children على عدد الأباء بتطلحه ال branching factor
+
+427
+00:36:22,680 --> 00:36:29,420
+يعني متوسط التفرق متوسط ال branching هذا ذو دلالة
+
+428
+00:36:29,420 --> 00:36:34,560
+بيعطيني دلالة على كيف ال tree بتكبر تتوسع اذا صغير
+
+429
+00:36:34,560 --> 00:36:39,960
+مابجهاشtemplate tree نحيفة صح إذا كبير تبلتري
+
+430
+00:36:39,960 --> 00:36:43,160
+بتتفرع
+
+431
+00:36:43,160 --> 00:36:49,460
+بشكل بتسعة كبيرة ال depth of هنا ال maximum depth
+
+432
+00:36:49,460 --> 00:36:56,500
+of the space جداش ممكن يمد معايا أنا انتجلت للأوصل
+
+433
+00:36:56,500 --> 00:37:00,730
+التالت التالت حتجعلهالأولى قررنا منه التالت اللى
+
+434
+00:37:00,730 --> 00:37:04,830
+هو كدهش ال maximum depth فى بعض ال search spaces
+
+435
+00:37:04,830 --> 00:37:10,170
+مالهاش maximum infinite depth ممكن يمدى لما لانها
+
+436
+00:37:10,170 --> 00:37:15,190
+و هذا سائق جدا طبعا بس بعض ال problems بعض المسائل
+
+437
+00:37:15,190 --> 00:37:22,590
+ممكن نقدر ال maximum depth تبعها لحد معين okay هذا
+
+438
+00:37:22,590 --> 00:37:28,430
+ال maximum غير عن الاشالـ least cost solution الـ
+
+439
+00:37:28,430 --> 00:37:32,610
+depth تبعه احنا ممكن برضه نكون هناك قدر من التقدير
+
+440
+00:37:32,610 --> 00:37:36,510
+لوين ال solution ممكن يكون واقع على الأربع levels
+
+441
+00:37:36,510 --> 00:37:41,630
+الأولى جوال عند مثلا العشر levels العشرين level
+
+442
+00:37:41,630 --> 00:37:46,190
+بال average يعني طبعا هذا التقدير على حسب المسألة
+
+443
+00:37:46,190 --> 00:37:50,730
+وعلى حسب تجارب سابقة يعني تمام فبنان على ال
+
+444
+00:37:50,730 --> 00:37:54,390
+pricing factor وبنان على ال M اللي هي maximum
+
+445
+00:37:54,390 --> 00:37:59,590
+depthوبنانا على ال D التي هي depth of الاياش least
+
+446
+00:37:59,590 --> 00:38:02,850
+cost solution ممكن احنا نكون هي نتصور ال
+
+447
+00:38:02,850 --> 00:38:07,230
+complexity نقدر نحسبها و نقدر ال complexity سواء
+
+448
+00:38:07,230 --> 00:38:12,410
+ال time complexity او ال space complexity تبع ال
+
+449
+00:38:12,410 --> 00:38:17,870
+strategy طيب الآن احنا معانا بس حوال خمس دقايقب ..
+
+450
+00:38:17,870 --> 00:38:23,130
+بدنا نتعرف فيهم على ليش بعض الاستراتيجيات الأخرى
+
+451
+00:38:23,130 --> 00:38:27,830
+جد ما نقدر احنا طبعا اللي انا صارنا بنعرف ليش او
+
+452
+00:38:27,830 --> 00:38:32,250
+already بنعرف ال dead first و ال dead first okay
+
+453
+00:38:32,250 --> 00:38:37,970
+بدنا ناخد فكرة عن ايش و هم هدولة و بعدك في
+
+454
+00:38:37,970 --> 00:38:42,390
+المحاضرة الجاية ان شاء الله نبدأ ندرس .. ناخد
+
+455
+00:38:42,390 --> 00:38:47,090
+هدولة و نحللهم نعمل analysisالهم من ناحية ليش ال
+
+456
+00:38:47,090 --> 00:38:50,250
+complexity و ال completeness و ال optimality يعني
+
+457
+00:38:50,250 --> 00:38:53,770
+اننا نجف على ال breadth first و نشوف من خلال قليلة
+
+458
+00:38:53,770 --> 00:38:57,410
+عملها ان نسأل سؤال هل هي optimal هل هي complete
+
+459
+00:38:57,410 --> 00:39:01,870
+ايش ال complexity تبعها معدل اتزايد كيف الحال كل
+
+460
+00:39:01,870 --> 00:39:06,670
+شكله بس في الأول اتقرف على شو يعني uniform cost و
+
+461
+00:39:06,670 --> 00:39:10,250
+شو يعني depth limited و شو يعني iterative
+
+462
+00:39:10,250 --> 00:39:10,850
+deepening
+
+463
+00:39:16,190 --> 00:39:19,610
+نبدأ بالـ Uniform Cost في الـ Uniform Cost انا لو
+
+464
+00:39:19,610 --> 00:39:26,350
+عندى ال tree بتتشعد زى ال tree تبقى تلخريطة
+
+465
+00:39:26,350 --> 00:39:35,670
+رومانيا وفي عندى كل node التكلفة
+
+466
+00:39:35,670 --> 00:39:43,350
+تبعتها معروفة تكلفة الانتقال منكل link تكلفة
+
+467
+00:39:43,350 --> 00:39:45,730
+الموضوع تكلفة الانتقال من ال node إلى ال node
+
+468
+00:39:45,730 --> 00:39:52,610
+الأخرى فأنا في ال uniform cost باجي الانتقال بجه
+
+469
+00:39:52,610 --> 00:39:58,590
+محكوم على أساس ال cost يعني كيف؟ يعني أنا الأن هنا
+
+470
+00:39:58,590 --> 00:40:01,950
+أنا
+
+471
+00:40:01,950 --> 00:40:05,130
+الأن في .. أنا كنت هنا و خلصت منها و ما هياش ال
+
+472
+00:40:05,130 --> 00:40:11,640
+goal و صار في عندي تلاتة children okayفحصت هذه ال
+
+473
+00:40:11,640 --> 00:40:20,360
+cost هذي x و هذي y و هذي z ايش هو x y z دول ال
+
+474
+00:40:20,360 --> 00:40:25,880
+cost بختار ال cost اللي اجري اولا الان بعدين جيت
+
+475
+00:40:25,880 --> 00:40:31,180
+هنا و راجيت ان هذه ال children تلاتة تمام انا هنا
+
+476
+00:40:31,180 --> 00:40:35,090
+خلصت منها ال linkقفز هذه خلصت منها الان هل أقفز
+
+477
+00:40:35,090 --> 00:40:39,530
+هنا و لا هنا و هذه خلصت منها هل أقفز بعد هذه إلى
+
+478
+00:40:39,530 --> 00:40:42,970
+هذه و لا هذه و لا هذه و لا هذه و لا ارجع على واحدة
+
+479
+00:40:42,970 --> 00:40:47,390
+من ال siblings محكم برضه بال إيش بال cost ال total
+
+480
+00:40:47,390 --> 00:40:52,770
+cost هنا ماشي فانا بمشي على اللي بيحكمني او بيحكم
+
+481
+00:40:52,770 --> 00:40:59,570
+ال strategy هذه اللي هو ال least cost okay سمان بس
+
+482
+00:40:59,570 --> 00:41:08,330
+شويةExpand ال least cost هدفه Uniform Uniform cost
+
+483
+00:41:08,330 --> 00:41:12,430
+search Expand ال least cost Unexpanded note النوت
+
+484
+00:41:12,430 --> 00:41:20,410
+اللي لسه ما فحصناهاش بنقيمهم على أساس إيش ال cost
+
+485
+00:41:20,410 --> 00:41:24,470
+ال total إليها من ال start إليها و بنبدأ في الأقل
+
+486
+00:41:24,470 --> 00:41:29,390
+cost أولا أساسي عليك كده بتحكي .. بتشوف الأقل cost
+
+487
+00:41:29,390 --> 00:41:34,630
+دايما أقل costممكن انا موصلش لهدف غير لل goal set
+
+488
+00:41:34,630 --> 00:41:40,570
+غير على اخر احتمالية جيد جدا وهذا برضه ورد في ال
+
+489
+00:41:40,570 --> 00:41:44,570
+depth وورد في ال .. يعني مثلا انا في ال depth تعرف
+
+490
+00:41:44,570 --> 00:41:48,790
+هاي tree عندي ممكن ال goal يوجهه هنا في ال level
+
+491
+00:41:48,790 --> 00:41:54,630
+التاني او التالت صح؟ بس لان انا ماشي ال depth هشوف
+
+492
+00:41:54,630 --> 00:42:01,090
+همر على كل العالم هذه الى ان بعدين اشوف هذا صح؟
+
+493
+00:42:01,560 --> 00:42:10,160
+فهذا القضية يعني واردة و اللى بده يطبق ال strategy
+
+494
+00:42:10,160 --> 00:42:16,220
+هدى بده بناء على معرفته بالمسألة و معرفته بغالبا
+
+495
+00:42:16,220 --> 00:42:21,140
+وين بيكون ال goal منحاز إلى أي جانب إلى أي level
+
+496
+00:42:21,140 --> 00:42:26,920
+على هذا الأساس بيقرر استخدم هذه ال strategy او هذه
+
+497
+00:42:27,310 --> 00:42:30,010
+يعني إذا احنا بنعرف إن ال goal إذا بتبقى دايما
+
+498
+00:42:30,010 --> 00:42:35,610
+غلطة تحت يبقى الأنسب أمشي depth first مش breadth
+
+499
+00:42:35,610 --> 00:42:40,470
+first إذا أنا بعرف إن ال goal ماببعدش كتير مسافة
+
+500
+00:42:40,470 --> 00:42:43,970
+في هذه التجارة و لا في هذه عن ال initial ممكن
+
+501
+00:42:43,970 --> 00:42:48,990
+أستخدم ال mean ال uniform cost بيوصللي أنا لو جاش
+
+502
+00:42:48,990 --> 00:42:52,730
+عارف هو هنا ولا هنا ولا هنا بس كإني يعني متخيل إنه
+
+503
+00:42:52,730 --> 00:42:59,410
+منطقة بضار هيكفبس أخدم ال depth first ال list كوصة
+
+504
+00:42:59,410 --> 00:43:03,550
+و ال uniform واضح بس خلينا في الأول نتأكد ان احنا
+
+505
+00:43:03,550 --> 00:43:08,510
+فهمنا ايش استراتيجية هذه استراتيجية هذه بتعطي لكل
+
+506
+00:43:08,510 --> 00:43:14,430
+note سجل معاها رقم الرقم هذا هو جداش بعضها عن ال
+
+507
+00:43:14,430 --> 00:43:22,410
+initial جداش بعضها الإجماليبال cost مش بالقفزات مش
+
+508
+00:43:22,410 --> 00:43:28,630
+بعدد ال links بال cost صح وبالتالي بتاخد على ايش
+
+509
+00:43:28,630 --> 00:43:34,190
+على اساس بتاخد الأقل اولا خلصنا من هذه ال uniform
+
+510
+00:43:34,190 --> 00:43:38,410
+ال depth limited depth limited حالة خاصة من ال
+
+511
+00:43:38,410 --> 00:43:41,870
+depth first ال depth limited انه انا بدأ مش ال
+
+512
+00:43:41,870 --> 00:43:47,390
+depth first بس انا بدي احكم ال algorithm انها
+
+513
+00:43:47,390 --> 00:43:55,800
+ماتنزلش عنكذا n number of levels اه يعني مثلا انا
+
+514
+00:43:55,800 --> 00:43:59,420
+كنت هنا و راجيت ان ليها children و خشيت على ال
+
+515
+00:43:59,420 --> 00:44:00,860
+children و ثم على ال children و ثم على ال children
+
+516
+00:44:00,860 --> 00:44:06,840
+مابضالنيش كاشف ل .. لما لنهاية لأ لعند عدد n مثلا
+
+517
+00:44:06,840 --> 00:44:12,120
+سوى ستة و لا خمسة من ال levels اوجف ال depth و
+
+518
+00:44:12,120 --> 00:44:18,430
+ابدأ ارتد ارتد يعني بدل ما اتعمق في ال childrenأجي
+
+519
+00:44:18,430 --> 00:44:22,450
+أبدأ أشوف ال siblings، مظبوط؟ يعني هاد الآن أنا
+
+520
+00:44:22,450 --> 00:44:27,090
+ماجي فينا هو إذا جيتي لها child، بشوفه، بس إذا
+
+521
+00:44:27,090 --> 00:44:31,070
+هادي لها child، بدورش عليه، لإن خلاص، هاد حدودي،
+
+522
+00:44:31,070 --> 00:44:35,690
+ببتد، بشوف ال siblings ده و هنا خلاصت، برجي بشوف،
+
+523
+00:44:35,690 --> 00:44:40,370
+فأنا فيه عندي إيش؟ limit لل depth، limit لل depth
+
+524
+00:44:40,370 --> 00:44:45,620
+عشان كده إيش السماء؟ depth limiteddepth limited
+
+525
+00:44:45,620 --> 00:44:50,020
+search هي depth fast ولكن عند limit معين طب انا لو
+
+526
+00:44:50,020 --> 00:44:53,980
+خلصت كل اللي اخدت بس ماوصلت عشان ال goal اه وجدتها
+
+527
+00:44:53,980 --> 00:44:58,360
+انزلت على ال limit وجدتها يا اما انا بكون حاطط
+
+528
+00:44:58,360 --> 00:45:02,280
+لنفسي termination condition انه انا ماعندي قدرة ال
+
+529
+00:45:02,280 --> 00:45:06,640
+system ماعنده time ولا space انه يتعمق وبالتالي
+
+530
+00:45:06,640 --> 00:45:11,560
+بيقل ان انا فشل بغض نظر ال goal موجود ولا لأبس فشل
+
+531
+00:45:11,560 --> 00:45:15,980
+لأنه انت حكمته ب time و space فبدأنا على ال time و
+
+532
+00:45:15,980 --> 00:45:19,100
+space اللي انت مقاطعينه ليه هو مالجهش طبعا يا اما
+
+533
+00:45:19,100 --> 00:45:23,400
+بتقوله اشتغل iterative deepening ايش ال iterative
+
+534
+00:45:23,400 --> 00:45:30,520
+deepening اللي هي انه ابدا انت في ال phase
+
+535
+00:45:30,520 --> 00:45:35,740
+الأولاني امشي depressed
+
+536
+00:45:37,450 --> 00:45:41,890
+بس لغاية تلاقيش ال level الأول مالجتش ال goal عيد
+
+537
+00:45:41,890 --> 00:45:47,810
+الكرة من جديد و ال limit تبعك اتنين هنا ال limit
+
+538
+00:45:47,810 --> 00:45:51,670
+تبعهم one مالجتش
+
+539
+00:45:51,670 --> 00:45:55,390
+ال goal عيد الكرة من جديد و ال limit تبعك اتنين
+
+540
+00:45:55,390 --> 00:46:00,350
+مالجتش ال goal عيد الكرة من جديد و ال limit تبعك
+
+541
+00:46:00,350 --> 00:46:05,600
+اتنين يعني مش ال depthبيبدأ يشوف ال siblings بيغطي
+
+542
+00:46:05,600 --> 00:46:09,700
+كل ال tree هذه مالجاش ال goal بيبدأ من جديد بيشوف
+
+543
+00:46:09,700 --> 00:46:16,380
+ليش العين تلاتة هذا اسمه iterative deepening يعني
+
+544
+00:46:16,380 --> 00:46:22,140
+التعمق deepening deepening يعني انا بتعمل
+
+545
+00:46:22,140 --> 00:46:29,280
+iteratively يعني بتدرج واضح؟ هعطيكوا رسمه بس بتوضح
+
+546
+00:46:29,280 --> 00:46:33,860
+الفكرة السريعو المحاضرة الجاية بنرجع بنشوف التحليل
+
+547
+00:46:33,860 --> 00:46:37,960
+اللي هو ال complexity تبعهم هذا ال depth limited و
+
+548
+00:46:37,960 --> 00:46:41,620
+ال iterative deepening طلع حياته ال limit هنا one
+
+549
+00:46:41,620 --> 00:46:48,920
+فأجى خش و أغطى مالجاش ال goal في ال iteration
+
+550
+00:46:48,920 --> 00:46:54,100
+التانية ال depth تبع اتنين فراح بدأ من هنا ومشي
+
+551
+00:46:54,100 --> 00:46:58,740
+depth first صح؟
+
+552
+00:47:02,700 --> 00:47:08,040
+مالجهش ال limit تبعه اتنين يعني عشان من هنا وشاف
+
+553
+00:47:08,040 --> 00:47:12,040
+هذا لجه مش goal شاف ال child تبعه بس ايش بتعمق مش
+
+554
+00:47:12,040 --> 00:47:15,160
+هتعمق بعد هيك بعد ال child ده مش هتعمق اكتر لأن ال
+
+555
+00:47:15,160 --> 00:47:19,000
+limit تبعه خلاص وصل ال limit تبعه مظبوط بيرجع
+
+556
+00:47:19,000 --> 00:47:24,020
+بيرجع في ال iteration اللي بعدها بزيد ال limit الى
+
+557
+00:47:24,020 --> 00:47:29,500
+ايش الى تلاتة طبعا التدرج في ال deepening مش
+
+558
+00:47:29,500 --> 00:47:34,590
+بضرورة يكونواحد اتنين تلاتة يعني واحد limit واحد
+
+559
+00:47:34,590 --> 00:47:41,190
+level كل مرة ممكن يعملها واحد اتنين اربعة تمانية
+
+560
+00:47:41,190 --> 00:47:47,630
+احسب ايش اللي ممكن ي feed عملية الوصول الى الهدف
+
+561
+00:47:47,630 --> 00:47:51,670
+بس واضحة ده الفكرة ان ايش يعني iterative deepening
+
+562
+00:47:51,670 --> 00:47:56,010
+يعني تعمق تدريجي بس مش تعمق تدريجي بمعنى انا بفحص
+
+563
+00:47:56,010 --> 00:47:58,630
+level هذا و بعدين بخش و بعدين بفحص اللي بعده و
+
+564
+00:47:58,630 --> 00:48:04,630
+بعدين بخش لا برجع جواOkay برجع لجوة أبدأ من ال
+
+565
+00:48:04,630 --> 00:48:09,950
+initial state في كل deepening stage أو deepening
+
+566
+00:48:09,950 --> 00:48:14,130
+phase في عندي multiple iterations صح ولا لأ
+
+567
+00:48:14,130 --> 00:48:18,790
+multiple iterations يعني one iteration يعني كل
+
+568
+00:48:18,790 --> 00:48:24,490
+نقلة هي iteration طيب الآن احنا المحاضرة الجاي ان
+
+569
+00:48:24,490 --> 00:48:28,210
+شاء الله بنمر على الكلام اللي هو عبارة عن ليش؟الـ
+
+570
+00:48:28,210 --> 00:48:30,770
+Theoretical Analysis أو الـ Complexity Analysis
+
+571
+00:48:30,770 --> 00:48:38,190
+لأربع أو خمس Strategies هذه و هنطلع عليهم من ناحية
+
+572
+00:48:38,190 --> 00:48:40,930
+الـ Completeness، من ناحية الـ Optimality و من
+
+573
+00:48:40,930 --> 00:48:44,730
+ناحية طبعا ليش ال Complexity Timespace أعطيكم
+
+574
+00:48:44,730 --> 00:48:45,830
+العافية إذا في أي سؤال
+
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@@ -0,0 +1,2328 @@
+1
+00:00:20,720 --> 00:00:24,220
+طيب بسم الله الرحمن الرحيم المحاضرة هذه هي
+
+2
+00:00:24,220 --> 00:00:28,740
+المحاضرة الأولى ان شاء الله في المساق هذا طبعا
+
+3
+00:00:28,740 --> 00:00:32,360
+احنا كنا عملنا مقدم جاب الهكام تعريف بالمادة و
+
+4
+00:00:32,360 --> 00:00:35,820
+تعريف بال syllabus تبعها و المطبق و التطلبات الآن
+
+5
+00:00:35,820 --> 00:00:39,840
+احنا بنبدأ في topics تبع المساق و ال topic الأول
+
+6
+00:00:39,840 --> 00:00:44,820
+اللي عندنا اللي هو solving problems by searching
+
+7
+00:00:45,730 --> 00:00:51,150
+ذكرنا أيش دور ال search في الموضوع الذكاء
+
+8
+00:00:51,150 --> 00:00:54,930
+الاصطناعي وقلنا ان كتير من المسائل يمكن صياغتها
+
+9
+00:00:54,930 --> 00:01:01,190
+بحيث انه ينطرح او تنحصر كافة الاحتمالات او
+
+10
+00:01:01,190 --> 00:01:09,470
+الفرضيات الممكنة لتعامل مع المسألة و التدرج في هذه
+
+11
+00:01:09,470 --> 00:01:12,490
+الاحتمالات بحثا عن اللي هو ال solution
+
+12
+00:01:15,140 --> 00:01:19,620
+طلبنا مثال ولكن خلّينا نرجع إلى هذا المثال اللي هو
+
+13
+00:01:19,620 --> 00:01:24,980
+مثال لعبة ال 8 puzzle بتذكروها وكان في مثال آخر
+
+14
+00:01:24,980 --> 00:01:29,900
+لخريطة رومانية خلّينا نرجع عليهم بداية واحدة
+
+15
+00:01:29,900 --> 00:01:34,320
+للجامعة ال 8 puzzle زي ما بتذكروا أو زي ما الكل
+
+16
+00:01:34,320 --> 00:01:40,760
+بيعرف عادة انه يكون هنا وضع معين لل لعبة والقطع
+
+17
+00:01:40,760 --> 00:01:47,480
+مبرتب بترتيب عشوائيأحنا مطلوب بإننا أن نرتمها بهذا
+
+18
+00:01:47,480 --> 00:01:51,660
+الترتيب أو ممكن برضه كمان يكون بدل من أنه 1,2,3,4
+
+19
+00:01:51,660 --> 00:02:02,660
+,5,6 زي هيك ممكن يكون الترتيب المطلوب هو يعني
+
+20
+00:02:02,660 --> 00:02:07,920
+دائر ما يدور اللوحة المهم أن في عندنا initial
+
+21
+00:02:07,920 --> 00:02:12,100
+state أو start state وفي عندنا goal state أو final
+
+22
+00:02:12,100 --> 00:02:17,230
+stateاللعبة هذه لو أنا بدى ألعبها بألعبها عن طريق
+
+23
+00:02:17,230 --> 00:02:21,590
+أنه أنا بحرك القطع الصغيرة القطع المرقمة حركات إلى
+
+24
+00:02:21,590 --> 00:02:24,830
+أن أعمل الترتيب ال computer لو احنا بدنا الكلام
+
+25
+00:02:24,830 --> 00:02:28,090
+هنسوي computer system ال computer system برضه
+
+26
+00:02:28,090 --> 00:02:33,230
+هيعمل نفس الاشي بأنه يعمل سلسلة من الحركات تؤدي من
+
+27
+00:02:33,230 --> 00:02:37,990
+ال start state إلى ال goal state وهذه السلسلة من
+
+28
+00:02:37,990 --> 00:02:43,230
+الحركات هي أصلا عبارة عن مسار لو أنا جيتمن ال
+
+29
+00:02:43,230 --> 00:02:47,450
+start state أخدت ال start state ماديش أقسم
+
+30
+00:02:47,450 --> 00:02:50,830
+التفاصيل تبعها الآن بس مدي أعبر عن التشعب في
+
+31
+00:02:50,830 --> 00:02:55,270
+الاحتمالات على شكل tree هذه ال start state إيش
+
+32
+00:02:55,270 --> 00:03:00,310
+الاحتمالات اللي ممكن تنبثق منها يعني مثلا الآن
+
+33
+00:03:00,310 --> 00:03:04,130
+الستة ممكن تيجي مع هذا الطرق الخمسة ممكن اتنين
+
+34
+00:03:04,130 --> 00:03:07,850
+ممكن التلاتة ممكنة يعني أربع احتمالات بنعبر عنهم
+
+35
+00:03:07,850 --> 00:03:11,330
+ببساطة على أساس أنه مثلا الاحتمال الأولاني أن
+
+36
+00:03:11,330 --> 00:03:15,480
+الاتنين تنزل تحتالاتنين تنزل تحت الاحتمال التاني
+
+37
+00:03:15,480 --> 00:03:21,660
+ان الخمسة تروح يمين الاحتمال التالت اللي هو الست
+
+38
+00:03:21,660 --> 00:03:30,780
+تمشي شمال الاحتمال الأخير ان التلاتة تطلع لفوق كل
+
+39
+00:03:30,780 --> 00:03:35,780
+واحد من احتمالات هذه بينتج عنه احتمالات نسميها
+
+40
+00:03:35,780 --> 00:03:40,360
+actionsكل واحد من ال actions هذه بينتج عنه state
+
+41
+00:03:40,360 --> 00:03:44,620
+جديدة مظبوط ال state هنا لما احنا نحرك الاتنين
+
+42
+00:03:44,620 --> 00:03:49,380
+down يصير الفرار هنا مظبوط والاتنين تحت والباقي
+
+43
+00:03:49,380 --> 00:03:57,360
+كله زي ما هو ممكن
+
+44
+00:03:57,360 --> 00:04:01,200
+تتخيل انت باقي ال states التانية لل actions الأخرى
+
+45
+00:04:01,200 --> 00:04:04,520
+لأن كل واحدة من ال states هذه الأربعة برضه ممكن
+
+46
+00:04:04,520 --> 00:04:08,010
+تفرع منهامجموعة من احتمالات يعني مثلا هذا ال state
+
+47
+00:04:08,010 --> 00:04:11,190
+الان انا ايش الاحتمالات اللي ممكن تلبطك منها انه
+
+48
+00:04:11,190 --> 00:04:14,670
+الأربعة تتحرك شمال السبع تتحرك يمين الأثنين تتحرك
+
+49
+00:04:14,670 --> 00:04:19,090
+تاني لفوق زي ما كانت هذا بنحطه احنا كواحد من
+
+50
+00:04:19,090 --> 00:04:27,970
+الاحتمالات او ال actions لكن
+
+51
+00:04:27,970 --> 00:04:34,090
+ممكنبنعمل option في ال system انه نمنع انه ياخد
+
+52
+00:04:34,090 --> 00:04:38,610
+نفس ال action اللى رجعه على ال parent state هذا
+
+53
+00:04:38,610 --> 00:04:44,830
+الان هذا ال parent state تبعها ماشي ف .. و يتخيل
+
+54
+00:04:44,830 --> 00:04:47,610
+بابه نفس الاشي اللى نعمله و ال states اللى جايه
+
+55
+00:04:47,610 --> 00:04:49,790
+هنا و ال states اللى جايه هنا من هنا هذا الكلام
+
+56
+00:04:49,790 --> 00:04:53,830
+بيعطيني فضاء الاحتمالات اللى هو ال state space
+
+57
+00:04:53,830 --> 00:04:58,460
+state space تمام ال tree هذهيتعبر عن ال state
+
+58
+00:04:58,460 --> 00:05:02,340
+space لأن
+
+59
+00:05:02,340 --> 00:05:06,060
+ال state space هذا الكمبيوتر لو استطاع .. لو احنا
+
+60
+00:05:06,060 --> 00:05:11,500
+.. يعني استطعنا .. استطعنا نخل ال system يبني ال
+
+61
+00:05:11,500 --> 00:05:14,940
+state space هذا بعد هيكلام نخليه أيضا يعمل ايش؟
+
+62
+00:05:14,940 --> 00:05:20,620
+search يبحث في هذا ال state space بحتاج عن ايش؟ عن
+
+63
+00:05:20,620 --> 00:05:23,640
+ال goal state ال goal state هذه ممكن تبقى في
+
+64
+00:05:23,640 --> 00:05:27,150
+حالتنا في اللعبة هذه ممكن تبقى موجودةفي مكان واحد
+
+65
+00:05:27,150 --> 00:05:35,890
+او اكتر يعني ممكن يدخللها يلاقيها من خلال مسار هذا
+
+66
+00:05:35,890 --> 00:05:38,910
+او يلاقيها من خلال مسار اخر ليش؟ لان في اللعبة هذه
+
+67
+00:05:38,910 --> 00:05:46,070
+بالتحديد ممكن اكتر من سلسلة من الخطوات تأدي الى
+
+68
+00:05:46,070 --> 00:05:53,110
+ترتيب اللوحة تأدي الى ترتيب اللوحة بالشكل المطلوب
+
+69
+00:05:53,580 --> 00:05:59,420
+فأصبحت المسألة أن نحن نستطيع أن نحل مشكلة مثل هذه
+
+70
+00:05:59,420 --> 00:06:03,280
+المشكلة ال 8 puzzle التي تتطلب ذكاء بشري ممكن نجعل
+
+71
+00:06:03,280 --> 00:06:09,400
+ال system يحلها بذكاء إصطناعي من خلال أن ال system
+
+72
+00:06:09,400 --> 00:06:15,220
+يعمل formulation للمشكلة على شكل tree من الاشمن ال
+
+73
+00:06:15,220 --> 00:06:19,940
+states ال possible states و بعد كده يعمل بحث يعمل
+
+74
+00:06:19,940 --> 00:06:24,740
+search في هذه ال tree بحثا عن ال goal state و ال
+
+75
+00:06:24,740 --> 00:06:27,960
+solution ال solution اللي مطلوب هو عبارة عن ال
+
+76
+00:06:27,960 --> 00:06:34,100
+goal state و عن سلسلة الخطوات اللي قدت اليها بداية
+
+77
+00:06:34,100 --> 00:06:37,460
+من بداية
+
+78
+00:06:37,460 --> 00:06:41,260
+من ال initial state فهذه سلسلة الخطوات بتشكل
+
+79
+00:06:41,260 --> 00:06:46,210
+المصارع أو ال pathفال path تمام هو في حالته ال
+
+80
+00:06:46,210 --> 00:06:49,690
+solution لأن ال path يحمل في مضمونه ال start و ال
+
+81
+00:06:49,690 --> 00:06:53,790
+goal ماشي لأن في ممكن يكون في هذه أكتر من path
+
+82
+00:06:53,790 --> 00:07:00,570
+أكتر من path يؤدي من ال initial إلى ال goal فبنكون
+
+83
+00:07:00,570 --> 00:07:05,770
+معنيين بال shortest path وهذه قضية إضافية المهم في
+
+84
+00:07:05,770 --> 00:07:13,300
+الأول هي تطلع على آليات اللي ممكن احنا نصممهاأو
+
+85
+00:07:13,300 --> 00:07:21,400
+ندرسها لعملية البحث في حد ذاتها عملية ال
+
+86
+00:07:21,400 --> 00:07:25,900
+optimization اللي هو أنه يكون ال path أقصر ما يمكن
+
+87
+00:07:25,900 --> 00:07:32,920
+أو أقل تكلفة هذه نحكي عنها برضه كمان شوية الآن هذه
+
+88
+00:07:32,920 --> 00:07:41,240
+القليات البحث ممكن نصنفها إلى uninformed
+
+89
+00:07:43,270 --> 00:07:50,390
+و Informed نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+90
+00:07:50,390 --> 00:07:50,490
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+91
+00:07:50,490 --> 00:07:50,830
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+92
+00:07:50,830 --> 00:07:51,950
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+93
+00:07:51,950 --> 00:07:51,950
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+94
+00:07:51,950 --> 00:07:59,870
+نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن نحن
+
+95
+00:07:59,870 --> 00:08:10,030
+نحن نحن نحن
+
+96
+00:08:10,030 --> 00:08:12,770
+نح
+
+97
+00:08:13,140 --> 00:08:16,960
+ففي الـ uninformed هنا uninformed ولاش و بدنا ما
+
+98
+00:08:16,960 --> 00:08:20,500
+نلخبطش ما بين uninformed هذي و ما بين uniform
+
+99
+00:08:20,500 --> 00:08:23,740
+دايما انا نفسي بتلخبط منه ماهيها، بتلخبط منه
+
+100
+00:08:23,740 --> 00:08:27,420
+ماهيها، تمام؟ هنا uninformed عشان انا حطيت ال dash
+
+101
+00:08:27,420 --> 00:08:33,840
+بمعنى غير يعني لا تنظر إلى معلومات إضافية
+
+102
+00:08:33,840 --> 00:08:38,890
+uninformedالـ Uninformed هي تستفيد من معلومات
+
+103
+00:08:38,890 --> 00:08:47,350
+إضافية لتحسن أدائها في عملية الـ Search الـ
+
+104
+00:08:47,350 --> 00:08:50,250
+Uninformed Strategies التي كتبتمها ياتوبينا في
+
+105
+00:08:50,250 --> 00:08:54,070
+منهم تنتين نعرفهم مسبقا
+
+106
+00:08:56,470 --> 00:09:01,250
+ال breadth first وال depth first صح ال breadth
+
+107
+00:09:01,250 --> 00:09:04,890
+first وال depth first هدولة غالبا ما بيمروا علينا
+
+108
+00:09:04,890 --> 00:09:08,270
+في مادة ال data structure او في مادة ال algorithms
+
+109
+00:09:08,270 --> 00:09:14,110
+ببساطة شديدة ال breadth first هذا بيذكر كيف آلية
+
+110
+00:09:14,110 --> 00:09:18,430
+البحث في هذا ال .. خلي بالك و احنا لما نقول الآن
+
+111
+00:09:18,430 --> 00:09:23,030
+strategy هدول ايش strategies صح strategy ندفن على
+
+112
+00:09:23,030 --> 00:09:29,320
+انهم search strategiesالان كلمة Strategy يُقصد
+
+113
+00:09:29,320 --> 00:09:34,260
+بيها ترتيب زيارة ال nodes هدولا متفقين على أنهم
+
+114
+00:09:34,260 --> 00:09:40,900
+nodes هم states و هم nodes بنذكر بالفرق بين ليش
+
+115
+00:09:40,900 --> 00:09:44,100
+أحيانا بيسميهم states و ليش أحيانا بيسميهم nodes
+
+116
+00:09:44,100 --> 00:09:48,040
+بنذكر .. بس الأن و احنا بنحكي عن ال tree بنسميهماش
+
+117
+00:09:48,040 --> 00:09:54,060
+nodes التنقل من ال node إلى اللي بعدها اللي بيحكم
+
+118
+00:09:54,060 --> 00:09:58,420
+انتقلمن ال parent إلى مين أو من ال node إلى مين
+
+119
+00:09:58,420 --> 00:10:01,740
+هذا هو المقصود بال strategy ففي ال bred first
+
+120
+00:10:01,740 --> 00:10:06,080
+strategy ال order بيكون من وين ل وين لو أنا واقف
+
+121
+00:10:06,080 --> 00:10:12,300
+على node و فحصتها و لاجئتي أن هي مش ال goal بروح
+
+122
+00:10:12,300 --> 00:10:17,280
+على مين على ال siblings تبعونها ماشي بنتخل ال
+
+123
+00:10:17,280 --> 00:10:21,840
+siblings حتى وإن كان إلها children بأجلهمو هذا هو
+
+124
+00:10:21,840 --> 00:10:25,740
+الفرق الأساسي بين ال breadth و ال depth مابين على
+
+125
+00:10:25,740 --> 00:10:30,520
+الصدر ال depth ايش بيسوي بيهضي أولوية لل children
+
+126
+00:10:30,520 --> 00:10:39,140
+على ال siblings صح وبالتالي ال breadth بيمسح بيعمل
+
+127
+00:10:39,140 --> 00:10:45,700
+scanning لل tree بالشكل هذا level by level مصبوط
+
+128
+00:10:45,700 --> 00:10:48,640
+level by level بيبدأ في ال initial state طبعا ال
+
+129
+00:10:48,640 --> 00:10:56,190
+initial stateنادر بتكون هي a goal صح فبينتقل منها
+
+130
+00:10:56,190 --> 00:11:00,970
+تلقائيا طبعا هو هيفحصها هل هي goal لأ مش goal تمام
+
+131
+00:11:00,970 --> 00:11:07,030
+بينتقل على طول على ال children تبعونها الانتقال
+
+132
+00:11:07,030 --> 00:11:11,050
+الى ال children طبعا بناء على مين او تحديد ال
+
+133
+00:11:11,050 --> 00:11:15,390
+children بناء على اي actions possible هنا في هذا
+
+134
+00:11:15,390 --> 00:11:19,090
+ال state كان ال actions اربع actions بينما هنا
+
+135
+00:11:19,090 --> 00:11:24,530
+كانت تلاتة بسعسب ال state بختلف ال actions اللي
+
+136
+00:11:24,530 --> 00:11:32,410
+مسموحة المهم انه بعد ما خلص من ال node هذه استكشف
+
+137
+00:11:32,410 --> 00:11:35,670
+انه لها اربعة children اللي انا بدي اخدهم بدي اخد
+
+138
+00:11:35,670 --> 00:11:40,550
+من الشمال الاولى هذه بعد هي كان بعد ما .. طبعا ما
+
+139
+00:11:40,550 --> 00:11:44,690
+ياخدها هيفحصها هيلاجيها مش goal فبدي انتقل الى
+
+140
+00:11:44,690 --> 00:11:50,570
+واحدة بعدها هينتقل الى هذه لانه breath firstطبعا
+
+141
+00:11:50,570 --> 00:11:55,270
+فهينتقل إلى هذا ثم إلى هذا ثم إلى هذا بعد ما يخلص
+
+142
+00:11:55,270 --> 00:11:59,590
+ال level كله بيبدأ في ال children تبع الأولى و
+
+143
+00:11:59,590 --> 00:12:03,190
+بياخدهم برضه كمان واحدة ورا التانية و ما يخلصوا و
+
+144
+00:12:03,190 --> 00:12:08,070
+بعد ما يخلصوا بتيجي لل children تبع واحد تاني طبعا
+
+145
+00:12:08,070 --> 00:12:10,850
+بعدين ال children تبع واحد تالتة إلى إلا إذا لجأ
+
+146
+00:12:10,850 --> 00:12:15,330
+ال goal موجودة هنا صح؟ okay الآن هذا الكلام احنا
+
+147
+00:12:15,330 --> 00:12:19,180
+بنعرفه مش جديد عليناو ال depth أيضا ده عارف انه مش
+
+148
+00:12:19,180 --> 00:12:22,560
+جديد علينا ال depth هيكون إيش أنه بعد ما ينتبل من
+
+149
+00:12:22,560 --> 00:12:26,700
+هنا إلى هنا مش هيشوف هذه إيه اللي بعد ما يخلص ال
+
+150
+00:12:26,700 --> 00:12:30,460
+children تبعهم فهينتقل على أول child إذا أول child
+
+151
+00:12:30,460 --> 00:12:33,420
+برضه إيه له كمان children مش هيشوف على أخته مش
+
+152
+00:12:33,420 --> 00:12:36,500
+هيشوف أخته هذا ال child إيه اللي برضه لما .. واضح
+
+153
+00:12:36,500 --> 00:12:40,300
+فعشان هي اسمها الغمق أولا depth first هذي ك
+
+154
+00:12:40,300 --> 00:12:48,960
+breadth الاتساع أو العرض أولا صح تمامالان قبل ما
+
+155
+00:12:48,960 --> 00:12:54,640
+ننتقل الى ال uniform cost و لا ال depth limited و
+
+156
+00:12:54,640 --> 00:12:57,020
+لا ال iterative deepening اللي هم ال other
+
+157
+00:12:57,020 --> 00:13:03,060
+strategies يعني واحد اتنين تلاتة اربعة كمسة
+
+158
+00:13:03,060 --> 00:13:07,120
+uninformed strategies خلينا نتفق على بعض المصطلحات
+
+159
+00:13:07,120 --> 00:13:11,080
+اللي هو موجودة عندنا هنا على ال slide استيسار فيها
+
+160
+00:13:12,180 --> 00:13:17,180
+ال nodes هذه هي states قدامي من طلع ال algorithms
+
+161
+00:13:17,180 --> 00:13:22,480
+الخورزميات بنوضح ايش يعني الفرق ما بين ال state و
+
+162
+00:13:22,480 --> 00:13:26,360
+ما بين ال node ال N خليني اعتبره نفس الشيء فال
+
+163
+00:13:26,360 --> 00:13:30,400
+node الواحدة هي ال state صح ال actions معروفين
+
+164
+00:13:30,400 --> 00:13:36,930
+صاروا واضحين اللي هو ايش يمكن عمله على ال stateوكل
+
+165
+00:13:36,930 --> 00:13:40,530
+واحد من هذه ال actions ايش بينتج عنه طبعا هينتج
+
+166
+00:13:40,530 --> 00:13:46,570
+عنه states جديدة for each single action هيطلع
+
+167
+00:13:46,570 --> 00:13:55,090
+single state ال goal test هو
+
+168
+00:13:55,090 --> 00:14:02,530
+عبارة عن اختبار بده يوقع على ال algorithm بتوقع
+
+169
+00:14:02,530 --> 00:14:09,070
+هذا الاختبار علىعلى أي واحد من ال states عشان بهدف
+
+170
+00:14:09,070 --> 00:14:14,010
+الفحص إذا كانت هي ال goal اللي احنا بنبحث عنه ولا
+
+171
+00:14:14,010 --> 00:14:18,770
+لا ماشي فال goal test هو عبارة عن اختبار بتوقعه ال
+
+172
+00:14:18,770 --> 00:14:22,610
+algorithm على ال state بهدف انه تعرف إذا كان هذه
+
+173
+00:14:22,610 --> 00:14:26,190
+ال goal .. هذه ال state هي goal و بتاعي خلاص
+
+174
+00:14:26,190 --> 00:14:29,790
+انتهينا لجنة البنية ولا لا ال path cost ماحكي
+
+175
+00:14:29,790 --> 00:14:33,900
+ناشطي path cost اللي هو التكلفة الإجماليةللمسار
+
+176
+00:14:33,900 --> 00:14:37,020
+الواصل ما بين ال initial و ال goal لما نلاقيه
+
+177
+00:14:37,020 --> 00:14:42,540
+مظبوط طبعا غالبا في لعبة زي هذه ال path cost هيكون
+
+178
+00:14:42,540 --> 00:14:48,320
+ايش مجرد عدد actions عدد ال actions او عدد القفزات
+
+179
+00:14:48,320 --> 00:14:53,440
+ال hops تمام او النجلات مظبوط او ال moves انما في
+
+180
+00:14:53,440 --> 00:14:58,080
+مسائل اخرى ممكن النقلة يعني مثلا زي المثال الاخر
+
+181
+00:14:58,080 --> 00:15:03,610
+تبع خريطة رمانيالانتقال من مدينة إلى المدن الأخرى
+
+182
+00:15:03,610 --> 00:15:10,450
+اللى ده كل مدينة الانتقال اللى تكلفة مختلفة هنا كل
+
+183
+00:15:10,450 --> 00:15:16,190
+ال actions له نفس ال cost صح بينما هناك ال action
+
+184
+00:15:16,190 --> 00:15:18,630
+لو أنا أخد action و روحت على هذه المدينة هتكون
+
+185
+00:15:18,630 --> 00:15:21,930
+التكلفة غير عن لو أنا أخد action و روحت على
+
+186
+00:15:21,930 --> 00:15:26,020
+المدينة الأخرىفهيصير ال total cost الإجمالية لو
+
+187
+00:15:26,020 --> 00:15:29,600
+أنا وصلت للمدينة اللي أنا بديها ال target city لو
+
+188
+00:15:29,600 --> 00:15:33,340
+وصلت لها من مصار و كان في هناك مصار آخر و مش
+
+189
+00:15:33,340 --> 00:15:38,080
+بضرورة يكون المصارين إيش متساويين في التكلفة صح
+
+190
+00:15:38,080 --> 00:15:41,880
+okay هذا مثل الأخر عن السريع بس نبص عليه اللي هو
+
+191
+00:15:41,880 --> 00:15:46,540
+أنه لو أنا فيه عندي robotic arm دراعوالمطلوب من
+
+192
+00:15:46,540 --> 00:15:51,400
+هذا الروبوت انه يرتب القطع من الكبير إلى الصغير
+
+193
+00:15:51,400 --> 00:15:56,980
+ففي هذه المسألة برضه كمان انا ممكن انظر اليها على
+
+194
+00:15:56,980 --> 00:16:02,840
+اساس state space search صح ولا لأ صح ولا لأ يعني
+
+195
+00:16:02,840 --> 00:16:06,240
+انا بيكون فيه عند القطع على الطاولة هذه ال initial
+
+196
+00:16:06,240 --> 00:16:10,640
+state لو هو عمل action ومسك قطعة ونجلها من مكان
+
+197
+00:16:10,640 --> 00:16:15,370
+لمكان صار في عنده state جديدةال action هو ان ياخد
+
+198
+00:16:15,370 --> 00:16:18,970
+قطعة و ينجلها اما بيحطها فوق قطعة اخرى او بيحطها
+
+199
+00:16:18,970 --> 00:16:25,910
+في مكان اخر على الطاولة فكل action بينتج عنه state
+
+200
+00:16:25,910 --> 00:16:30,510
+جديدة ال state المطلوبة ال goal state هتكون هي ال
+
+201
+00:16:30,510 --> 00:16:34,350
+state اللي بتكون القطع كلها جاعدة فوق بعض من
+
+202
+00:16:34,350 --> 00:16:40,820
+الصغير للكبيرفهو عند كل state بيبقى فيه عنده
+
+203
+00:16:40,820 --> 00:16:44,940
+multiple actions ممكن ياخدها انه يجيب الجطع هذه و
+
+204
+00:16:44,940 --> 00:16:48,440
+لا الجطع هذه ياخدها يحطها فوق هذه و لا يحطها فوق
+
+205
+00:16:48,440 --> 00:16:54,360
+هذه تمام ففي عنده ايش various actions ممكن يعملها
+
+206
+00:16:54,360 --> 00:17:01,040
+عند كل واحدة من ال states فهنا ال states بتكون
+
+207
+00:17:01,040 --> 00:17:05,480
+عبارة عن coordinates لكل الجطع كل جطعة و ايش
+
+208
+00:17:05,480 --> 00:17:10,760
+احداتها تبعها على الطاولةوالـ Action إنه إن يحرك
+
+209
+00:17:10,760 --> 00:17:15,740
+الـ Arm من مكان لمكان و ينقل فيه يشيطانو ال test
+
+210
+00:17:15,740 --> 00:17:22,440
+هو هل جمع القطع أو ركّب القطع في بعض ولا لأ و ال
+
+211
+00:17:22,440 --> 00:17:26,680
+path cost اللي هي الزمن مظبوط الزمن الإجمالي
+
+212
+00:17:26,680 --> 00:17:33,160
+للترتيب طبعا هنا المسألة هذه ممكن يكون يعمل ترتيب
+
+213
+00:17:33,160 --> 00:17:40,440
+القطع بطرق مختلفة وكل طريقة تكون التكلفة مختلفة عن
+
+214
+00:17:40,440 --> 00:17:42,620
+الطريقة الأخرى
+
+215
+00:17:44,200 --> 00:17:49,840
+أحنا الآن بنطلع على ال algorithm هذه اللي هي
+
+216
+00:17:49,840 --> 00:17:55,540
+general search algorithm بتغطي كل ال strategies
+
+217
+00:17:55,540 --> 00:17:59,780
+المختلفة طيب الآن احنا العملية ال search من
+
+218
+00:17:59,780 --> 00:18:04,680
+الطبيعي انها تكون loop مظبوط ل loop من action ل
+
+219
+00:18:04,680 --> 00:18:11,760
+action كل action بيعطي status جديدة فتخيل
+
+220
+00:18:11,760 --> 00:18:19,030
+انه الال states أو ال nodes اللي أمامه أثناء عملية
+
+221
+00:18:19,030 --> 00:18:25,470
+ال search هيكون بعض منها تم استكشافه استكشافه غير
+
+222
+00:18:25,470 --> 00:18:30,230
+عن فحصه و البعض منها لسه احنا مادراش عنها مثلا انا
+
+223
+00:18:30,230 --> 00:18:33,590
+لما ارجع واقف على ال initial state
+
+224
+00:18:36,600 --> 00:18:42,240
+اللي بيواضح عندي ان في four possible actions تمام
+
+225
+00:18:42,240 --> 00:18:48,500
+فبمجرد ان احنانعرف إن في كذا عدد معين من ال
+
+226
+00:18:48,500 --> 00:18:54,220
+actions وكل action إيش ال state اللي .. اللي بيدّي
+
+227
+00:18:54,220 --> 00:18:58,580
+إلها فخلاص هدول ال states برمجيا إحنا ممكن نخزنهم
+
+228
+00:18:58,580 --> 00:19:02,420
+في some data structure على أساس لما ييجي دورهم
+
+229
+00:19:02,420 --> 00:19:07,340
+للفحص نفحصهم فهدول هم اللي أقصد أنا بكلمة أنه تم
+
+230
+00:19:07,340 --> 00:19:11,720
+استكشافهم تم استكشافهم ربما أيضا كمان هذه لما
+
+231
+00:19:11,720 --> 00:19:15,150
+نولفنا عليها برضه تم استكشاف إن في إلهاكذا
+
+232
+00:19:15,150 --> 00:19:18,770
+possible action بيعطيني كذا possible state فهدول
+
+233
+00:19:18,770 --> 00:19:24,050
+أيضا ينضموا إلى مجموعة ال states اللي تم استكشافها
+
+234
+00:19:24,050 --> 00:19:31,490
+هذا الاستكشاف هو المقصود هنا بكلمة expansion فال
+
+235
+00:19:31,490 --> 00:19:36,390
+algorithm بصفة عامة بدها تعمل looping في كل دورة
+
+236
+00:19:36,390 --> 00:19:40,970
+من دورات في كل iteration بدها يشوف if there are no
+
+237
+00:19:40,970 --> 00:19:47,190
+candidates هذا ال terminationإذا لم يبقى كل ما تم
+
+238
+00:19:47,190 --> 00:19:50,870
+استكشافه تم فحصه لأنه لم يبقى شيء انتهينا من كل
+
+239
+00:19:50,870 --> 00:19:55,970
+اللي تريد يبقى خلاص هذا return return failure
+
+240
+00:19:55,970 --> 00:20:03,750
+لأننا لم نجده الآن إذا هذا الكلام مش صحيح يعني لسه
+
+241
+00:20:03,750 --> 00:20:08,350
+ضايل فيه فبنتقل هنا علشان إيشناخد واحدة من اللي
+
+242
+00:20:08,350 --> 00:20:12,050
+ضايلين و نبحث عنها choose a leaf node leaf node
+
+243
+00:20:12,050 --> 00:20:16,170
+هدولة كلهم اللي تم استكشافهم الآن في هذا اللحظة هم
+
+244
+00:20:16,170 --> 00:20:21,350
+leaves بالنسبة لل system مابنعرفش اشي وراهم فهم
+
+245
+00:20:21,350 --> 00:20:26,710
+بالنسبة له leaves leaves تمام choose هنا كلمة
+
+246
+00:20:26,710 --> 00:20:31,410
+choose هي اللي اشهر في مربط الفرص بالنسبة لل
+
+247
+00:20:31,410 --> 00:20:37,190
+strategies لأن ال choice بيتمد على ال strategyفي
+
+248
+00:20:37,190 --> 00:20:40,930
+ال breakfast بعمل choosing لمن؟ لل siblings بالدبف
+
+249
+00:20:40,930 --> 00:20:44,710
+بعمل لل children في غير هيكة حسب ايش ال strategy
+
+250
+00:20:44,710 --> 00:20:48,870
+كلمة الان بالنسبة لك ف choose a leaf node for a
+
+251
+00:20:48,870 --> 00:20:54,030
+strategy according to a strategy الان اذا هذا ال
+
+252
+00:20:54,030 --> 00:20:58,190
+node contains a goal هنا الان احنا بدنا نميز ما
+
+253
+00:20:58,190 --> 00:21:00,130
+بين ال node و ما بين ال state
+
+254
+00:21:03,500 --> 00:21:06,080
+الـ Node هي أبعاد Data Structure والـ Data
+
+255
+00:21:06,080 --> 00:21:10,080
+Structure هذه فيها عدة عناصر أو عدة Properties أو
+
+256
+00:21:10,080 --> 00:21:16,240
+عدة Data Items من ضمنها ال data تبع ال state من
+
+257
+00:21:16,240 --> 00:21:19,520
+ضمنها الوصف تبع ال state لكن أيضا في غير ال state
+
+258
+00:21:19,520 --> 00:21:23,160
+في عندك مثلا ال pointers تبعات من ال parents وفي
+
+259
+00:21:23,160 --> 00:21:26,400
+عندك ال evaluation تبعها
+
+260
+00:21:30,990 --> 00:21:34,870
+النود هي عبارة عن data structure تحتوي على عدة
+
+261
+00:21:34,870 --> 00:21:40,510
+مضامين أو عدة content data items من ضمن هذه وليس
+
+262
+00:21:40,510 --> 00:21:47,110
+كل شيء هو بيانات ال state إذا النود كنتز A goal
+
+263
+00:21:47,110 --> 00:21:52,050
+state لو جلك A فلماذا ما جلش ال Vاحنا بيجعلنا
+
+264
+00:21:52,050 --> 00:21:55,350
+واحدة goal ولا في كمان added goals في اللعبة
+
+265
+00:21:55,350 --> 00:21:59,710
+تبعتناها دي فش الا goal واحد بنحدده احنا من
+
+266
+00:21:59,710 --> 00:22:05,430
+البداية ان انا بدي ارتب اللوحة بهذا الترتيب المحدد
+
+267
+00:22:05,430 --> 00:22:09,530
+لكن اذا انا في اللعبة بدي اقبل انه يرتب هيك او
+
+268
+00:22:09,530 --> 00:22:13,230
+يرتب هيك يعني يفوز اللاعب اذا كان رتبها هيك او
+
+269
+00:22:13,230 --> 00:22:18,020
+رتبها هيك يبقى صار عندي two possible goalsو في بعض
+
+270
+00:22:18,020 --> 00:22:21,620
+المثالات الأخرى ممكن يبقى فيها اكتر من possible
+
+271
+00:22:21,620 --> 00:22:27,660
+goal اكتر من state تحقق الهدف اللي انا ببحث عنه ف
+
+272
+00:22:27,660 --> 00:22:33,580
+if the node contains a goal قد يكون هنا تخيل انت a
+
+273
+00:22:33,580 --> 00:22:37,520
+set of goals و قد يكون هنا ال set مافيش فيه الا
+
+274
+00:22:37,520 --> 00:22:43,140
+state واحدة او فيه multiple states فانا بفحص ال
+
+275
+00:22:43,140 --> 00:22:48,340
+node او ال state اللي أماميبشوف بقارنها هل متابقة
+
+276
+00:22:48,340 --> 00:22:53,040
+ل ال goal او اي واحد من ال goals اذا هم مش متعددين
+
+277
+00:22:53,040 --> 00:22:58,620
+multiple goals else اذا مش مالجدش ال goal تبعي
+
+278
+00:22:58,620 --> 00:23:03,280
+يبقى اش بده اعمل further expansion بدي المزيد من
+
+279
+00:23:03,280 --> 00:23:06,860
+التوسع بمعنى انه اشوف هذا ال node اللي انا فحصته
+
+280
+00:23:07,240 --> 00:23:11,900
+وطلعت مش goal هل بيتفرع منها possible states ولا
+
+281
+00:23:11,900 --> 00:23:15,500
+لأ هل ممكن في actions تطبق عليها وتعطيني states
+
+282
+00:23:15,500 --> 00:23:19,860
+اذا ك .. اذا صحيح بنعمل هذا الكلام و بنخزن ال
+
+283
+00:23:19,860 --> 00:23:27,460
+states دولة في nodes و بنحطهم في الاش في
+
+284
+00:23:27,460 --> 00:23:30,100
+ال data structure المعدة هذه ال data structure قد
+
+285
+00:23:30,100 --> 00:23:33,480
+تكون ال queue قد تكون stack قد تكون list
+
+286
+00:23:45,800 --> 00:23:50,720
+هذا المثال الآن التالي بيطبق المفاهيم هذه اللي دول
+
+287
+00:23:50,720 --> 00:23:54,280
+شفناها بس للأسف ال project مش واضح عشان فيه لون
+
+288
+00:23:54,280 --> 00:24:00,760
+أخضر و لون أسفر بس ماندي أرجعكوا على الخريطة اللي
+
+289
+00:24:00,760 --> 00:24:05,940
+هي خريطة رومانيا اللي موجودة كمثال في الكتاب بليست
+
+290
+00:24:05,940 --> 00:24:11,630
+من المجموعة من المدن و المدن هذهو نوصل البعض بخطوط
+
+291
+00:24:11,630 --> 00:24:17,070
+كل خط labelled بالرقم الرقم هذا هو عبارة عن
+
+292
+00:24:17,070 --> 00:24:21,110
+المسافة المسافة فانا لو بدى انا مقبل من هذه
+
+293
+00:24:21,110 --> 00:24:24,450
+المدينة اسمها Qarad و بدى اروح على هذه المدينة
+
+294
+00:24:24,450 --> 00:24:29,950
+اسمها Bucharest ففي عندى طبعا اش اكتر من اكتر من
+
+295
+00:24:29,950 --> 00:24:34,550
+مسار انا لو بدى كانسان بدى ادور على المسارات و
+
+296
+00:24:34,550 --> 00:24:40,520
+احسب المسارات عشان اشوف مين اكثر واحدشكله بيقول
+
+297
+00:24:40,520 --> 00:24:46,300
+انه اقصر واحد لان تلتاش نجلات بس ال course مش عدد
+
+298
+00:24:46,300 --> 00:24:50,600
+النجلات لازم احسب اجمالي ال course تبقى كل ال hubs
+
+299
+00:24:50,600 --> 00:24:55,740
+علشان اتأكد و بعدين اشوف التاني هاي واحد اخر صح؟
+
+300
+00:24:55,740 --> 00:25:02,100
+واحد تالت و رابع و في ايش كمان؟ في هنا برضه كمان
+
+301
+00:25:02,100 --> 00:25:07,820
+هاي واحد هيك و هاي واحد هيك و هاي واحد هيك صح؟ في
+
+302
+00:25:07,820 --> 00:25:09,060
+ال various
+
+303
+00:25:15,900 --> 00:25:20,080
+الان ال system لو بدى ياخد هذا المسألة هيتعامل
+
+304
+00:25:20,080 --> 00:25:27,450
+معاها برضه على اساس state spaceproblem ويعمل
+
+305
+00:25:27,450 --> 00:25:32,510
+search في هذا ال state space بحث عن المدينة بوخرست
+
+306
+00:25:32,510 --> 00:25:41,310
+ويحسب كل مسارقة المؤدية الى بوخرست ويطلع الأفضل
+
+307
+00:25:41,310 --> 00:25:46,990
+لأن لو بدأ نمشي bread first في عملية البحث هاي
+
+308
+00:25:46,990 --> 00:25:51,430
+قرات ايش اللي هي ال star state تبعتنا ايش ال
+
+309
+00:25:51,430 --> 00:25:54,130
+possible states انه ممكن ان تجه في هذا الاتجاه او
+
+310
+00:25:54,130 --> 00:25:58,380
+في هذاأو في هذه التجارة الأولانية يودّيني الى
+
+311
+00:25:58,380 --> 00:26:05,400
+تماسورة هيتم اختصارا الخيار التاني يودّيني الى
+
+312
+00:26:05,400 --> 00:26:10,320
+سيبيو هيتم اختصارا الخيار التالت يودّيني الى زرند
+
+313
+00:26:10,320 --> 00:26:15,780
+هيتم اختصارا كل واحدة منهم يعني لو انا روحت على
+
+314
+00:26:15,780 --> 00:26:21,080
+تماسورة في عندى خيار واحد فقط لكن لو روحت على
+
+315
+00:26:21,080 --> 00:26:26,200
+سيبيو سيبيو في عندها واحد اتنينتلات خيارات مظبوط
+
+316
+00:26:26,200 --> 00:26:32,700
+لو روحت على زرند في خيار واحد فقط صح الان نفس
+
+317
+00:26:32,700 --> 00:26:37,780
+القالية ان احنا ممكن نتدرج من السلسل في فضاء
+
+318
+00:26:37,780 --> 00:26:42,220
+الاحتمالات فيه كله و طبعا فلاجي بخرست في اكثر من
+
+319
+00:26:42,220 --> 00:26:47,540
+مكان صح اكثر من مكان وبالتالي في اكتر من مسار هذا
+
+320
+00:26:47,540 --> 00:26:53,320
+الكلام خليني انا بس اجف ملاحظة هيك على الجانبإذا
+
+321
+00:26:53,320 --> 00:27:02,280
+بتذكروا الفرق بين ال tree و ال graph اذا
+
+322
+00:27:02,280 --> 00:27:04,620
+بتذكروا هذا الكلام من ال data structure اذا حد
+
+323
+00:27:04,620 --> 00:27:09,080
+بيذكره الفرق بين ال tree و ال graph احنا حتى الآن
+
+324
+00:27:09,080 --> 00:27:15,580
+كل رسمنا trees لكن هذه الرسمة أقرب لل graph
+
+325
+00:27:19,570 --> 00:27:22,750
+حد عنده جواب تاني ال three زي ما يكون ال three
+
+326
+00:27:22,750 --> 00:27:29,590
+تمثيل ل graph في حالة خاصة
+
+327
+00:27:29,590 --> 00:27:33,230
+.. حالة خاصة؟ مين هو اللي حالة خاصة؟ ال three حالة
+
+328
+00:27:33,230 --> 00:27:36,710
+خاصة من مين؟ من ال graph كيف يعني؟ لأن ال graph ..
+
+329
+00:27:36,710 --> 00:27:41,050
+ال graph two way ممكن ال child يكون parent يعني
+
+330
+00:27:41,050 --> 00:27:44,670
+يكون في بين ال two way relation مع ال parent او
+
+331
+00:27:44,670 --> 00:27:47,740
+كذا parentيعني ممكن نفس ال child يكون له كذا
+
+332
+00:27:47,740 --> 00:27:49,860
+parent بس في ال tree لأ ال child يكون له parent
+
+333
+00:27:49,860 --> 00:27:53,980
+واحد جميل صحيح هذا الكلام بنقوله بالكلمة واحدة
+
+334
+00:27:53,980 --> 00:28:00,040
+بسيطة وهي انه في ال tree مافيش loops مافيش cycles
+
+335
+00:28:00,040 --> 00:28:05,600
+صحيح لأ يعني انا هنا اصلا ليش ساموها tree الأقصان
+
+336
+00:28:05,600 --> 00:28:09,460
+مابترجحش تشبك مع بعض تاني الأقصان بتتفرع و بتتفرع
+
+337
+00:28:09,460 --> 00:28:13,860
+مافي غصنين يضموا مع بعض او يتجابلوا مع بعض في إيش
+
+338
+00:28:13,860 --> 00:28:19,750
+في nodeوهذا لو تجابلوا مع بعض في node معناه ده
+
+339
+00:28:19,750 --> 00:28:26,010
+اكثر من ال cycle فهما في كلاهما عبارة عن مجموعة ال
+
+340
+00:28:26,010 --> 00:28:30,030
+graph و ال tree مجموعة من ال nodes مربوطين ب links
+
+341
+00:28:30,030 --> 00:28:37,550
+ب links مظبوط انما ليش ال tree ال child له parent
+
+342
+00:28:37,550 --> 00:28:44,010
+واحد فقط ال graph ممكن ال child هاي ال child يكون
+
+343
+00:28:44,010 --> 00:28:50,450
+له twoالـ two parents هدولة وجودهم أصلا فتح المجال
+
+344
+00:28:50,450 --> 00:28:56,030
+لو وجود إياش ال cycle فاحنا الآن ال search تبعنا
+
+345
+00:28:56,030 --> 00:29:02,970
+ممكن ال state space ممكن يبقى tree تفرعاته
+
+346
+00:29:02,970 --> 00:29:08,210
+مابتلتقيش أو يكون إياش graph تلتقى وفي الحالتين
+
+347
+00:29:08,210 --> 00:29:12,650
+أنا بتعامل معاه بكل ال strategies هذهشايف كيف يعني
+
+348
+00:29:12,650 --> 00:29:15,410
+انا لو انا الان هنا على ال siblings بدأ امشي depth
+
+349
+00:29:15,410 --> 00:29:18,910
+first بخش بشوف ايش ال children و هدى ايش اللى
+
+350
+00:29:18,910 --> 00:29:23,170
+هتفضع منها و اشوف هدى ال depth first لو بدأ اخش
+
+351
+00:29:23,170 --> 00:29:27,050
+breadth first بخش على هدى و باستكشف انهم فيا ال
+
+352
+00:29:27,050 --> 00:29:30,010
+children بس بروحش احصهم فالأول بروح على مين ال
+
+353
+00:29:30,010 --> 00:29:35,970
+siblings و بعد هيك بامشي على ال children تبعهم لل
+
+354
+00:29:35,970 --> 00:29:40,250
+siblings ثم ال children فبغض النظر عن اي tree ولا
+
+355
+00:29:40,250 --> 00:29:45,180
+graphال strategies
+
+356
+00:29:45,180 --> 00:29:52,620
+هذه ممكن تنطبق طيب خلّينا الأن نكمل في شغلة أخيرة
+
+357
+00:29:52,620 --> 00:30:01,480
+حسب الوقت اللي عندنا اللي هو أنه احنا بدنا بعض
+
+358
+00:30:01,480 --> 00:30:09,040
+المعيار اللي نميز على أساسها ما بين ال search
+
+359
+00:30:09,040 --> 00:30:10,000
+strategies
+
+360
+00:30:13,990 --> 00:30:22,830
+هذا slide يوضح الفرق بين مفهوم ال state ومفهوم ال
+
+361
+00:30:22,830 --> 00:30:27,650
+node هذا يمثل ال state فهي مش اكتر من ايش القطع
+
+362
+00:30:27,650 --> 00:30:33,810
+وكيف ترتيبها هذه المعلومات في جزء من ال data
+
+363
+00:30:33,810 --> 00:30:37,450
+structure اللي هي ال node ال data structure اللي
+
+364
+00:30:37,450 --> 00:30:42,050
+بتحتوي على ال level و ال depth و ال parent و أيش
+
+365
+00:30:42,050 --> 00:30:46,790
+possible actionsخزانين embedded بداخل نفس ال data
+
+366
+00:30:46,790 --> 00:30:51,670
+structure طيب
+
+367
+00:30:51,670 --> 00:30:54,990
+احنا المرحلة ال monster strategies اللي قلنا بدنا
+
+368
+00:30:54,990 --> 00:30:59,250
+نطلع الآن على بعض المعايير او ال measures اللي
+
+369
+00:30:59,250 --> 00:31:02,990
+بنقيم هذه ال strategies على اساسها فيه هنا
+
+370
+00:31:02,990 --> 00:31:05,890
+completeness و time complexity
+
+371
+00:31:11,660 --> 00:31:14,700
+هما بالأساس تلاتة ال completeness و ال optimality
+
+372
+00:31:14,700 --> 00:31:34,220
+و ال complexity بس ال complexity complexity
+
+373
+00:31:34,220 --> 00:31:36,940
+جمالها في منها ياشي
+
+374
+00:31:44,260 --> 00:31:50,640
+completeness واضح من التعريف هنا، إيش معناته؟ هل
+
+375
+00:31:50,640 --> 00:31:56,840
+كل مرة تجد حل .. يعني هل بتضمن .. هل بتضمن أن تجد
+
+376
+00:31:56,840 --> 00:32:01,560
+الحل إذا .. إذا كان الحل موجود، إذا كان ال tree
+
+377
+00:32:01,560 --> 00:32:06,390
+موجود في الحلهل تضمن انها تجده ولا ممكن ايش تتوه
+
+378
+00:32:06,390 --> 00:32:11,610
+عنه او get stuck في حاجة مثلا local minima قدام
+
+379
+00:32:11,610 --> 00:32:16,730
+بنوضح هذا الكلام بس في strategies ممكن في بحثها عن
+
+380
+00:32:16,730 --> 00:32:21,690
+ال goal تجه في عند نقطة وما تعرفش لا ترجع عشان
+
+381
+00:32:21,690 --> 00:32:25,310
+تكمل ولا تجده اذا هو قدامك
+
+382
+00:32:27,800 --> 00:32:32,680
+هذا المقصود بالcompleteness هل يجد دائمًا حلوة إذا
+
+383
+00:32:32,680 --> 00:32:41,020
+كان هناك حلوة؟ الoptimality هل الحلوة التي تجدها
+
+384
+00:32:41,020 --> 00:32:48,480
+تضمن أنه يكون الأفضل؟ وإلا ممكن تعطينا حلوة ويكون
+
+385
+00:32:48,480 --> 00:32:55,000
+في غيره موجود حل أفضل؟ فهذا معيار الحكم أو تقييم
+
+386
+00:32:55,000 --> 00:32:58,790
+أو evaluation لل strategyلأن ممكن نطلع على
+
+387
+00:32:58,790 --> 00:33:01,410
+التالتين اللي نعرفه من ال breadth first و ال depth
+
+388
+00:33:01,410 --> 00:33:04,810
+first كبثال ال time complexity و ال space
+
+389
+00:33:04,810 --> 00:33:07,870
+complexity واضحة ال time complexity اللي هي جداش
+
+390
+00:33:07,870 --> 00:33:15,030
+الزمن اللي بتستغرقه صح صح مش بالظبط جداش الزمن مش
+
+391
+00:33:15,030 --> 00:33:19,230
+هو هذا اللي نطلع عليه لأن هذا الزمن جداش باعتمد
+
+392
+00:33:19,230 --> 00:33:24,330
+على عدد ال nodes و كده بس نطلع على معدل التغير في
+
+393
+00:33:24,330 --> 00:33:28,730
+الزمنهو هذا اللي أهم عينة من جداش الزمن زى ما بقول
+
+394
+00:33:28,730 --> 00:33:35,190
+جداش الزمن بعتمد على بس بيعتمد بأى .. بأى تصارع هل
+
+395
+00:33:35,190 --> 00:33:42,090
+بيعتمد هيك كل ما زاد هذا واحد بزيد هذا واحد كل ما
+
+396
+00:33:42,090 --> 00:33:48,430
+زاد هذا واحد بزيد هذا اتنين هذا كله linear تمام؟
+
+397
+00:33:48,430 --> 00:33:52,890
+لكن ممكن يبدأ وهذا اشي ماشي كويس بس ممكن يبقى زى
+
+398
+00:33:52,890 --> 00:33:59,780
+هيكإن عند حد معين عند حد معين من الزيادة في عدد ال
+
+399
+00:33:59,780 --> 00:34:07,280
+notes بتلاقي الزمن بدأ يتسارع بشكل إيش فاحنا اللي
+
+400
+00:34:07,280 --> 00:34:10,740
+بهمنا في ال time complexity هو معدل التسارع في
+
+401
+00:34:10,740 --> 00:34:17,820
+الزمن مش ال هذا و كذلك حال معدل التزايد بالنسبة لل
+
+402
+00:34:17,820 --> 00:34:21,990
+space معدل التزايد في ال إيشفي حجم ال memory
+
+403
+00:34:21,990 --> 00:34:27,470
+المطلوب معدل التزايد هل بتزايد linear ولا بتزايد
+
+404
+00:34:27,470 --> 00:34:31,430
+some other function تكون مثلا exponential أو
+
+405
+00:34:31,430 --> 00:34:39,670
+logarithmic او square فإحنا ال linear هو ألطف معدل
+
+406
+00:34:39,670 --> 00:34:43,070
+تمام تقريبا
+
+407
+00:34:44,540 --> 00:34:46,880
+ماشي ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+408
+00:34:46,880 --> 00:34:47,760
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+409
+00:34:47,760 --> 00:34:48,200
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+410
+00:34:48,200 --> 00:34:48,400
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+411
+00:34:48,400 --> 00:34:48,400
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+412
+00:34:48,400 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+413
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+414
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+415
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+416
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+417
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+418
+00:34:48,440 --> 00:34:48,440
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+419
+00:34:48,440 --> 00:35:01,240
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ممكن نقي
+
+420
+00:35:12,460 --> 00:35:17,360
+و ال tree هذه او حتى ال graph يعني و بتتفرع تمام
+
+421
+00:35:17,360 --> 00:35:20,580
+طبعا ممكن بعض ال notes يتفرع يبقى فيه إلى زي ما
+
+422
+00:35:20,580 --> 00:35:24,000
+شوفنا تاوي two children بعضهم يلهم one single
+
+423
+00:35:24,000 --> 00:35:27,440
+children بعض تلاتة بعض ممكن يبقى اربعة ممكن اكتر
+
+424
+00:35:27,440 --> 00:35:35,360
+فاحنا لو جينا حسبنا اه جينا عملنا جربت لك كافة ال
+
+425
+00:35:35,360 --> 00:35:40,230
+notes هي واحد هي اتنين هي تلت هي اربع هي خمسةواحد
+
+426
+00:35:40,230 --> 00:35:45,350
+اتنين تلاتة اربعة خمسة وكل واحدة عملنا عملية جرد
+
+427
+00:35:45,350 --> 00:35:50,530
+عملية احصائية جداش فيه الها children number او
+
+428
+00:35:50,530 --> 00:35:54,910
+children هذا اله جداش اربعة لان هو الأولى هنا
+
+429
+00:35:54,910 --> 00:36:00,970
+اتنين اله خليني اقول تلاتة و تلاتة الها اربعة و
+
+430
+00:36:00,970 --> 00:36:05,910
+اربعة اله child واحد و اتنين خمسة خمسة الها two
+
+431
+00:36:05,910 --> 00:36:10,700
+childrenفجمعنا هذا الكلام كله كم طلعت؟ اربعة عشر
+
+432
+00:36:10,700 --> 00:36:14,540
+على خمسة اربعة عشر وعددهم هذوله عددهم مش .. هذا مش
+
+433
+00:36:14,540 --> 00:36:18,780
+مجميع هذي هذا ترقيم اربعة عشر على خمسة عدد ال
+
+434
+00:36:18,780 --> 00:36:22,680
+children على عدد الأباء بتطلحه ال branching factor
+
+435
+00:36:22,680 --> 00:36:29,420
+يعني متوسط التفرق متوسط ال branching هذا ذو دلالة
+
+436
+00:36:29,420 --> 00:36:34,560
+بيعطيني دلالة على كيف ال tree بتكبر تتوسع اذا صغير
+
+437
+00:36:34,560 --> 00:36:39,960
+مابجهاشtemplate tree نحيفة صح إذا كبير تبلتري
+
+438
+00:36:39,960 --> 00:36:43,160
+بتتفرع
+
+439
+00:36:43,160 --> 00:36:49,460
+بشكل بتسعة كبيرة ال depth of هنا ال maximum depth
+
+440
+00:36:49,460 --> 00:36:56,500
+of the space جداش ممكن يمد معايا أنا انتجلت للأوصل
+
+441
+00:36:56,500 --> 00:37:00,730
+التالت التالت حتجعلهالأولى قررنا منه التالت اللى
+
+442
+00:37:00,730 --> 00:37:04,830
+هو كدهش ال maximum depth فى بعض ال search spaces
+
+443
+00:37:04,830 --> 00:37:10,170
+مالهاش maximum infinite depth ممكن يمدى لما لانها
+
+444
+00:37:10,170 --> 00:37:15,190
+و هذا سائق جدا طبعا بس بعض ال problems بعض المسائل
+
+445
+00:37:15,190 --> 00:37:22,590
+ممكن نقدر ال maximum depth تبعها لحد معين okay هذا
+
+446
+00:37:22,590 --> 00:37:28,430
+ال maximum غير عن الاشالـ least cost solution الـ
+
+447
+00:37:28,430 --> 00:37:32,610
+depth تبعه احنا ممكن برضه نكون هناك قدر من التقدير
+
+448
+00:37:32,610 --> 00:37:36,510
+لوين ال solution ممكن يكون واقع على الأربع levels
+
+449
+00:37:36,510 --> 00:37:41,630
+الأولى جوال عند مثلا العشر levels العشرين level
+
+450
+00:37:41,630 --> 00:37:46,190
+بال average يعني طبعا هذا التقدير على حسب المسألة
+
+451
+00:37:46,190 --> 00:37:50,730
+وعلى حسب تجارب سابقة يعني تمام فبنان على ال
+
+452
+00:37:50,730 --> 00:37:54,390
+pricing factor وبنان على ال M اللي هي maximum
+
+453
+00:37:54,390 --> 00:37:59,590
+depthوبنانا على ال D التي هي depth of الاياش least
+
+454
+00:37:59,590 --> 00:38:02,850
+cost solution ممكن احنا نكون هي نتصور ال
+
+455
+00:38:02,850 --> 00:38:07,230
+complexity نقدر نحسبها و نقدر ال complexity سواء
+
+456
+00:38:07,230 --> 00:38:12,410
+ال time complexity او ال space complexity تبع ال
+
+457
+00:38:12,410 --> 00:38:17,870
+strategy طيب الآن احنا معانا بس حوال خمس دقايقب ..
+
+458
+00:38:17,870 --> 00:38:23,130
+بدنا نتعرف فيهم على ليش بعض الاستراتيجيات الأخرى
+
+459
+00:38:23,130 --> 00:38:27,830
+جد ما نقدر احنا طبعا اللي انا صارنا بنعرف ليش او
+
+460
+00:38:27,830 --> 00:38:32,250
+already بنعرف ال dead first و ال dead first okay
+
+461
+00:38:32,250 --> 00:38:37,970
+بدنا ناخد فكرة عن ايش و هم هدولة و بعدك في
+
+462
+00:38:37,970 --> 00:38:42,390
+المحاضرة الجاية ان شاء الله نبدأ ندرس .. ناخد
+
+463
+00:38:42,390 --> 00:38:47,090
+هدولة و نحللهم نعمل analysisالهم من ناحية ليش ال
+
+464
+00:38:47,090 --> 00:38:50,250
+complexity و ال completeness و ال optimality يعني
+
+465
+00:38:50,250 --> 00:38:53,770
+اننا نجف على ال breadth first و نشوف من خلال قليلة
+
+466
+00:38:53,770 --> 00:38:57,410
+عملها ان نسأل سؤال هل هي optimal هل هي complete
+
+467
+00:38:57,410 --> 00:39:01,870
+ايش ال complexity تبعها معدل اتزايد كيف الحال كل
+
+468
+00:39:01,870 --> 00:39:06,670
+شكله بس في الأول اتقرف على شو يعني uniform cost و
+
+469
+00:39:06,670 --> 00:39:10,250
+شو يعني depth limited و شو يعني iterative
+
+470
+00:39:10,250 --> 00:39:10,850
+deepening
+
+471
+00:39:16,190 --> 00:39:19,610
+نبدأ بالـ Uniform Cost في الـ Uniform Cost انا لو
+
+472
+00:39:19,610 --> 00:39:26,350
+عندى ال tree بتتشعد زى ال tree تبقى تلخريطة
+
+473
+00:39:26,350 --> 00:39:35,670
+رومانيا وفي عندى كل node التكلفة
+
+474
+00:39:35,670 --> 00:39:43,350
+تبعتها معروفة تكلفة الانتقال منكل link تكلفة
+
+475
+00:39:43,350 --> 00:39:45,730
+الموضوع تكلفة الانتقال من ال node إلى ال node
+
+476
+00:39:45,730 --> 00:39:52,610
+الأخرى فأنا في ال uniform cost باجي الانتقال بجه
+
+477
+00:39:52,610 --> 00:39:58,590
+محكوم على أساس ال cost يعني كيف؟ يعني أنا الأن هنا
+
+478
+00:39:58,590 --> 00:40:01,950
+أنا
+
+479
+00:40:01,950 --> 00:40:05,130
+الأن في .. أنا كنت هنا و خلصت منها و ما هياش ال
+
+480
+00:40:05,130 --> 00:40:11,640
+goal و صار في عندي تلاتة children okayفحصت هذه ال
+
+481
+00:40:11,640 --> 00:40:20,360
+cost هذي x و هذي y و هذي z ايش هو x y z دول ال
+
+482
+00:40:20,360 --> 00:40:25,880
+cost بختار ال cost اللي اجري اولا الان بعدين جيت
+
+483
+00:40:25,880 --> 00:40:31,180
+هنا و راجيت ان هذه ال children تلاتة تمام انا هنا
+
+484
+00:40:31,180 --> 00:40:35,090
+خلصت منها ال linkقفز هذه خلصت منها الان هل أقفز
+
+485
+00:40:35,090 --> 00:40:39,530
+هنا و لا هنا و هذه خلصت منها هل أقفز بعد هذه إلى
+
+486
+00:40:39,530 --> 00:40:42,970
+هذه و لا هذه و لا هذه و لا هذه و لا ارجع على واحدة
+
+487
+00:40:42,970 --> 00:40:47,390
+من ال siblings محكم برضه بال إيش بال cost ال total
+
+488
+00:40:47,390 --> 00:40:52,770
+cost هنا ماشي فانا بمشي على اللي بيحكمني او بيحكم
+
+489
+00:40:52,770 --> 00:40:59,570
+ال strategy هذه اللي هو ال least cost okay سمان بس
+
+490
+00:40:59,570 --> 00:41:08,330
+شويةExpand ال least cost هدفه Uniform Uniform cost
+
+491
+00:41:08,330 --> 00:41:12,430
+search Expand ال least cost Unexpanded note النوت
+
+492
+00:41:12,430 --> 00:41:20,410
+اللي لسه ما فحصناهاش بنقيمهم على أساس إيش ال cost
+
+493
+00:41:20,410 --> 00:41:24,470
+ال total إليها من ال start إليها و بنبدأ في الأقل
+
+494
+00:41:24,470 --> 00:41:29,390
+cost أولا أساسي عليك كده بتحكي .. بتشوف الأقل cost
+
+495
+00:41:29,390 --> 00:41:34,630
+دايما أقل costممكن انا موصلش لهدف غير لل goal set
+
+496
+00:41:34,630 --> 00:41:40,570
+غير على اخر احتمالية جيد جدا وهذا برضه ورد في ال
+
+497
+00:41:40,570 --> 00:41:44,570
+depth وورد في ال .. يعني مثلا انا في ال depth تعرف
+
+498
+00:41:44,570 --> 00:41:48,790
+هاي tree عندي ممكن ال goal يوجهه هنا في ال level
+
+499
+00:41:48,790 --> 00:41:54,630
+التاني او التالت صح؟ بس لان انا ماشي ال depth هشوف
+
+500
+00:41:54,630 --> 00:42:01,090
+همر على كل العالم هذه الى ان بعدين اشوف هذا صح؟
+
+501
+00:42:01,560 --> 00:42:10,160
+فهذا القضية يعني واردة و اللى بده يطبق ال strategy
+
+502
+00:42:10,160 --> 00:42:16,220
+هدى بده بناء على معرفته بالمسألة و معرفته بغالبا
+
+503
+00:42:16,220 --> 00:42:21,140
+وين بيكون ال goal منحاز إلى أي جانب إلى أي level
+
+504
+00:42:21,140 --> 00:42:26,920
+على هذا الأساس بيقرر استخدم هذه ال strategy او هذه
+
+505
+00:42:27,310 --> 00:42:30,010
+يعني إذا احنا بنعرف إن ال goal إذا بتبقى دايما
+
+506
+00:42:30,010 --> 00:42:35,610
+غلطة تحت يبقى الأنسب أمشي depth first مش breadth
+
+507
+00:42:35,610 --> 00:42:40,470
+first إذا أنا بعرف إن ال goal ماببعدش كتير مسافة
+
+508
+00:42:40,470 --> 00:42:43,970
+في هذه التجارة و لا في هذه عن ال initial ممكن
+
+509
+00:42:43,970 --> 00:42:48,990
+أستخدم ال mean ال uniform cost بيوصللي أنا لو جاش
+
+510
+00:42:48,990 --> 00:42:52,730
+عارف هو هنا ولا هنا ولا هنا بس كإني يعني متخيل إنه
+
+511
+00:42:52,730 --> 00:42:59,410
+منطقة بضار هيكفبس أخدم ال depth first ال list كوصة
+
+512
+00:42:59,410 --> 00:43:03,550
+و ال uniform واضح بس خلينا في الأول نتأكد ان احنا
+
+513
+00:43:03,550 --> 00:43:08,510
+فهمنا ايش استراتيجية هذه استراتيجية هذه بتعطي لكل
+
+514
+00:43:08,510 --> 00:43:14,430
+note سجل معاها رقم الرقم هذا هو جداش بعضها عن ال
+
+515
+00:43:14,430 --> 00:43:22,410
+initial جداش بعضها الإجماليبال cost مش بالقفزات مش
+
+516
+00:43:22,410 --> 00:43:28,630
+بعدد ال links بال cost صح وبالتالي بتاخد على ايش
+
+517
+00:43:28,630 --> 00:43:34,190
+على اساس بتاخد الأقل اولا خلصنا من هذه ال uniform
+
+518
+00:43:34,190 --> 00:43:38,410
+ال depth limited depth limited حالة خاصة من ال
+
+519
+00:43:38,410 --> 00:43:41,870
+depth first ال depth limited انه انا بدأ مش ال
+
+520
+00:43:41,870 --> 00:43:47,390
+depth first بس انا بدي احكم ال algorithm انها
+
+521
+00:43:47,390 --> 00:43:55,800
+ماتنزلش عنكذا n number of levels اه يعني مثلا انا
+
+522
+00:43:55,800 --> 00:43:59,420
+كنت هنا و راجيت ان ليها children و خشيت على ال
+
+523
+00:43:59,420 --> 00:44:00,860
+children و ثم على ال children و ثم على ال children
+
+524
+00:44:00,860 --> 00:44:06,840
+مابضالنيش كاشف ل .. لما لنهاية لأ لعند عدد n مثلا
+
+525
+00:44:06,840 --> 00:44:12,120
+سوى ستة و لا خمسة من ال levels اوجف ال depth و
+
+526
+00:44:12,120 --> 00:44:18,430
+ابدأ ارتد ارتد يعني بدل ما اتعمق في ال childrenأجي
+
+527
+00:44:18,430 --> 00:44:22,450
+أبدأ أشوف ال siblings، مظبوط؟ يعني هاد الآن أنا
+
+528
+00:44:22,450 --> 00:44:27,090
+ماجي فينا هو إذا جيتي لها child، بشوفه، بس إذا
+
+529
+00:44:27,090 --> 00:44:31,070
+هادي لها child، بدورش عليه، لإن خلاص، هاد حدودي،
+
+530
+00:44:31,070 --> 00:44:35,690
+ببتد، بشوف ال siblings ده و هنا خلاصت، برجي بشوف،
+
+531
+00:44:35,690 --> 00:44:40,370
+فأنا فيه عندي إيش؟ limit لل depth، limit لل depth
+
+532
+00:44:40,370 --> 00:44:45,620
+عشان كده إيش السماء؟ depth limiteddepth limited
+
+533
+00:44:45,620 --> 00:44:50,020
+search هي depth fast ولكن عند limit معين طب انا لو
+
+534
+00:44:50,020 --> 00:44:53,980
+خلصت كل اللي اخدت بس ماوصلت عشان ال goal اه وجدتها
+
+535
+00:44:53,980 --> 00:44:58,360
+انزلت على ال limit وجدتها يا اما انا بكون حاطط
+
+536
+00:44:58,360 --> 00:45:02,280
+لنفسي termination condition انه انا ماعندي قدرة ال
+
+537
+00:45:02,280 --> 00:45:06,640
+system ماعنده time ولا space انه يتعمق وبالتالي
+
+538
+00:45:06,640 --> 00:45:11,560
+بيقل ان انا فشل بغض نظر ال goal موجود ولا لأبس فشل
+
+539
+00:45:11,560 --> 00:45:15,980
+لأنه انت حكمته ب time و space فبدأنا على ال time و
+
+540
+00:45:15,980 --> 00:45:19,100
+space اللي انت مقاطعينه ليه هو مالجهش طبعا يا اما
+
+541
+00:45:19,100 --> 00:45:23,400
+بتقوله اشتغل iterative deepening ايش ال iterative
+
+542
+00:45:23,400 --> 00:45:30,520
+deepening اللي هي انه ابدا انت في ال phase
+
+543
+00:45:30,520 --> 00:45:35,740
+الأولاني امشي depressed
+
+544
+00:45:37,450 --> 00:45:41,890
+بس لغاية تلاقيش ال level الأول مالجتش ال goal عيد
+
+545
+00:45:41,890 --> 00:45:47,810
+الكرة من جديد و ال limit تبعك اتنين هنا ال limit
+
+546
+00:45:47,810 --> 00:45:51,670
+تبعهم one مالجتش
+
+547
+00:45:51,670 --> 00:45:55,390
+ال goal عيد الكرة من جديد و ال limit تبعك اتنين
+
+548
+00:45:55,390 --> 00:46:00,350
+مالجتش ال goal عيد الكرة من جديد و ال limit تبعك
+
+549
+00:46:00,350 --> 00:46:05,600
+اتنين يعني مش ال depthبيبدأ يشوف ال siblings بيغطي
+
+550
+00:46:05,600 --> 00:46:09,700
+كل ال tree هذه مالجاش ال goal بيبدأ من جديد بيشوف
+
+551
+00:46:09,700 --> 00:46:16,380
+ليش العين تلاتة هذا اسمه iterative deepening يعني
+
+552
+00:46:16,380 --> 00:46:22,140
+التعمق deepening deepening يعني انا بتعمل
+
+553
+00:46:22,140 --> 00:46:29,280
+iteratively يعني بتدرج واضح؟ هعطيكوا رسمه بس بتوضح
+
+554
+00:46:29,280 --> 00:46:33,860
+الفكرة السريعو المحاضرة الجاية بنرجع بنشوف التحليل
+
+555
+00:46:33,860 --> 00:46:37,960
+اللي هو ال complexity تبعهم هذا ال depth limited و
+
+556
+00:46:37,960 --> 00:46:41,620
+ال iterative deepening طلع حياته ال limit هنا one
+
+557
+00:46:41,620 --> 00:46:48,920
+فأجى خش و أغطى مالجاش ال goal في ال iteration
+
+558
+00:46:48,920 --> 00:46:54,100
+التانية ال depth تبع اتنين فراح بدأ من هنا ومشي
+
+559
+00:46:54,100 --> 00:46:58,740
+depth first صح؟
+
+560
+00:47:02,700 --> 00:47:08,040
+مالجهش ال limit تبعه اتنين يعني عشان من هنا وشاف
+
+561
+00:47:08,040 --> 00:47:12,040
+هذا لجه مش goal شاف ال child تبعه بس ايش بتعمق مش
+
+562
+00:47:12,040 --> 00:47:15,160
+هتعمق بعد هيك بعد ال child ده مش هتعمق اكتر لأن ال
+
+563
+00:47:15,160 --> 00:47:19,000
+limit تبعه خلاص وصل ال limit تبعه مظبوط بيرجع
+
+564
+00:47:19,000 --> 00:47:24,020
+بيرجع في ال iteration اللي بعدها بزيد ال limit الى
+
+565
+00:47:24,020 --> 00:47:29,500
+ايش الى تلاتة طبعا التدرج في ال deepening مش
+
+566
+00:47:29,500 --> 00:47:34,590
+بضرورة يكونواحد اتنين تلاتة يعني واحد limit واحد
+
+567
+00:47:34,590 --> 00:47:41,190
+level كل مرة ممكن يعملها واحد اتنين اربعة تمانية
+
+568
+00:47:41,190 --> 00:47:47,630
+احسب ايش اللي ممكن ي feed عملية الوصول الى الهدف
+
+569
+00:47:47,630 --> 00:47:51,670
+بس واضحة ده الفكرة ان ايش يعني iterative deepening
+
+570
+00:47:51,670 --> 00:47:56,010
+يعني تعمق تدريجي بس مش تعمق تدريجي بمعنى انا بفحص
+
+571
+00:47:56,010 --> 00:47:58,630
+level هذا و بعدين بخش و بعدين بفحص اللي بعده و
+
+572
+00:47:58,630 --> 00:48:04,630
+بعدين بخش لا برجع جواOkay برجع لجوة أبدأ من ال
+
+573
+00:48:04,630 --> 00:48:09,950
+initial state في كل deepening stage أو deepening
+
+574
+00:48:09,950 --> 00:48:14,130
+phase في عندي multiple iterations صح ولا لأ
+
+575
+00:48:14,130 --> 00:48:18,790
+multiple iterations يعني one iteration يعني كل
+
+576
+00:48:18,790 --> 00:48:24,490
+نقلة هي iteration طيب الآن احنا المحاضرة الجاي ان
+
+577
+00:48:24,490 --> 00:48:28,210
+شاء الله بنمر على الكلام اللي هو عبارة عن ليش؟الـ
+
+578
+00:48:28,210 --> 00:48:30,770
+Theoretical Analysis أو الـ Complexity Analysis
+
+579
+00:48:30,770 --> 00:48:38,190
+لأربع أو خمس Strategies هذه و هنطلع عليهم من ناحية
+
+580
+00:48:38,190 --> 00:48:40,930
+الـ Completeness، من ناحية الـ Optimality و من
+
+581
+00:48:40,930 --> 00:48:44,730
+ناحية طبعا ليش ال Complexity Timespace أعطيكم
+
+582
+00:48:44,730 --> 00:48:45,830
+العافية إذا في أي سؤال
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q.srt
new file mode 100644
index 0000000000000000000000000000000000000000..116ace7f4b06c1bc3a2a646c37e29812c4051733
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q.srt
@@ -0,0 +1,1367 @@
+1
+00:00:21,040 --> 00:00:25,840
+بسم الله الرحمن الرحيم، أحنا المحاضرة الماضية كنا
+
+2
+00:00:25,840 --> 00:00:30,500
+بدأنا في الـ lecture number 12 hybrid intelligence
+
+3
+00:00:30,500 --> 00:00:35,320
+systems اللي بتتناول شقين: evolutionary neural
+
+4
+00:00:35,320 --> 00:00:39,360
+networks من ناحية، و fuzzy evolutionary systems من
+
+5
+00:00:39,360 --> 00:00:42,820
+ناحية أخرى. غطينا الشق الأول، اللي هو
+
+6
+00:00:42,820 --> 00:00:46,680
+evolutionary neural networks، تمام، وشوفنا مثالًا على
+
+7
+00:00:46,680 --> 00:00:51,820
+ذلك، كيف أنني أستفيد من قدرة الـ Genetic
+
+8
+00:00:51,820 --> 00:00:56,460
+Algorithm على الـ Optimization للوصول إلى الـ
+
+9
+00:00:56,460 --> 00:01:01,340
+optimum weights. بالظبط، هذا من ناحية، ومن ناحية
+
+10
+00:01:01,340 --> 00:01:05,940
+أخرى، الـ optimum topology. قلنا إنه الـ network نفسها
+
+11
+00:01:05,940 --> 00:01:09,520
+وعلاقة الـ nodes ببعض، برضه، كذا كذا حالة أنا ممكن
+
+12
+00:01:09,520 --> 00:01:15,440
+أخضعها للتحسين من قبل اللي هو الـ genetic algorithm،
+
+13
+00:01:15,440 --> 00:01:18,220
+أو أخضعها للـ genetic algorithm عشان تعطي الـ
+
+14
+00:01:18,220 --> 00:01:22,510
+optimum configuration أو optimum topology. طبعًا، هذا
+
+15
+00:01:22,510 --> 00:01:24,970
+كان موضوعنا المحاضرة الماضية. اليوم إن شاء الله
+
+16
+00:01:24,970 --> 00:01:29,430
+بنشوف كيف الـ evolutionary technique اللي هي الـ
+
+17
+00:01:29,430 --> 00:01:32,370
+genetic algorithm، اللي ممكن أستفيد منها في الـ
+
+18
+00:01:32,370 --> 00:01:35,190
+fuzzy systems. الـ fuzzy systems، إذا بتذكروا، في
+
+19
+00:01:35,190 --> 00:01:39,230
+الآخر هي rule-based systems، يعني هي مجموعة من الـ
+
+20
+00:01:39,230 --> 00:01:45,250
+rules، ولكنها fuzzy rules. الـ fuzzy rules: if
+
+21
+00:01:45,250 --> 00:01:49,230
+condition، وممكن يبقى if كذا and كذا and كذا، و
+
+22
+00:01:49,230 --> 00:01:56,830
+conclusion، صح؟ الـ conditions بتاعت الـ fuzzy rule هي
+
+23
+00:01:56,830 --> 00:02:03,970
+عبارة عن إيش؟ هل الـ input اللي دخل ينتمي إلى هذا الـ
+
+24
+00:02:03,970 --> 00:02:08,600
+set أو لا ينتمي. يعني أن هي عبارة عن الـ conditions هي
+
+25
+00:02:08,600 --> 00:02:13,340
+فحص لدرجة انتماء الـ input إلى مجموعة الـ fuzzy sets
+
+26
+00:02:13,340 --> 00:02:18,980
+اللي موجودة، والـ conclusion أيضًا كذلك الحال، بتقول
+
+27
+00:02:18,980 --> 00:02:23,220
+لي أنه إذا كان الـ input كذا ينتمي إلى هذا الـ set، و
+
+28
+00:02:23,220 --> 00:02:26,380
+الـ input الآخر ينتمي إلى هذا الـ set، فالـ output
+
+29
+00:02:26,380 --> 00:02:33,490
+ينتمي إلى هذا الـ set أو ذلك. فإحنا الآن، إيش التحدي
+
+30
+00:02:33,490 --> 00:02:39,970
+الأساسي في الـ Fuzzy، في الـ Fuzzy Systems، هو أنه
+
+31
+00:02:39,970 --> 00:02:44,910
+يكون عندي Rules دقيقة، الـ Fuzzy Rules دقيقة، يعني
+
+32
+00:02:44,910 --> 00:02:52,510
+أنا عم بستند إلى مجموعة من الـ Rules، كل
+
+33
+00:02:52,510 --> 00:02:57,510
+الـ Rules هذه: If...Then، مظبوط؟
+
+34
+00:02:57,510 --> 00:03:04,410
+هذا هو الـ one، والـ two، والتلاتة... إلى rule going in
+
+35
+00:03:04,410 --> 00:03:08,950
+مثلاً. فالتحدي عنده هو أن تجهز الـ rules دقيقة من
+
+36
+00:03:08,950 --> 00:03:13,010
+ناحية الشروط، ودقيقة من ناحية درجة الـ certainty
+
+37
+00:03:13,010 --> 00:03:17,270
+المظبوطة. المعنى أن أنا لما بقول أن هو ينتمي، أن الـ z
+
+38
+00:03:17,270 --> 00:03:21,110
+أو الـ output ينتمي إلى مثلاً class one أو class two،
+
+39
+00:03:21,110 --> 00:03:25,670
+برضه فيه عندي certainty. فإحنا الآن، لو جينا على
+
+40
+00:03:25,670 --> 00:03:34,100
+مثال، أو أنني أستعين بالـ Evolutionary أو الـ Genetic
+
+41
+00:03:34,100 --> 00:03:42,000
+Algorithm، في إنها تولد لمجموعة أو تشكل لمجموعة الـ
+
+42
+00:03:42,000 --> 00:03:48,140
+rules الصحيحة اللي بتعطي نتائج صحيحة. طبعًا، لازم يكون
+
+43
+00:03:48,140 --> 00:03:53,040
+في عندي data، أختبر الـ rules على الـ data، وأشوف كده
+
+44
+00:03:53,040 --> 00:03:56,480
+الـ rules اللي بتعطيني نتائج صحيحة. لو عندي مثلاً ألف
+
+45
+00:03:56,480 --> 00:04:02,620
+data item أو ألف pattern data item أو data record،
+
+46
+00:04:02,620 --> 00:04:08,980
+نسميه pattern، وطبعًا أنا عارف الـ pattern وعارف
+
+47
+00:04:08,980 --> 00:04:12,420
+التصنيف الصحيح تبعه، هو ينتمي إلى class one ولا
+
+48
+00:04:12,420 --> 00:04:18,140
+class two ولا تلاتة، أو إيش؟ من دلوقتي وجيت قست قد إيش
+
+49
+00:04:18,140 --> 00:04:23,980
+عدد التصنيفات الصحيحة اللي أعطاني إياها الـ system بناءً
+
+50
+00:04:23,980 --> 00:04:29,380
+عليها، يبقى هذا هو الـ fitness تبعها. فأنا لو عندي
+
+51
+00:04:29,380 --> 00:04:32,760
+مجموعة من الـ rules، والـ fitness تبعهم ضعيف، و
+
+52
+00:04:32,760 --> 00:04:36,220
+بعد كده بولد منهم مجموعة أخرى من الـ rules عشان
+
+53
+00:04:36,220 --> 00:04:40,380
+يحسّن، تدرُجًا، إلى أن ألاقي مجموعة من الـ rules أو
+
+54
+00:04:40,380 --> 00:04:44,620
+generation يعني، من الـ rules اللي الـ fitness تبعهم
+
+55
+00:04:44,620 --> 00:04:49,600
+عالي. لأن بعضها هيطلع إجابات صحيحة. هذا الكلام بيستند
+
+56
+00:04:49,600 --> 00:04:54,080
+إلى وجود data، data training. دلوقتي training دلوقتي،
+
+57
+00:04:54,080 --> 00:04:57,840
+صح؟ بالظبط. فإحنا الآن هنشوف كيف الـ fuzzy الـ
+
+58
+00:05:04,670 --> 00:05:16,490
+البسيطة جدًا، هي الـ steps واضحة. أنا بدأ أرجع للآخر بس
+
+59
+00:05:16,490 --> 00:05:21,690
+هي جزئية بدها تفصيل، أو بدها نخوض في تفاصيلها، إنما
+
+60
+00:05:21,690 --> 00:05:27,680
+الـ steps بتاعت الـ Design بين الـ fuzzy والـ genetic
+
+61
+00:05:27,680 --> 00:05:30,740
+algorithm ما بتخرجش عن الكلام اللي أنا حكيته.
+
+62
+00:05:30,740 --> 00:05:35,700
+يعني مبدئيًا: Randomly generate an initial
+
+63
+00:05:35,700 --> 00:05:41,020
+population of chromosomes. chromosomes إيش بتتوقع؟
+
+64
+00:05:41,020 --> 00:05:49,480
+هي الـ chromosome الواحد، بدي يكون إيش؟ rule واحدة.
+
+65
+00:05:49,480 --> 00:05:53,740
+كل rule عبارة عن chromosome.
+
+66
+00:05:58,100 --> 00:06:02,060
+و الـ chromosome الواحد هو عبارة عن تشكيلة من الـ rules.
+
+67
+00:06:02,060 --> 00:06:10,300
+لاحظ أنه أنا بأبحث عن تشكيلة الـ rules اللي أحطها
+
+68
+00:06:10,300 --> 00:06:13,420
+في الـ database بتاعت الـ rule-based expert system.
+
+69
+00:06:13,420 --> 00:06:18,360
+fuzzy rules، ماشي؟ fuzzy rules، بس أنا بأبحث عن تشكيلة
+
+70
+00:06:18,360 --> 00:06:21,280
+من الـ rules اللي أستند إليها، تكون هي الـ database
+
+71
+00:06:21,280 --> 00:06:23,720
+أو الـ knowledge base بتاعتي. يعني الحين الـ rule
+
+72
+00:06:23,720 --> 00:06:27,930
+بتعتبر الـ input بتاع الـ encoding اللي بدك تدخله على
+
+73
+00:06:27,930 --> 00:06:31,870
+الـ genetic، على الـ chromosome اللي أنت عملته. أنا
+
+74
+00:06:31,870 --> 00:06:36,190
+بدي أشكّل الـ chromosome، أشكّله، ويتكوّن من إيش؟ من
+
+75
+00:06:36,190 --> 00:06:39,970
+مجموعة من الـ rules. الـ chromosome الواحد يعني: هذه R1،
+
+76
+00:06:39,970 --> 00:06:48,970
+هذه R2، هذه R3، هذه R4. صح؟ طبعًا هذا one chromosome.
+
+77
+00:06:48,970 --> 00:06:52,870
+chromosome آخر، بديكون إيش؟
+
+78
+00:06:56,370 --> 00:07:00,130
+هي مجموعة مختلفة. لأ، إحنا ليش نصيّغها بالشكل هذا؟
+
+79
+00:07:00,130 --> 00:07:04,830
+إحنا نيجي هنا نقول أنا
+
+80
+00:07:04,830 --> 00:07:11,350
+عندي بورس واحد، لذلك
+
+81
+00:07:11,350 --> 00:07:19,230
+افترض أن أنا فيه عندي عشرة
+
+82
+00:07:19,230 --> 00:07:19,690
+بورس.
+
+83
+00:07:26,560 --> 00:07:34,380
+الـ chromosome الواحد، تشكيلته binary. إذا حطيت one،
+
+84
+00:07:34,380 --> 00:07:40,800
+معناته أن rule رقم واحد داخلة، داخلة في الـ rule
+
+85
+00:07:40,800 --> 00:07:49,060
+set. إذا حطيت zero، معناته rule مش داخلة. one يعني
+
+86
+00:07:49,060 --> 00:07:53,420
+داخلة، و zero يعني مش داخلة. و zero معناته
+
+87
+00:07:54,830 --> 00:07:59,290
+التلاتة don't care، يعني أنها تخش أو ما تخشش، لا
+
+88
+00:07:59,290 --> 00:08:05,530
+يؤثر على النتائج. أنا أصبح تشكيلة الـ chromosome هي
+
+89
+00:08:05,530 --> 00:08:11,970
+أن أنا selection، أنا عامل عشرة rules أو بقول
+
+90
+00:08:11,970 --> 00:08:17,550
+100 rules، لكن أنا هستخدم منهم مش كلهم، الـ 100
+
+91
+00:08:17,550 --> 00:08:21,470
+rules، اللي بدهم يخشوا، بدي أستخدم عشرين rules فقط، أو
+
+92
+00:08:21,470 --> 00:08:30,360
+عشرة. فببني الـ chromosome بتاعي بحيث أنه يتسع حجمه
+
+93
+00:08:30,360 --> 00:08:35,600
+لكل الـ 100 اللي عندي، ولكن الـ one و الـ zero هي اللي
+
+94
+00:08:35,600 --> 00:08:38,880
+بتقول لي ما إذا كانت الـ rule تدخل ولا ما تدخلش،
+
+95
+00:08:38,880 --> 00:08:43,640
+وبالتالي أنا من هنا تيجي اللي هو الـ randomness.
+
+96
+00:08:43,640 --> 00:08:50,720
+فهذا التشكيل
+
+97
+00:08:50,720 --> 00:08:55,990
+معناته أن الـ rules هذه هي اللي داخلة، والـ rules الثانية مش
+
+98
+00:08:55,990 --> 00:09:00,110
+داخلة، واللي بنكّر طبعًا. خلّيني أوضح شوية اللي
+
+99
+00:09:00,110 --> 00:09:04,810
+داخلين، واضح؟
+
+100
+00:09:04,810 --> 00:09:08,630
+واضح؟ إيش فكرة... إيش فكرة البنية... وين بنية الـ
+
+101
+00:09:08,630 --> 00:09:12,050
+chromosome؟ الـ chromosome ده اللي قلنا إنه بيسع
+
+102
+00:09:12,050 --> 00:09:15,210
+مثلاً لو كان عندي 100 rule، قلنا إنه... بخليه 100
+
+103
+00:09:15,210 --> 00:09:18,570
+على 100. أيوة، طول الـ chromosome لازم يكفي لـ الـ
+
+104
+00:09:18,570 --> 00:09:24,010
+maximum number، لكن الـ genes بتاعته هي اللي
+
+105
+00:09:24,010 --> 00:09:28,090
+بتقول لي إذا كانت الـ rule موجودة، داخلة ولا ليش
+
+106
+00:09:28,090 --> 00:09:33,010
+داخلة، صح؟ يعني هو كله عبارة عامة عن chromosome، ممكن
+
+107
+00:09:33,010 --> 00:09:35,550
+أقول له هذا chromosome تاني، شكل تاني للـ rule اللي أنا
+
+108
+00:09:35,550 --> 00:09:40,370
+أختار. اختيار آخر، هذا اختيار، هذا اختيار آخر،
+
+109
+00:09:40,370 --> 00:09:45,030
+selection أخرى. كل chromosome يعبر عن selection من الـ
+
+110
+00:09:45,030 --> 00:09:49,940
+من الـ 100، من الـ 100. واضح؟ حلو كتير. Randomly
+
+111
+00:09:49,940 --> 00:09:53,880
+Generate Initial Population of Chromosomes، قد إيش بدّه
+
+112
+00:09:53,880 --> 00:10:01,160
+مثلاً كده، right؟
+
+113
+00:10:01,160 --> 00:10:05,720
+say 10 or 20 chromosomes. Each gene in a chromosome
+
+114
+00:10:05,720 --> 00:10:10,780
+corresponds to a particular fuzzy rule. طبعًا fuzzy
+
+115
+00:10:12,700 --> 00:10:15,620
+rule in the rule set defined by S all. هذا اللي إحنا
+
+116
+00:10:15,620 --> 00:10:19,480
+بنحكي عنه، S all. هذا هو الـ rules المية اللي إحنا
+
+117
+00:10:19,480 --> 00:10:25,560
+مُحضرينهم، بس إحنا مشكلتنا أنه مُحضرين rules متعددة،
+
+118
+00:10:25,560 --> 00:10:31,700
+ولكن مش عارفين مين منهم اللي نستند إليه، اللي يلعب
+
+119
+00:10:31,700 --> 00:10:38,920
+فعلاً دور في عملية التصنيف، عملية اتخاذ التصنيف. okay.
+
+120
+00:10:38,920 --> 00:10:45,350
+أما كيف إحنا بنولدها، سؤال علمي. هدول، هذه هي التفاصيل
+
+121
+00:10:45,350 --> 00:10:49,810
+اللي أنا مُجلدها شوية. إذا بتلاحظ، بدأ من slide
+
+122
+00:10:49,810 --> 00:10:55,270
+number 27، اللي هي الخلاصة، تمام؟ بعدين بدي أرجع تاني
+
+123
+00:10:55,270 --> 00:10:58,190
+عشان أعطيك التفاصيل. calculate الـ performance، هذا
+
+124
+00:10:58,190 --> 00:11:00,490
+الكلام اللي إحنا عارفينه، يعني هذا إحنا عارفينه
+
+125
+00:11:00,490 --> 00:11:03,790
+already. عشانك برضه كويس أن أبدأ في شيء أنت عارفه.
+
+126
+00:11:03,790 --> 00:11:07,590
+Calculate the performance or fitness of each واحد
+
+127
+00:11:07,590 --> 00:11:08,170
+من هدول.
+
+128
+00:11:18,190 --> 00:11:24,350
+الآن، كل واحد من هدول بيقول لي استخدم الـ rule كذا،
+
+129
+00:11:24,350 --> 00:11:29,010
+وما تستخدمش كذا. جميل. أنا اللي هو قال لي عنهم، هحطهم
+
+130
+00:11:29,010 --> 00:11:34,810
+في الـ rule set. الـ rule set هذا هو knowledge base.
+
+131
+00:11:34,810 --> 00:11:41,130
+الآن ماشي، دخل الـ data items واحد ورا الثاني، شوف الـ
+
+132
+00:11:41,130 --> 00:11:48,670
+rules هذه، لو فعلت إيش، هتبقى لها إيه؟ في الآخر أنا
+
+133
+00:11:48,670 --> 00:11:55,590
+بدخل data item، هاه، X1 و X2، بدخل vector على
+
+134
+00:11:55,590 --> 00:11:59,770
+knowledge system، على الـ expert system. الـ expert
+
+135
+00:11:59,770 --> 00:12:03,390
+system وظيفته أن يقول لي هذا الـ data item ينتمي إلى
+
+136
+00:12:03,390 --> 00:12:14,620
+C1 ولا C2 ولا C3، وبأي membership
+
+137
+00:12:14,620 --> 00:12:21,740
+value، صح؟ أنا أريد أن أشوف إذا، والله، طبعًا أنا أعلم
+
+138
+00:12:21,740 --> 00:12:27,300
+أن X1 هذا الـ pattern، هذا الـ pattern، وفي وراءه عدة
+
+139
+00:12:27,300 --> 00:12:31,740
+patterns كتير أختبرهم، أنا أعلم أن هذا ينتمي إلى C2،
+
+140
+00:12:31,740 --> 00:12:36,520
+أريد أن أشوف هذا هو قال C2 أو C1، إذا C1 يعني غلط،
+
+141
+00:12:36,520 --> 00:12:42,850
+C2 صح، تمام؟ أريد أن أرى كم واحد من هؤلاء يُطلق
+
+142
+00:12:42,850 --> 00:12:50,330
+التصنيف بحكم صحيح. هذا هو الـ fitness، هذا مقدار جدارة
+
+143
+00:12:50,330 --> 00:12:57,290
+الـ system، جدارته بناءً على هذا الـ set اللي هو تعبير
+
+144
+00:12:57,290 --> 00:13:00,930
+عن هذا الـ chromosome. حسبنا لهذا الـ chromosome
+
+145
+00:13:00,930 --> 00:13:05,900
+عملية مُنية، عملية اختبار جدارة هذا الكروموسوم، عملية
+
+146
+00:13:05,900 --> 00:13:09,540
+مُضنية، أن أنا بدي أدخل كل الـ data items، كل الـ
+
+147
+00:13:09,540 --> 00:13:15,300
+patterns، وأحسب نسبة الخطأ في الـ system. في شغل
+
+148
+00:13:15,300 --> 00:13:19,480
+الـ system. هأسيبه بكره، مرة ثانية، كروموسوم من بعد من
+
+149
+00:13:19,480 --> 00:13:24,180
+بعد من، بعد هذا. هو الـ fitness. Calculate the
+
+150
+00:13:24,180 --> 00:13:26,700
+performance or fitness of each individual
+
+151
+00:13:26,700 --> 00:13:30,620
+chromosome in the current population. عادةً أو لا
+
+152
+00:13:30,620 --> 00:13:32,720
+الاتنين، مش هم لحالهم، هذه بنية، في عندي
+
+153
+00:13:56,740 --> 00:14:02,320
+عشان أعمل إيش؟ أعمل إيش؟ أعمل إيش؟ أعمل إيش؟ أعمل إيش؟
+
+154
+00:14:06,650 --> 00:14:11,010
+أعمل new mating، هنا يعني تزاوج، عشان أعمل cross
+
+155
+00:14:11,010 --> 00:14:17,750
+over، تمام؟ فأول شيء، بأطبّق الـ cross over، بعدين بكرّر،
+
+156
+00:14:17,750 --> 00:14:24,610
+يعني بعمل mutation، تمام؟ وبعدين برجع بكرّر مرة
+
+157
+00:14:24,610 --> 00:14:29,390
+ثانية. عملت
+
+158
+00:14:29,390 --> 00:14:33,990
+cross over، عملت mutation. فهدول، اخترت اتنين، تمام؟
+
+159
+00:14:33,990 --> 00:14:39,720
+عملت cross over، وأعطاني اتنين. وربما طبّقت على واحد
+
+160
+00:14:39,720 --> 00:14:43,660
+منهم، أو ما طبّقتش mutation، على حسب الـ probability.
+
+161
+00:14:43,660 --> 00:14:47,840
+المهم، هدول الاتنين اللي أنا قلتهم، نتيجة عملية الـ
+
+162
+00:14:47,840 --> 00:14:53,340
+mating هذه، حطيتهم على هذا generation، هذا generation one.
+
+163
+00:14:53,340 --> 00:15:00,380
+الآن بدي أعمل generation two، صح؟ فكل اتنين عملت لهم زواج،
+
+164
+00:15:00,380 --> 00:15:03,620
+بأعطوني اتنين، اللي بعده بأعطوني اتنين، لما يعني
+
+165
+00:15:03,620 --> 00:15:11,870
+بكرّر هذا الأمر. repeat step 3: select 2 عشان تعمل
+
+166
+00:15:11,870 --> 00:15:16,130
+منهم 2 جديد، عشان
+
+167
+00:15:16,130 --> 00:15:23,270
+تعمل
+
+168
+00:15:23,270 --> 00:15:31,750
+منهم 2 جديد، عشان تعمل منهم 2 جديد، عشان تعمل منهم 2
+
+169
+00:15:31,750 --> 00:15:34,440
+جديد، عشان تعمل منهم 2 جديد. The size of a new
+
+170
+00:15:34,440 --> 00:15:37,100
+population، يعني generation population، and
+
+171
+00:15:37,100 --> 00:15:39,440
+generation becomes equal to the size of the
+
+172
+00:15:39,440 --> 00:15:42,700
+initial population، and then replace. خلاص، هذا بدي
+
+173
+00:15:42,700 --> 00:15:46,720
+أروح، وبدي أقيّم الجديد اللي أنا اعتمدته، عشان أسوي
+
+174
+00:15:46,720 --> 00:15:52,060
+بدي أقيّ
+
+223
+00:20:49,450 --> 00:20:54,470
+B1 برضه هو الـ C1 أنا بأعبّر عامة الـ rules هذه على
+
+224
+00:20:54,470 --> 00:21:00,770
+شكل الـ matrix هذه. افترض أنا صحيح الـ rules هيك هذه
+
+225
+00:21:00,770 --> 00:21:05,870
+الـ rules الآن أنا مش عارف صحتها.
+
+226
+00:21:05,870 --> 00:21:11,270
+الـ data هي اللي هتقول لي إذا كان أحكم على الـ rules
+
+227
+00:21:11,270 --> 00:21:17,760
+صحيح أو لا. يعني أنا هدي هنا النقاط هذه، بعض منها أبيض
+
+228
+00:21:17,760 --> 00:21:22,260
+وبعض منها أسود. البيادة
+
+229
+00:21:22,260 --> 00:21:26,120
+أو السواد هو تصنيف النقطة. النقطة في الآخر هي
+
+230
+00:21:26,120 --> 00:21:30,360
+المحور الـ C وهي المحور الصالح. النقطة هذه الـ
+
+231
+00:21:30,360 --> 00:21:35,760
+pattern هذه هي موجودة في الـ X وهي موجودة في الـ Y، صح؟ هذه
+
+232
+00:21:35,760 --> 00:21:41,500
+هي موجودة في الـ X وهي موجودة في الـ Y، مصبوط؟ تمام؟ لأن هذه
+
+233
+00:21:41,500 --> 00:21:57,610
+النقطة تتقاطع مع A2 هنا، وتتقاطع مع P1 هنا. لأن
+
+234
+00:21:57,610 --> 00:22:02,830
+هذه النقطة السوداء يعني class 1، والأبيض يعني class
+
+235
+00:22:02,830 --> 00:22:10,730
+2. في هذه النقطة نعلم أن الـ input نعلم أنها class 1.
+
+236
+00:22:10,730 --> 00:22:21,030
+والأسود والأبيض نعلم أن class 2. لو
+
+237
+00:22:21,030 --> 00:22:27,570
+أنا الموضوع واقف بس على بس على هيك، بستطيع الآن
+
+238
+00:22:27,570 --> 00:22:33,710
+أستخلص rules بدون الـ genetic algorithm، بدون الـ
+
+239
+00:22:33,710 --> 00:22:39,030
+genetic algorithm. لو الموضوع واقف على إنه النقطة
+
+240
+00:22:39,030 --> 00:22:44,090
+الـ patterns هي نقطة تتكون من بعدين، وإن أنا فيه
+
+241
+00:22:44,090 --> 00:22:50,780
+عندي ثلاث fuzzy sets في اتجاه الـ X وثلاثة في
+
+242
+00:22:50,780 --> 00:22:54,960
+اتجاه الـ Y. هذا الكلام كيف بنسويه؟ كيف بقدر أستخلص
+
+243
+00:22:54,960 --> 00:22:59,140
+بإحسب حاجة اسمها الـ strength. هاي الـ rule الـ
+
+244
+00:22:59,140 --> 00:23:03,960
+structure هادي شفناها إحنا. إن إذا X هو P اختصار لـ
+
+245
+00:23:03,960 --> 00:23:07,380
+pattern، لدي pattern one، pattern two، pattern... أنا
+
+246
+00:23:07,380 --> 00:23:14,040
+بقول X واحد، X اثنين... الـ K خليها شوية لأن بس أنا لأن
+
+247
+00:23:15,880 --> 00:23:20,260
+هيقول الـ structure تبعها: if كذا and كذا، فالـ output
+
+248
+00:23:20,260 --> 00:23:24,860
+وبرضه فيه certainty factor. فأنا عندي اللي هو الـ
+
+249
+00:23:24,860 --> 00:23:27,280
+condition، وعندي الـ result، وعندي الـ certainty
+
+250
+00:23:27,280 --> 00:23:35,260
+factor. ليش؟ للـ result. أنا بقدر أشكل الـ rules وأحسب
+
+251
+00:23:35,260 --> 00:23:38,940
+الـ certainty factor بدون genetic algorithm. إيش
+
+252
+00:23:38,940 --> 00:23:42,860
+اللي بنقدر نعمله؟ اللي هي إن إحنا الـ K هذي معناها
+
+253
+00:23:42,860 --> 00:23:47,860
+قبل قليل هي بتمثل عدد الـ fuzzy sets. هذا الـ K، عدد الـ fuzzy
+
+254
+00:23:47,860 --> 00:23:51,880
+sets. يعني في الـ A ثلاثة وفي الـ B ثلاثة، فالـ K هنا
+
+255
+00:23:51,880 --> 00:23:56,260
+تساوي ثلاثة. لو جسمت أنا إلى أربعة fuzzy sets، ستة وأربعة في
+
+256
+00:23:56,260 --> 00:23:59,940
+الـ X، وأربعة في الـ Y، الـ K معناته أربعة، لأن إحنا
+
+257
+00:23:59,940 --> 00:24:04,480
+مبدئيا أنا بحكي هذا الآن قبل ما نحكي genetic
+
+258
+00:24:04,480 --> 00:24:09,120
+algorithm. بس fuzzy sets لحاله، مبدئيا أنا بقدر أجي أحسب
+
+259
+00:24:09,120 --> 00:24:11,120
+بحاجة اسمها الـ strength.
+
+260
+00:24:14,710 --> 00:24:18,790
+طبعا إحنا بما
+
+261
+00:24:18,790 --> 00:24:25,930
+إنو عندي كيبل سوية ثلاثة، فالـ space كله أصبح مقسم
+
+262
+00:24:25,930 --> 00:24:31,170
+منه ثلاثة في ثلاثة. فـ we partition the input space.
+
+263
+00:24:31,170 --> 00:24:36,030
+الـ space مقصود بيه اللي هو وين وقع الـ patterns
+
+264
+00:24:36,030 --> 00:24:43,810
+الـ حيّز كله. بنقسمه لعسب جدش عندي فئات، وبنحسب
+
+265
+00:24:43,810 --> 00:24:46,510
+الـ strength of each class. كم class الآن في الـ
+
+266
+00:24:46,510 --> 00:24:49,250
+example اللي معايا أنا؟ هما two classes، class one و
+
+267
+00:24:49,250 --> 00:24:54,670
+class two، صح ولا لأ؟ هاي الـ space، هاي الـ space كله
+
+268
+00:24:54,670 --> 00:25:02,150
+هيك، وعندي الأصفر والأبيض. فأنا الآن بدي في كل هذه
+
+269
+00:25:02,150 --> 00:25:07,910
+partitions هذه، ثلاثة في ثلاثة. بس ليش جاي هذه واسعة؟
+
+270
+00:25:07,910 --> 00:25:16,470
+لأن الـ A2 واسعة. لو إن الـ A2 حدودها زي هيك، فكيف كانت
+
+271
+00:25:16,470 --> 00:25:20,890
+ديانة ماشية الحاجة. فالآن في كل واحد من الـ
+
+272
+00:25:20,890 --> 00:25:24,950
+partitions، إيش فيه patterns واقعة، وإيش الـ
+
+273
+00:25:24,950 --> 00:25:27,550
+patterns اللي بتنتمي للـ class هذا ولا للـ class
+
+274
+00:25:27,550 --> 00:25:36,870
+هذا. خد عندك مثلا، خد
+
+275
+00:25:36,870 --> 00:25:46,040
+عندك مثلا اللي هو الـ class أو partition A2B1. A2B1
+
+276
+00:25:46,040 --> 00:25:55,180
+من واقع ضمن هذا النطاق. السوداء هذه تتقاطع مع A2، أي
+
+277
+00:25:55,180 --> 00:26:01,800
+نقطة تتقاطع مع الاتنين هؤلاء معاها، فهي واقعة في الـ
+
+278
+00:26:01,800 --> 00:26:05,860
+partition هذه. فهذه partition، خلّي بالك، الخطوط هذه
+
+279
+00:26:05,860 --> 00:26:10,350
+بتدلش على الـ partition بالضبط، ماذا نتعامل عليها
+
+280
+00:26:10,350 --> 00:26:16,710
+بالنظر، أربعة تتقاطع مع اثنين، وتتقاطع مع B واحد.
+
+281
+00:26:16,710 --> 00:26:22,030
+نقطة أربعة، خمسة
+
+282
+00:26:22,030 --> 00:26:26,910
+تتقاطع مع اثنين، وتتقاطع مع B واحد. نقطة خمسة، من
+
+283
+00:26:26,910 --> 00:26:36,050
+كمان، ستة تتقاطع مع هذا. نقطة أربعة مع هذا واحد
+
+284
+00:26:38,750 --> 00:26:51,930
+خمسة، عشرة، وثمانية، وسبعة. الآن
+
+285
+00:26:51,930 --> 00:26:56,330
+كل
+
+286
+00:26:56,330 --> 00:27:02,930
+النقاط اللي واقعة في الحيز هذا، في الفضاء هذا P2، P1
+
+287
+00:27:02,930 --> 00:27:08,350
+إليهم هذه
+
+288
+00:27:09,040 --> 00:27:15,620
+اللي هيك كلهم طالعين برة لأنهم خرجوا من قطار B1، أي
+
+289
+00:27:15,620 --> 00:27:21,560
+حد هيك، لإنه وقف في قطار الـ A2، صح؟ يعني حق الـ 15 هي
+
+290
+00:27:21,560 --> 00:27:28,620
+تمام. لكن اللي فوق الخط هذا خرجوا لأنهم خرجوا من B1.
+
+291
+00:27:28,620 --> 00:27:35,320
+جميل. الآن، بعض منهم مصنف مسبقا على إنه class 1،
+
+292
+00:27:35,320 --> 00:27:40,860
+وبعض منهم إيش؟ class 2. من منهم class 1؟ اللي هم أربعة
+
+293
+00:27:40,860 --> 00:27:46,580
+وسِتّة وثمانية وخمسة وعشرة. من منهم class 2؟ خمسة و
+
+294
+00:27:46,580 --> 00:27:54,300
+واحد، وثمانية، وسبعة. الآن
+
+295
+00:27:54,300 --> 00:28:00,960
+إيش المطلوب؟ إنه نحسب الـ strength تبع C1 في هذا
+
+296
+00:28:07,050 --> 00:28:11,290
+الحيّز، والـ strength أيضا تبقى C2 في هذا الحيز. يعني
+
+297
+00:28:11,290 --> 00:28:20,470
+لما إحنا نيجي نقول، نرجع
+
+298
+00:28:20,470 --> 00:28:27,250
+برضه على الكتاب، الكتاب أفضل. لما
+
+299
+00:28:27,250 --> 00:28:33,990
+إحنا في step 1 نقول: calculate the strength of each
+
+300
+00:28:41,660 --> 00:28:49,380
+class in each partition. يعني أنا هاخد الـ
+
+301
+00:28:49,380 --> 00:28:52,420
+partitions الأخرى برضه وأعمل لهم نفس العملية. لدي
+
+302
+00:28:52,420 --> 00:28:57,480
+تسعة partitions. أنا في كل partition بتطلع rule
+
+303
+00:28:57,480 --> 00:29:00,920
+واحدة. الـ rule واحدة بناء على حسب هذه الأهمية، هيبقى
+
+304
+00:29:00,920 --> 00:29:06,040
+بتطلع. الآن، إيش الـ strength بتساوي؟ إن أنا بأجي
+
+305
+00:29:13,110 --> 00:29:20,450
+بيتا بتاعة class one في الـ partition A2B1 تساوي
+
+306
+00:29:20,450 --> 00:29:26,890
+لحظة. أنا إيش استبدلت هنا؟ إيش كتبت لي؟ A<sub>i</sub>B<sub>j</sub> وإحنا
+
+307
+00:29:26,890 --> 00:29:34,630
+بنحكي من i=2 و j=1.  C<sub>n</sub> هذه إن أنا بحكي عن الـ class
+
+308
+00:29:34,630 --> 00:29:39,210
+الأولى. كمان شوية هحسب لمن الـ class الثاني. إيش
+
+309
+00:29:39,210 --> 00:29:41,110
+بتساوي؟ مجموع
+
+310
+00:29:44,430 --> 00:29:52,670
+مطلوب الـ membership تبعت الـ item. يعني أنا بدي آخذ
+
+311
+00:29:52,670 --> 00:30:00,150
+هذا أربعة، بدي أشوف أربعة تنتمي إلى
+
+312
+00:30:00,150 --> 00:30:09,930
+A2 بمقدار قد إيش، وتنتمي إلى B1 بمقدار قد إيش.
+
+313
+00:30:12,830 --> 00:30:19,890
+هدا إيش؟ درجة انتمائها. المقطع أربعة الأولى إلى مين؟ إلى
+
+314
+00:30:19,890 --> 00:30:24,030
+A<sub>i</sub>، اللي هو أنا بفعل A<sub>i</sub>، اللي هو مين؟ اثنين.
+
+315
+00:30:24,030 --> 00:30:28,310
+وهي نفسها، هدا إيش؟ درجة انتمائها إلى B<sub>j</sub>، كيف هتجيبها؟ عارفها
+
+316
+00:30:28,310 --> 00:30:37,250
+من أين بتجيبها؟ من الرسم. هاي أربعة، هدا إيش؟
+
+317
+00:30:37,250 --> 00:30:38,970
+درجة انتمائها إلى اثنين.
+
+318
+00:30:42,140 --> 00:30:52,480
+صح؟  لـ ... كده درجة انتمائها لـ B1؟ مظبوط؟ تمام؟ وأي
+
+319
+00:30:52,480 --> 00:30:59,040
+نقطة أخرى بعدها، كل ما أنا أحسب بأخذها من الرسمة، لأن
+
+320
+00:30:59,040 --> 00:31:05,560
+هو بيقول لي: اجمع. أنت بتحسب الـ strength تبع C1، اجمع
+
+321
+00:31:05,560 --> 00:31:08,780
+لكل
+
+322
+00:31:08,780 --> 00:31:15,210
+النقطة، كل النقاط اللي موجودة في الـ C1. لو
+
+323
+00:31:15,210 --> 00:31:26,270
+مُعطينا 4, 6, 8, 15. طبعا على المعادلة هذه، ما
+
+324
+00:31:26,270 --> 00:31:31,250
+أفعل؟
+
+325
+00:31:31,250 --> 00:31:38,520
+هو نفس ما أفعله فيه، بكتب C1 وبكتب H1. شو آخذ؟ آخذ
+
+326
+00:31:38,520 --> 00:31:43,060
+الـ membership تبعت الـ pattern أربعة. قد إيش انتمائها
+
+327
+00:31:43,060 --> 00:31:49,420
+إلى اثنين، وقد إيش انتمائها إلى B1، مصبوط؟ بعدين
+
+328
+00:31:49,420 --> 00:31:56,460
+ستّة، انتمائها إلى بي، واضرب. يعني بأخذ الانتماء هذا وبـ
+
+329
+00:31:56,460 --> 00:32:02,440
+اضربه في الانتماء الثاني. بعدين ثمانية، صح؟ بعدين
+
+330
+00:32:02,440 --> 00:32:08,970
+إيش؟ خمسة عشر. هو مجمع الـ summation هذه، بيحصل ضرب
+
+331
+00:32:08,970 --> 00:32:17,510
+انتماء الـ pattern إلى A2، ضرب انتماء نفس الـ pattern
+
+332
+00:32:17,510 --> 00:32:25,830
+إلى B1، وأجمع على كل مين؟ الـ patterns، على كل الـ
+
+333
+00:32:25,830 --> 00:32:33,250
+patterns. مصبوط؟ إيش طلع عنده الرقم؟ حسب نفس الشيء
+
+334
+00:32:33,250 --> 00:32:41,260
+لأن هنا لمين؟ لـ class 2. من طلع الـ strength أعلى؟
+
+335
+00:32:41,260 --> 00:32:47,300
+class 1، طلع الـ strength أعلى. هذا إيش معناه؟ معناه
+
+336
+00:32:47,300 --> 00:32:54,180
+إن الـ data بتؤيد class
+
+337
+00:32:54,180 --> 00:33:03,740
+رقم 2 في هذا المربع. أنا بقدر أقول إن if الـ data
+
+338
+00:33:03,740 --> 00:33:05,220
+تنتمي
+
+339
+00:33:30,120 --> 00:33:38,160
+من أين استخلصت هذه الـ rule؟ من الـ strength، هذا بس
+
+340
+00:33:38,160 --> 00:33:45,620
+أحدد الـ certainty factor. قد إيش؟ أنا الآن برجع لغاية
+
+341
+00:33:45,620 --> 00:33:48,660
+ومرة ثانية، بقول: بشكل في rules بدون استخدام الـ
+
+342
+00:33:48,660 --> 00:33:55,320
+genetic algorithm إطلاقا. كل rule تتكون من
+
+343
+00:33:55,320 --> 00:34:00,420
+condition و conclusion. حددت الـ conclusion بالطريقة
+
+344
+00:34:00,420 --> 00:34:04,460
+هذه، حسب الـ strength، هذا بس أُحدد الـ certainty
+
+345
+00:34:04,460 --> 00:34:10,690
+factor. طيب، أنا عملت الكلام هذا، هعمله كم مرة؟ كم
+
+346
+00:34:10,690 --> 00:34:15,150
+rule من الشكل هذا؟ تسعة rules. ليش تسعة rules؟
+
+347
+00:34:15,150 --> 00:34:19,290
+تسعة rules، ثلاثة في ثلاثة. أنا عندي ثلاثة fuzzy
+
+348
+00:34:19,290 --> 00:34:25,850
+sets في الـ X، وثلاثة fuzzy sets في الـ Y. بالذات هذا
+
+349
+00:34:25,850 --> 00:34:32,830
+الـ rule هي الـ rule تبعت A2B1، تقاطع A2 مع B1. بالذات هذا
+
+350
+00:34:32,830 --> 00:34:41,650
+جاب لي اصلا A1B1، وآخذ بالك، E1، E2، ثم أكرر نفس الشيء لـ
+
+351
+00:34:41,650 --> 00:34:48,770
+E2، ثم E3. مظبوط؟ فهذا كان يتكرر عدة مرات، وفصلت
+
+352
+00:34:48,770 --> 00:34:54,270
+للتسعة rules. خلاص، مش حلّ genetic algorithm
+
+353
+00:34:54,270 --> 00:35:00,330
+مظبوط. بس المسائل دائما مش بهذا التبسيط، هذا مش بهذا
+
+354
+00:35:00,330 --> 00:35:03,230
+التبسيط، هذا إن يكون فيه عندي فقط
+
+355
+00:35:07,020 --> 00:35:14,980
+ثلاثة في ثلاثة. أنا اصلا مش متأكد إن التقسيمة هذه
+
+356
+00:35:14,980 --> 00:35:22,900
+تقسيمة واحد، اثنين، وثلاثة، واحد، مئة واحد،
+
+357
+00:35:22,900 --> 00:35:30,500
+اثنين، وثلاثة، كافية. قد يكون، قد يكون الـ A مُفترض
+
+358
+00:35:30,500 --> 00:35:36,700
+أُجسمها إلى أربعة fuzzy sets. قد يكون إن الـ input هذا
+
+359
+00:35:36,700 --> 00:35:41,860
+اللي مدخل الـ patterns، بدي أشوف فيه قد إيش مفروض، يعني
+
+360
+00:35:41,860 --> 00:35:45,440
+هنا مثلا، أعتبر هذا short، وهذا medium، وهذا tall.
+
+361
+00:35:45,440 --> 00:35:49,260
+أفترض، لأ، أقول أنا مش هديرني... أنا... أنا ما عندي
+
+362
+00:35:49,260 --> 00:35:52,860
+الخبرة جاية، أنا مش human expert، أنا عندي كل اللي
+
+363
+00:35:52,860 --> 00:35:55,780
+عندي data، وبدي أعمل training للـ system على
+
+364
+00:35:55,780 --> 00:36:00,720
+أساسها. ما بيجيش هَديرني إن هو بينقسم إلى ثلاث فئات فقط.
+
+365
+00:36:00,720 --> 00:36:05,310
+tall و medium و short. طب، ممكن يكون مثلا short
+
+366
+00:36:05,310 --> 00:36:14,170
+rather short، rather طول، وطول. شايف هذا كيف؟ أربعة
+
+367
+00:36:14,170 --> 00:36:20,530
+ممكن يكون خمسة، وكذلك  ... من هنا بيجي المدخل للـ
+
+368
+00:36:20,530 --> 00:36:25,050
+genetic algorithm. إيش اللي بيحصل؟ إنه إحنا بنعمل
+
+369
+00:36:25,050 --> 00:36:29,090
+التسعة عروض هدول بالطريقة هذه. بعدين، اللي روح من
+
+370
+00:36:29,090 --> 00:36:32,070
+جهود، خلينا نعتبر كيف تساوي أربعة.
+
+371
+00:36:37,310 --> 00:36:39,790
+ماذا يعني K بالساوية أربعة؟ هنا K إيش بالساوية
+
+372
+00:36:39,790 --> 00:36:42,950
+أربعة؟
+
+373
+00:36:42,950 --> 00:36:48,830
+ها بنفس القليل، هعمل مجموعة من ستة عشر. بنفس القليل،
+
+374
+00:36:48,830 --> 00:36:56,770
+وأنا لسة مش عارف إذا كان التسعة هدول مع الستة عشر
+
+375
+00:36:56,770 --> 00:37:04,730
+هدول مناسبين ولا مش مناسبين. وربما برضه كمان بدي
+
+376
+00:37:04,730 --> 00:37:05,990
+أعمل K=5.
+
+377
+00:37:10,150 --> 00:37:22,990
+وربما أروح أعمل مجموعة أخرى K=5، K=5.
+
+378
+00:37:22,990 --> 00:37:30,510
+إيش معناه؟ خمسة وعشرين rule. الآن، الخمسة والعشرين اللي هنا، مع الستة عشر
+
+379
+00:37:30,510 --> 00:37:32,910
+اللي هنا، مع التسعة اللي هنا، مع الأربعة اللي هنا،
+
+380
+00:37:32,910 --> 00:37:44,020
+بيكونوا S<sub>all</sub>. إيش S<sub>all</sub> اللي بتتذكروا؟ S<sub>all</sub> set of
+
+381
+00:37:44,020 --> 00:37:50,720
+all rules اللي أنا بدي أختار منهم. قد إيش؟
+
+382
+00:37:50,720 --> 00:37:56,940
+المجموعة، أربعة، ستة عشر، وخمسة وعشرين، وخمسة
+
+383
+00:37:56,940 --> 00:38:03,240
+وأربعين، قد إيش؟ تسعة وأربعة وخمسين rule. ربما أعمل K=
+
+384
+00:38:03,240 --> 00:38:11,050
+ستة، وأحصل على تسعين. أصبح لدي تسعون rule، كل rule بتعطي
+
+385
+00:38:11,050 --> 00:38:14,870
+رقم. يعني هدول واحد، اثنين، ثلاثة، أربعة، خمسة، ستة،
+
+386
+00:38:14,870 --> 00:38:18,570
+سبعة، ثمانية، تسعة، عشرة، أحد عشر، اثنا عشر. مظبوط؟ الآن، الـ
+
+387
+00:38:18,570 --> 00:38:23,670
+chromosome هيبقى فيه... تقول مثلا، في عندي كمان إيش؟
+
+388
+00:38:23,670 --> 00:38:33,470
+ستة. أصبح لدي تسعين total. الـ
+
+389
+00:38:33,470 --> 00:38:35,250
+chromosome هيبقى قُل، قد إيش؟
+
+390
+00:38:40,980 --> 00:38:44,940
+مظبوط؟ مش كلهم مخت
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..27381f958df5f8d588780f9fe50e1394236f6295
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_postprocess.srt
@@ -0,0 +1,1688 @@
+1
+00:00:21,040 --> 00:00:25,840
+بسم الله الرحمن الرحيم احنا المحاضرة الماضية كنا
+
+2
+00:00:25,840 --> 00:00:30,500
+بدأنا في ال lecture number 12 hybrid intelligence
+
+3
+00:00:30,500 --> 00:00:35,320
+systems اللي بتتناول شقين evolutionary neural
+
+4
+00:00:35,320 --> 00:00:39,360
+networks من ناحية و fuzzy evolutionary systems من
+
+5
+00:00:39,360 --> 00:00:42,820
+ناحية اخرى غطينا الشق الأولى دي اللي هو
+
+6
+00:00:42,820 --> 00:00:46,680
+evolutionary neural networks تمام وشوفنا مثال على
+
+7
+00:00:46,680 --> 00:00:51,820
+ذلك كيف ان انا باستفيد منقدرة الـ Genetic
+
+8
+00:00:51,820 --> 00:00:56,460
+Algorithm على الـ Optimization للوصول إلى الـ
+
+9
+00:00:56,460 --> 00:01:01,340
+optimum weights بالظبط هذا من ناحية و من ناحية
+
+10
+00:01:01,340 --> 00:01:05,940
+أخرى ال optimum topology قلنا إنه ال network نفسها
+
+11
+00:01:05,940 --> 00:01:09,520
+و علاقة ال nodes البعض برضه كذا كذا حالة أنا ممكن
+
+12
+00:01:09,520 --> 00:01:15,440
+أخضعها للتحسين من قبل اللي هو ال genetic algorithm
+
+13
+00:01:15,440 --> 00:01:18,220
+أو أخضعها لل genetic algorithm عشان تعطي ال
+
+14
+00:01:18,220 --> 00:01:22,510
+optimum configurationأو optimum topology طبعا فهذا
+
+15
+00:01:22,510 --> 00:01:24,970
+كان موضوعنا المحاضر من الماضي اليوم ان شاء الله
+
+16
+00:01:24,970 --> 00:01:29,430
+بنشوف كيف ال evolutionary technique اللي هي ال
+
+17
+00:01:29,430 --> 00:01:32,370
+genetic algorithm اللي ممكن استفيد منها في ال
+
+18
+00:01:32,370 --> 00:01:35,190
+fuzzy systems ال fuzzy systems إذا بتذكروا في
+
+19
+00:01:35,190 --> 00:01:39,230
+الآخر هي rule based systems يعني هي مجموعة من ال
+
+20
+00:01:39,230 --> 00:01:45,250
+rules ولكنها fuzzy rules ال fuzzy rulesif
+
+21
+00:01:45,250 --> 00:01:49,230
+condition و ممكن يبقى if كذا and كذا and كذا و
+
+22
+00:01:49,230 --> 00:01:56,830
+conclusion صح ال conditions تبعت ال fuzzy rule هي
+
+23
+00:01:56,830 --> 00:02:03,970
+عبارة عن إيش هل ال input اللي دخل ينتمي إلى هذا ال
+
+24
+00:02:03,970 --> 00:02:08,600
+set أو لا ينتمييعني ان هي قبعه عن ال conditions هي
+
+25
+00:02:08,600 --> 00:02:13,340
+فحص لدرجة انتماء ال input إلى مجموعة ال fuzzy sets
+
+26
+00:02:13,340 --> 00:02:18,980
+اللي موجودة و ال conclusion ايضا كذلك الحال بتقول
+
+27
+00:02:18,980 --> 00:02:23,220
+لي انه اذا كان ال input كذا ينتمي إلى هذا ال set و
+
+28
+00:02:23,220 --> 00:02:26,380
+ال input الاخر ينتمي إلى هذا ال set فال output
+
+29
+00:02:26,380 --> 00:02:33,490
+ينتمي إلى هذا ال set او ذلك فاحنا الآنأيش التحدي
+
+30
+00:02:33,490 --> 00:02:39,970
+الأساسي في الـ Fuzzy في الـ Fuzzy Systems هو أنه
+
+31
+00:02:39,970 --> 00:02:44,910
+يكون عندي Rules دقيقة الـ Fuzzy Rules دقيقة يعني
+
+32
+00:02:44,910 --> 00:02:52,510
+أنا عم بستند إلى مجموعة من ال Rules كل
+
+33
+00:02:52,510 --> 00:02:57,510
+ال Rules هذه F Then مظبوط
+
+34
+00:02:57,510 --> 00:03:04,410
+هذا هو ال one و ال two و التلاتةالى rule going in
+
+35
+00:03:04,410 --> 00:03:08,950
+مثلا فالتحدي عنده هو ان تجهز ال rules دقيقة من
+
+36
+00:03:08,950 --> 00:03:13,010
+ناحية الشروط و دقيقة من ناحية درجة ال certainty
+
+37
+00:03:13,010 --> 00:03:17,270
+المصبوط المعنى ان انا لما بقول ان هو ينتمي ان ال z
+
+38
+00:03:17,270 --> 00:03:21,110
+أو ال output ينتمي الى مثلا class one او class two
+
+39
+00:03:21,110 --> 00:03:25,670
+برضه فيه عندى certainty فاحنا الآن لو جينا على
+
+40
+00:03:25,670 --> 00:03:34,100
+مثلة او اناأستعين بالـ Evolutionary أو الـ Genetic
+
+41
+00:03:34,100 --> 00:03:42,000
+Algorithm في إنها تولّد لمجموعة أو تشكل لمجموعة ال
+
+42
+00:03:42,000 --> 00:03:48,140
+rules الصحيحة اللي بتعطي نتائج صحيح طبعا لازم يكون
+
+43
+00:03:48,140 --> 00:03:53,040
+في عندي data اختبر ال rules على ال data و أشوف كده
+
+44
+00:03:53,040 --> 00:03:56,480
+ال rules اللي بتعطيني نتائج صحيحة لو عندي مثلا ألف
+
+45
+00:03:56,480 --> 00:04:02,620
+data item أو ألف patterndata item او data record
+
+46
+00:04:02,620 --> 00:04:08,980
+نسميه pattern و طبعا انا عارف ال pattern و عارف
+
+47
+00:04:08,980 --> 00:04:12,420
+التصنيف الصحيح تبعه هو ينتمي ال class one ولا
+
+48
+00:04:12,420 --> 00:04:18,140
+class two ولا تلاتة او ايش من دلوقت و جيت قصة قداش
+
+49
+00:04:18,140 --> 00:04:23,980
+عدد التصنيفات الصحيحة اللي اعطانيها ال system بناء
+
+50
+00:04:23,980 --> 00:04:29,380
+على الهوز يبقى هذا هو ال fitness تبعيفأنا لو عدي
+
+51
+00:04:29,380 --> 00:04:32,760
+أنا مجموعة من ال rules و ال fitness تبعهم ضعيف و
+
+52
+00:04:32,760 --> 00:04:36,220
+بعد كده بولد منهم مجموعة أخرى من ال rules عشان
+
+53
+00:04:36,220 --> 00:04:40,380
+يحسن تدرجين إلى أن ألاقي مجموعة من ال rules أو
+
+54
+00:04:40,380 --> 00:04:44,620
+generation يعني من ال rules اللي ال fitness تبعهم
+
+55
+00:04:44,620 --> 00:04:49,600
+عالي لأن بعضين دائما أجوبان صحيح هذا الكلام يسترد
+
+56
+00:04:49,600 --> 00:04:54,080
+إلى وجود data data training دلوقتي training دلوقتي
+
+57
+00:04:54,080 --> 00:04:57,840
+صح بالظبط فاحنا الآن لنشوف كيف الفاضي ال
+
+58
+00:05:04,670 --> 00:05:16,490
+البسيطة جدا هي ال steps واضح انا بدأ ارجع للاخر بس
+
+59
+00:05:16,490 --> 00:05:21,690
+هي جزئية بدها تفصيل او بدها نخوض في تفاصيلها انما
+
+60
+00:05:21,690 --> 00:05:27,680
+ال steps تبعتالـ Damage بين الفضي و ال genetic
+
+61
+00:05:27,680 --> 00:05:30,740
+algorithm ما بتخرجش عن الكلام اللي تهو أنا حكيته
+
+62
+00:05:30,740 --> 00:05:35,700
+يعني مبدأيا Randomly generate an initial
+
+63
+00:05:35,700 --> 00:05:41,020
+population of chromosomes chromosomes ايش بتتوقع؟
+
+64
+00:05:41,020 --> 00:05:49,480
+هي ال chromosome الواحد بدي يكون ايش؟ rule واحدة
+
+65
+00:05:49,480 --> 00:05:53,740
+كل rule عبارة عن chromosome
+
+66
+00:05:58,100 --> 00:06:02,060
+و للكرومز المواحد هو عبارة عن تشكيلة من ال rules
+
+67
+00:06:02,060 --> 00:06:10,300
+لاحظ أنه أنا بابحث عن تشكيلة ال rules اللي أحطها
+
+68
+00:06:10,300 --> 00:06:13,420
+في ال database تبع ال rule based express system
+
+69
+00:06:13,420 --> 00:06:18,360
+فازي rules ماشي فازي rules بس أنا باحث عن تشكيلة
+
+70
+00:06:18,360 --> 00:06:21,280
+من ال rules اللي أستند إليها تكون هي ال database
+
+71
+00:06:21,280 --> 00:06:23,720
+أو ال knowledge base تبعتي يعني الحين ال rule
+
+72
+00:06:23,720 --> 00:06:27,930
+بتعتبر ال input تبع الالانبعاد اللى بدك تدخله على
+
+73
+00:06:27,930 --> 00:06:31,870
+ال genetic على ال chromosome اللى انت عملته انا
+
+74
+00:06:31,870 --> 00:06:36,190
+بده اشكل ال chromosome اشكله ويتكون من ايش من
+
+75
+00:06:36,190 --> 00:06:39,970
+مجموعة من ال root ال chromosome الواحد يعني هذه R1
+
+76
+00:06:39,970 --> 00:06:48,970
+هذه R2 هذه R3 هذه R4 صح طبعا هذا one chromosome
+
+77
+00:06:48,970 --> 00:06:52,870
+chromosome اخر بديكون ايش
+
+78
+00:06:56,370 --> 00:07:00,130
+هي مجموعة مختلفة لأ احنا ليش نصيبها بالشكل هذا
+
+79
+00:07:00,130 --> 00:07:04,830
+احنا نيجي هنا نقول انا
+
+80
+00:07:04,830 --> 00:07:11,350
+عندي بورس واحد لذلك
+
+81
+00:07:11,350 --> 00:07:19,230
+افترض ان انا فيه عندي عشرة
+
+82
+00:07:19,230 --> 00:07:19,690
+بورس
+
+83
+00:07:26,560 --> 00:07:34,380
+الـ chromosome الواحد تشكيلته binary إذا حطيت one
+
+84
+00:07:34,380 --> 00:07:40,800
+معناته أن رول واحد رقم واحد داخلة داخلة في ال rule
+
+85
+00:07:40,800 --> 00:07:49,060
+set إذا حطيت zero معناته رول مش داخلة one يعني
+
+86
+00:07:49,060 --> 00:07:53,420
+داخلة و نقص واحد يعني مش داخلة و zero معناته
+
+87
+00:07:54,830 --> 00:07:59,290
+التلاتة don't care يعني انها تخش او ما تخشش لا
+
+88
+00:07:59,290 --> 00:08:05,530
+يؤثر على النتائج انا اصبح تشكيلة ال chromosome هي
+
+89
+00:08:05,530 --> 00:08:11,970
+ان انا selection انا عامل عشرة rules او بل بقول
+
+90
+00:08:11,970 --> 00:08:17,550
+100 rules لكن انا هاستخدم منهم مش كلهم ال 100
+
+91
+00:08:17,550 --> 00:08:21,470
+rules بدهم يخشوا بده استخدم عشرين rules فقط او
+
+92
+00:08:21,470 --> 00:08:30,360
+عشرةفبقى بنى ال chromosome تبعى بحيث انه يتسع حجمه
+
+93
+00:08:30,360 --> 00:08:35,600
+لكل ال 100 اللى عندي ولكن ال one ممكن اللاقس واحد
+
+94
+00:08:35,600 --> 00:08:38,880
+هي بتقولى ما اذا كانت ال rule تدخل ولا ماتدخلش
+
+95
+00:08:38,880 --> 00:08:43,640
+وبالتالي انا من هنا تيجى اللى هو ال randomness
+
+96
+00:08:43,640 --> 00:08:50,720
+فهذا التشكيل
+
+97
+00:08:50,720 --> 00:08:55,990
+معناته انهالروز هذه هي اللي داخلة والروز التاني مش
+
+98
+00:08:55,990 --> 00:09:00,110
+داخلة والبالي تنكير طبعا خليني أكتر شوية اللي
+
+99
+00:09:00,110 --> 00:09:04,810
+داخلين واضح؟
+
+100
+00:09:04,810 --> 00:09:08,630
+واضح؟ إيش فكرة .. إيش فكرة البنية .. وين بنية ال
+
+101
+00:09:08,630 --> 00:09:12,050
+chromosome؟ ال chromosome ده اللي قولنا إنه بسع
+
+102
+00:09:12,050 --> 00:09:15,210
+مثلا لو كان عندي 100 رول قولنا إنه .. بخليه 100
+
+103
+00:09:15,210 --> 00:09:18,570
+على 100 ايوة طول ال chromosome لازم يكفي ل ال
+
+104
+00:09:18,570 --> 00:09:24,010
+maximum لكنالخناد تبعته او ال genes تبعته هي اللي
+
+105
+00:09:24,010 --> 00:09:28,090
+بتقولي اذا كانت ال rule موجودة داخلة ولا ليش
+
+106
+00:09:28,090 --> 00:09:33,010
+داخلة، صح؟ يعني هو كله عبارة عامة عن كرومزوم يمكن
+
+107
+00:09:33,010 --> 00:09:35,550
+اقول له هذا كرومزوم تاني شكل تاني لل rule اللي انا
+
+108
+00:09:35,550 --> 00:09:40,370
+اختار اختيار اخر هذا اختيار هذا اختيار اخر
+
+109
+00:09:40,370 --> 00:09:45,030
+selection اخرى كل كرومزوم يعبر عن selection من ال
+
+110
+00:09:45,030 --> 00:09:49,940
+من ال 100 من ال 100.5 واضح؟ حلو كتيرRandomly
+
+111
+00:09:49,940 --> 00:09:53,880
+Generate Initial Population of Chromosomes قدش بده
+
+112
+00:09:53,880 --> 00:10:01,160
+مثلا كده right؟
+
+113
+00:10:01,160 --> 00:10:05,720
+say 10 or 20 chromosomes each gene in a chromosome
+
+114
+00:10:05,720 --> 00:10:10,780
+corresponds to a particular fuzzy role طبعا fuzzy
+
+115
+00:10:12,700 --> 00:10:15,620
+in the rule set defined by S all هذا اللي احنا
+
+116
+00:10:15,620 --> 00:10:19,480
+نحكي عنه S all هذا هو ال rules الميه اللي احنا
+
+117
+00:10:19,480 --> 00:10:25,560
+محضرينهم بس احنا مشكلتنا انه محضرين rules متعددة
+
+118
+00:10:25,560 --> 00:10:31,700
+ولكن مش عارفين مين منهم اللي نستند اليه اللي يلو
+
+119
+00:10:31,700 --> 00:10:38,920
+فعلا دور في عملية التصنيف عملية اتخاذ التصنيف okay
+
+120
+00:10:38,920 --> 00:10:45,350
+اما كيف احنا ولدناسؤال علمي هدولة هذه هي التفاصيل
+
+121
+00:10:45,350 --> 00:10:49,810
+اللي انا مجلدها شوية اذا بتلاحظ بدأ من slide
+
+122
+00:10:49,810 --> 00:10:55,270
+number 27 اللي هي الخلاصة تمام بعدين بدي ارجع تاني
+
+123
+00:10:55,270 --> 00:10:58,190
+عشان اعطيك التفاصيل calculate ال performance هذا
+
+124
+00:10:58,190 --> 00:11:00,490
+الكلام اللي احنا عارفينه يعني هذا احنا عارفينه
+
+125
+00:11:00,490 --> 00:11:03,790
+already عشانك برضه كويس ان ابدأ في اشي انت عارفه
+
+126
+00:11:03,790 --> 00:11:07,590
+calculate the performance or fitness of each واحد
+
+127
+00:11:07,590 --> 00:11:08,170
+من هدولة
+
+128
+00:11:18,190 --> 00:11:24,350
+الان كل واحد من هدولة بيقوللي استخدم ال rule كذا
+
+129
+00:11:24,350 --> 00:11:29,010
+وما تستخدمش كذا جميل انا اللي هو قاللي عنهم هحطهم
+
+130
+00:11:29,010 --> 00:11:34,810
+في ال rule set ال rule set هذا هو knowledge base
+
+131
+00:11:34,810 --> 00:11:41,130
+الان ماشي دخل ال data items واحد ورا التانيشوف ال
+
+132
+00:11:41,130 --> 00:11:48,670
+rules هذه لو فعلت ايش هتبقى لها ليه؟ في الآخر انا
+
+133
+00:11:48,670 --> 00:11:55,590
+بدخل data item هاي XI و XII بدخل vector على
+
+134
+00:11:55,590 --> 00:11:59,770
+knowledge system على ال express system ال express
+
+135
+00:11:59,770 --> 00:12:03,390
+system وظيفته ان يقوللي هذا ال data item ينتمي إلى
+
+136
+00:12:03,390 --> 00:12:14,620
+C1 ولا C2 ولا C3و بأنهي ممبرشب
+
+137
+00:12:14,620 --> 00:12:21,740
+value صح؟ انا اريد ان اشوف اذا والله طبعا انا اعلم
+
+138
+00:12:21,740 --> 00:12:27,300
+ان X1 هد ال pattern هد ال pattern و في ورا عدة
+
+139
+00:12:27,300 --> 00:12:31,740
+patterns كتير اختبرهم انا اعلم ان هد تنتميها C2
+
+140
+00:12:31,740 --> 00:12:36,520
+اريد ان اشوف هد هو جالس C2 او C1 اذا C1 يعني غلط
+
+141
+00:12:36,520 --> 00:12:42,850
+C2 صح تمام؟أريد أن أرى كم واحد من هؤلاء تطلق
+
+142
+00:12:42,850 --> 00:12:50,330
+التصنيف بحكم صح هذا هو ال fitness هذا مقدار جدارة
+
+143
+00:12:50,330 --> 00:12:57,290
+ال system جدارته بناء على هذا ال set اللي هو تعبير
+
+144
+00:12:57,290 --> 00:13:00,930
+عن هذا ال chromosome حسبنا لهذا ال chromosome
+
+145
+00:13:00,930 --> 00:13:05,900
+عملية مبنية عملية اختبارجدارة هذا الكرمزون عملية
+
+146
+00:13:05,900 --> 00:13:09,540
+مضنية ان انا بدي ادخل كل ال data items كل ال
+
+147
+00:13:09,540 --> 00:13:15,300
+patterns و ا piece نسبة الخضأ في ال system في شغل
+
+148
+00:13:15,300 --> 00:13:19,480
+ال system تاسيت بكره مرة تانية كرمزون من بعد من
+
+149
+00:13:19,480 --> 00:13:24,180
+بعد من بعد هذا هو ال fitness calculate the
+
+150
+00:13:24,180 --> 00:13:26,700
+performance or fitness of each individual
+
+151
+00:13:26,700 --> 00:13:30,620
+chromosome in the current population عادة او لا
+
+152
+00:13:30,620 --> 00:13:32,720
+الاتنين مش هم لحالهم هاي بني في عندي
+
+153
+00:13:56,740 --> 00:14:02,320
+عشان اعمل ايش اعمل ايش اعمل ايش اعمل ايش اعمل ايش
+
+154
+00:14:06,650 --> 00:14:11,010
+أعمل new mating هنا يعني تزاوج عشان أعمل cross
+
+155
+00:14:11,010 --> 00:14:17,750
+over تمام فأول اشي بطبق ال cross over بعدين بكرر
+
+156
+00:14:17,750 --> 00:14:24,610
+يعني بعمل mutation تمام و بعدين برجع بكرر مرة
+
+157
+00:14:24,610 --> 00:14:29,390
+تانية عملت
+
+158
+00:14:29,390 --> 00:14:33,990
+cross over عملت mutation فدول اخترت اتنين تمام
+
+159
+00:14:33,990 --> 00:14:39,720
+عملت cross over و اعطاني اتنينو ربما طبقت على واحد
+
+160
+00:14:39,720 --> 00:14:43,660
+منهم او ماطبقتش ميوتيشن على حسب ال probability
+
+161
+00:14:43,660 --> 00:14:47,840
+المهم هدول الاتنين اللي انا قلتلهم نتيجة عملية ال
+
+162
+00:14:47,840 --> 00:14:53,340
+mating هذه حطيتهم على هذا جي ون هذا generation one
+
+163
+00:14:53,340 --> 00:15:00,380
+الان بدي اعمل generation two صح فكل اتنين عملت زوش
+
+164
+00:15:00,380 --> 00:15:03,620
+باعطوني اتنين اللي بعده باعطوني اتنين لما يعني
+
+165
+00:15:03,620 --> 00:15:11,870
+بكرر هذا الأمرrepeat step 3 select 2 عشان تعمل
+
+166
+00:15:11,870 --> 00:15:16,130
+منهم 2 جديد عشان
+
+167
+00:15:16,130 --> 00:15:23,270
+تعمل
+
+168
+00:15:23,270 --> 00:15:31,750
+منهم 2 جديد عشان تعمل منهم 2 جديد عشان تعمل منهم 2
+
+169
+00:15:31,750 --> 00:15:34,440
+جديد عشان تعمل منهم 2 جديدthe size of a new
+
+170
+00:15:34,440 --> 00:15:37,100
+population يعني generation population and
+
+171
+00:15:37,100 --> 00:15:39,440
+generation becomes equal to the size of the
+
+172
+00:15:39,440 --> 00:15:42,700
+initial population and then replace خلاص هذا بدي
+
+173
+00:15:42,700 --> 00:15:46,720
+أروح و بدي أعتمد جديد اللي أنا اعتمدت عشان أسوي
+
+174
+00:15:46,720 --> 00:15:52,060
+بدي أقيمه زي ما أنا بدأت من هذا بإنه تقييم ف go to
+
+175
+00:15:52,060 --> 00:15:57,300
+step two go to step two اللي هي ايش calculate ال
+
+176
+00:15:57,300 --> 00:16:01,900
+performance او ال fitness و بعد دلني أعمل الكلام
+
+177
+00:16:01,900 --> 00:16:02,200
+هذا
+
+178
+00:16:07,590 --> 00:16:11,930
+Until a specified number of generations is
+
+179
+00:16:11,930 --> 00:16:20,790
+considered يعني بعمل مثلا خمسين دورة او لما اقترب
+
+180
+00:16:20,790 --> 00:16:28,290
+انا من نسبة صواب معينة
+
+181
+00:16:28,290 --> 00:16:36,310
+الان الناتج الانهائي الحاجينيأنا هنا ال chromosome
+
+182
+00:16:36,310 --> 00:16:43,750
+ايش طوله طوله مية مثلا فرضنا انا في الآخر عدد ال
+
+183
+00:16:43,750 --> 00:16:48,610
+rules ال chromosome الفائز في عملية ال genetica
+
+184
+00:16:48,610 --> 00:16:53,230
+ممكن يكون يحتوي على بس اتنين في المية بس two rules
+
+185
+00:16:53,230 --> 00:16:59,990
+مش هكذا يعني ال number of rules can be cut down to
+
+186
+00:16:59,990 --> 00:17:02,410
+less than two percent of the initially generated
+
+187
+00:17:02,410 --> 00:17:08,750
+set of rulesطبعا اذا انا بالاصل عامل 100 rule ممكن
+
+188
+00:17:08,750 --> 00:17:14,030
+انه في الآخر بعد عملية ال training الاقي انه بس او
+
+189
+00:17:14,030 --> 00:17:17,470
+لو عندي الف rule الاقي بس في الآخر اختزل ال 20
+
+190
+00:17:17,470 --> 00:17:21,370
+طبعا عشرين هذا يعني اتنين في المية يعني ايش جليل
+
+191
+00:17:21,370 --> 00:17:25,350
+بس لا يمنع ان يكون يعني انا بدأت ب 200 rule اه ب
+
+192
+00:17:25,350 --> 00:17:28,770
+100 ruleعطاني خمسة عطاني عشرة which is very good
+
+193
+00:17:28,770 --> 00:17:32,910
+لما انا استبدع بدل ما ا .. ا .. ا .. احط في ال
+
+194
+00:17:32,910 --> 00:17:38,790
+system meet rule احط عشرة كويس صح ولا لأ يبقى هو
+
+195
+00:17:38,790 --> 00:17:45,150
+الآن ال .. القالية هذه جالتلي انت اعمل rules كتيرة
+
+196
+00:17:45,150 --> 00:17:51,050
+جد ما بدك rules مانتاش عارف ال rules هذه فعلا
+
+197
+00:17:51,050 --> 00:17:54,670
+هنكون لها دور و لا هنكونش ال genetic algorithm هي
+
+198
+00:17:54,670 --> 00:17:59,410
+اللي بتحددفأنا ممكن أكون عامل meet all وفي الأخر
+
+199
+00:17:59,410 --> 00:18:02,750
+الـ genetic algorithm يقول ليه يكفي بس الخمسة
+
+200
+00:18:02,750 --> 00:18:07,110
+هدولة تحكم في ال database هدولة بيعقولك نتائج
+
+201
+00:18:07,110 --> 00:18:13,930
+صحيحة فعملية هذه أخر slide الآن ال slide رقم واحد
+
+202
+00:18:13,930 --> 00:18:19,030
+تلاتيه لان بدنا نرجع نشوف التفاصيل بالاصل لا
+
+203
+00:18:19,030 --> 00:18:22,550
+استخراجات لان ناخد الحالة البسيطة وهي أنه لو كان
+
+204
+00:18:22,550 --> 00:18:30,110
+أنا عنديلو كان عندي two classes بس لو عندي ال data
+
+205
+00:18:30,110 --> 00:18:39,810
+برضه تحتوي على ال data patterns ال
+
+206
+00:18:39,810 --> 00:18:46,270
+data patterns عبارة عن vectors تتكوّن بس من أنصرين
+
+207
+00:18:46,270 --> 00:18:52,390
+الأنصر هذا يكون عندي لهذا
+
+208
+00:18:52,390 --> 00:18:56,860
+الأنصريوجد فزي فانكشن و لهذا ايضا فزي فانكشن يعني
+
+209
+00:18:56,860 --> 00:19:03,940
+اذا هذا يعني يعني اني عندي امرور بتقول F X ايش
+
+210
+00:19:03,940 --> 00:19:11,640
+عارف نسميها X و Y بس هو هنا كل تسميته اذا X تنتمي
+
+211
+00:19:11,640 --> 00:19:21,800
+X بنعتبر هذا هو المحور X اذا X تنتمي الى A1 andY
+
+212
+00:19:21,800 --> 00:19:31,520
+تنتمي الى B1 ثم Z
+
+213
+00:19:31,520 --> 00:19:38,220
+تنتمي الى C1 هذه هي القوانين المصبوطة ممكن
+
+214
+00:19:38,220 --> 00:19:45,400
+القوانين الأخرى تقول F X تنتمي الى A2 and
+
+215
+00:19:48,150 --> 00:19:59,510
+Y تنتمي إلى B2 ثم Z تنتمي إلى C1 احنا
+
+216
+00:19:59,510 --> 00:20:02,350
+مش شوفنا حاجة اسمها الـ Fuzzy Associative Matrix
+
+217
+00:20:02,350 --> 00:20:06,290
+انا ليش اكتب الرول سيكرا نصا طبعا انا بعمل جدول
+
+218
+00:20:06,290 --> 00:20:14,670
+طبعا مفترض ان انا في عندى تلاتة B و تلاتة A هاي A
+
+219
+00:20:14,670 --> 00:20:24,730
+123 وهي Bشهدت جدول بنقل على أساس أنه مجموعة rules
+
+220
+00:20:24,730 --> 00:20:35,010
+إذا كان العنصر ينتمي إلى A1 and B1 فهو إيش فال
+
+221
+00:20:35,010 --> 00:20:43,290
+output ينتمي إلى هنا هذا بسميه مثلا C1 هذا بيظهر
+
+222
+00:20:43,290 --> 00:20:49,450
+كمان C1 يعني إذا كان ال input ينتمي إلىالـ A2 الـ
+
+223
+00:20:49,450 --> 00:20:54,470
+B1 برضه هو الـ C1 أنا بعبّر عامة ال rules هذه على
+
+224
+00:20:54,470 --> 00:21:00,770
+شكل ال matrix هذه افترض أنا صحيح ال rules هيك هذه
+
+225
+00:21:00,770 --> 00:21:05,870
+ال rules الآن أنا مش عارف صحتها
+
+226
+00:21:05,870 --> 00:21:11,270
+ال data هي اللي هتقوللي اذا كان احكم على ال rules
+
+227
+00:21:11,270 --> 00:21:17,760
+صحيح او لا يعني انا هدي هنا النقاط هذهبعض منها أبل
+
+228
+00:21:17,760 --> 00:21:22,260
+وبعض منها أسود البيادة
+
+229
+00:21:22,260 --> 00:21:26,120
+أو السواد هو تصنيف النقطة النقطة في الآخر هي
+
+230
+00:21:26,120 --> 00:21:30,360
+المحور الـC وهي المحور الصالح النقطة هذه ال
+
+231
+00:21:30,360 --> 00:21:35,760
+pattern هذه هي جد في ال X وهي جد في ال Y صح؟ هذه
+
+232
+00:21:35,760 --> 00:21:41,500
+هي جد في ال X وهي جد في ال Y مصبوط؟ تمام؟ لأن هذه
+
+233
+00:21:41,500 --> 00:21:57,610
+النقطة تتقاطع مع A2 هناو تتقطع مع P1 هنا لأن
+
+234
+00:21:57,610 --> 00:22:02,830
+هذه النقطة الأسود يعني class 1 و الأبيض يعني class
+
+235
+00:22:02,830 --> 00:22:10,730
+2 في هذه النقطة نعلم أن ال input نعلم أنها class 1
+
+236
+00:22:10,730 --> 00:22:21,030
+و الأسود و الأبيض نعلم أن classclass two لو
+
+237
+00:22:21,030 --> 00:22:27,570
+أنا الموضوع واقف بس على بس على هيك بستطيع الأن
+
+238
+00:22:27,570 --> 00:22:33,710
+أستخلص rules بدون ال genetic algorithm بدون ال
+
+239
+00:22:33,710 --> 00:22:39,030
+genetic algorithm لو الموضوع واقف على إنه النقطة
+
+240
+00:22:39,030 --> 00:22:44,090
+ال patterns هي نقطة تتكون من عصرين وإن أنا فيه
+
+241
+00:22:44,090 --> 00:22:50,780
+عندياش تلاتةfuzzy sets في اتجاه ال X و تلاتة في
+
+242
+00:22:50,780 --> 00:22:54,960
+اتجاه ال Y هذا الكلب كيف بنسويه كيف بقدر استخلص
+
+243
+00:22:54,960 --> 00:22:59,140
+بحسب حاجة اسمها ال strength هاي ال rule ال
+
+244
+00:22:59,140 --> 00:23:03,960
+structure هادي شوفناها احنا ان اذا X هو P اختصار ل
+
+245
+00:23:03,960 --> 00:23:07,380
+pattern لدي pattern one pattern two pattern انا
+
+246
+00:23:07,380 --> 00:23:14,040
+بقول X واحد X نين ال K خليها شويه لان بس انا لان
+
+247
+00:23:15,880 --> 00:23:20,260
+هيقول ال structure تبعها if كذا and كذا فال output
+
+248
+00:23:20,260 --> 00:23:24,860
+و برضه فيه certainty factor فانا عندي اللي هو ال
+
+249
+00:23:24,860 --> 00:23:27,280
+condition و عندي ال result و عندي ال certainty
+
+250
+00:23:27,280 --> 00:23:35,260
+factor لليش ل result انا بقدر اشكل ال rules و احسب
+
+251
+00:23:35,260 --> 00:23:38,940
+ال certainty factor بدون genetic algorithm ايش
+
+252
+00:23:38,940 --> 00:23:42,860
+اللي بنقدر نسوي اللي هي ان احنا ال key هذيمعناه
+
+253
+00:23:42,860 --> 00:23:47,860
+قبل قليل هي مصور بيها عدد الاش هذا ال K عدد الفظي
+
+254
+00:23:47,860 --> 00:23:51,880
+6 يعني في ال A تلاتة و في ال B تلاتة فال K هنا
+
+255
+00:23:51,880 --> 00:23:56,260
+تسوى تلاتة لو جسمت أنا إلى أربعة فظي 6 و أربعة في
+
+256
+00:23:56,260 --> 00:23:59,940
+ال X و أربعة في ال Y ال K معناته أربعة لأن احنا
+
+257
+00:23:59,940 --> 00:24:04,480
+مبدأيا انا بحكي هذا الآن قبل ما نحكي genetic
+
+258
+00:24:04,480 --> 00:24:09,120
+algorithm بس فظي لحاله مبدأيا انا مقدر اجي احس
+
+259
+00:24:09,120 --> 00:24:11,120
+بحال اسمه ال strength
+
+260
+00:24:14,710 --> 00:24:18,790
+طبعا احنا بما
+
+261
+00:24:18,790 --> 00:24:25,930
+انه عندي كيبل سوية تلاتة فال space كله اصبح مجسم
+
+262
+00:24:25,930 --> 00:24:31,170
+منها تلاتة في تلاتة ف we partition ال input space
+
+263
+00:24:31,170 --> 00:24:36,030
+ال space مقصود بيه اللي هو وين وقع ال patterns
+
+264
+00:24:36,030 --> 00:24:43,810
+الحي ذرة كله بيبصر إلى عسب جدش عنديفالان و بنحسب
+
+265
+00:24:43,810 --> 00:24:46,510
+ال strength of each class اكم class الان في ال
+
+266
+00:24:46,510 --> 00:24:49,250
+example اللي معايا انا هم two class class one و
+
+267
+00:24:49,250 --> 00:24:54,670
+class two صح ولا لأ هاي ال space هاي ال space كله
+
+268
+00:24:54,670 --> 00:25:02,150
+هيك و عندي الأصفر و الأبيض فانا الان بدي في كل هذه
+
+269
+00:25:02,150 --> 00:25:07,910
+partitions هذه تلاتة في تلاتة بس ليش جاي هذه باسعة
+
+270
+00:25:07,910 --> 00:25:16,470
+لأن ال a2واسع لو ان ال a2 حدودها زي هيك فكيف كانت
+
+271
+00:25:16,470 --> 00:25:20,890
+ديانكات ماشي الحاجة فالان في كل واحد من ال
+
+272
+00:25:20,890 --> 00:25:24,950
+partitions ايش فيه patterns واقعة و ايش ال
+
+273
+00:25:24,950 --> 00:25:27,550
+patterns اللي بتنتمي ال class هذا و لا ال class
+
+274
+00:25:27,550 --> 00:25:36,870
+هذا خد عندك مثلا خد
+
+275
+00:25:36,870 --> 00:25:46,040
+عندك مثلا اللي هو ال classأو partition A2B1 A2B1
+
+276
+00:25:46,040 --> 00:25:55,180
+من واقع ضمن هذا النطاق السوداء هذه تتقاطع مع A2 أي
+
+277
+00:25:55,180 --> 00:26:01,800
+نقطة تتقاطع مع الاتنين هؤلاء معاها فهي واقعة في ال
+
+278
+00:26:01,800 --> 00:26:05,860
+partition هذه فهذه partition خلّي بالك الخطوط هذه
+
+279
+00:26:05,860 --> 00:26:10,350
+بتدلش على ال partition بالظبطماذا تتعامل عليها
+
+280
+00:26:10,350 --> 00:26:16,710
+بالنظر اربعة تتقاطع مع اتنين وتتقاطع مع بي واحد
+
+281
+00:26:16,710 --> 00:26:22,030
+نقطة أربعة خمسة
+
+282
+00:26:22,030 --> 00:26:26,910
+تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة خمسة مين
+
+283
+00:26:26,910 --> 00:26:36,050
+كمان ستة تتقاطع مع هذا نقطة أربعة مع هذا واحد
+
+284
+00:26:38,750 --> 00:26:51,930
+خمس طعش و تمانية و سبعة الان
+
+285
+00:26:51,930 --> 00:26:56,330
+كل
+
+286
+00:26:56,330 --> 00:27:02,930
+النقاط اللي واقع في الحيز هذا في الفضاء هذا P2 P1
+
+287
+00:27:02,930 --> 00:27:08,350
+إليهم هذه
+
+288
+00:27:09,040 --> 00:27:15,620
+اللي هيك كلهم طاقين بره لإنهم خرجوا من قطار B1 أي
+
+289
+00:27:15,620 --> 00:27:21,560
+حد هيك لإنه وقف في قطار ال A2 صح؟ يعني حق ال 15 هي
+
+290
+00:27:21,560 --> 00:27:28,620
+تمام لكن اللي فوق الخط هذا خرجوا لإنهم خرجوا من B1
+
+291
+00:27:28,620 --> 00:27:35,320
+جميل، الآن بعض منهم مصنف مسبقا على إنه class 1
+
+292
+00:27:35,320 --> 00:27:40,860
+وبعض منهم إيش؟class 2 من منهم class 1 البيت أسف
+
+293
+00:27:40,860 --> 00:27:46,580
+الصوت اللي هم اربعة
+
+294
+00:27:46,580 --> 00:27:54,300
+و ستة و تمانية و خمسة و عشر من منهم class 2 خمسة و
+
+295
+00:27:54,300 --> 00:28:00,960
+واحد تمانية و سبعة الان
+
+296
+00:28:00,960 --> 00:28:07,050
+ايش المطلوب انه نحسب ال strength تبع c1في هذا
+
+297
+00:28:07,050 --> 00:28:11,290
+الحيث و ال strength أيضا تبقى c2 في هذا الحيث يعني
+
+298
+00:28:11,290 --> 00:28:20,470
+لما احنا نيجي نقول نرجع
+
+299
+00:28:20,470 --> 00:28:27,250
+برضه على الكتاب، الكتاب أفضل لما
+
+300
+00:28:27,250 --> 00:28:33,990
+احنا في step 1 نقول calculate the strength of each
+
+301
+00:28:41,660 --> 00:28:49,380
+class in each partition يعني انا هاخد ال
+
+302
+00:28:49,380 --> 00:28:52,420
+partitions الأخرى برضه و اعمل لهم نفس العملية لدي
+
+303
+00:28:52,420 --> 00:28:57,480
+تسعة partitions انا في كل partition بتطلع rule
+
+304
+00:28:57,480 --> 00:29:00,920
+واحدة ال rule واحدة بناء على حسب هذه الأهمية سيبقى
+
+305
+00:29:00,920 --> 00:29:06,040
+بتطلع الان ايش ال strength بتساوي ان انا باجي
+
+306
+00:29:13,110 --> 00:29:20,450
+بيتا بتاعة class one في ال partition a2b1 تساوي
+
+307
+00:29:20,450 --> 00:29:26,890
+لحظة انا ايش استبدلت هنا ايش كتبلي aibj و احنا
+
+308
+00:29:26,890 --> 00:29:34,630
+بنحكي من i2 و g1 cn هذي ان انا بحكي عن ال class
+
+309
+00:29:34,630 --> 00:29:39,210
+الأولى كمان شوية هاسب لمن ال class التاني ايش
+
+310
+00:29:39,210 --> 00:29:41,110
+بتساوي مجموعة
+
+311
+00:29:44,430 --> 00:29:52,670
+مضلوب ال membership تبعت ال item يعني انا بدي اخد
+
+312
+00:29:52,670 --> 00:30:00,150
+هذا اربعة بدي اشوف اربعة تنتمي الى
+
+313
+00:30:00,150 --> 00:30:09,930
+A2 بمقدار جديش وتنتمي الى B1 بمقدار جديش
+
+314
+00:30:12,830 --> 00:30:19,890
+هداش درجة انتمائها المقطع أربعة الأولى إلى مين إلى
+
+315
+00:30:19,890 --> 00:30:24,030
+اي اي اي اللي هو انا مابفعل ايه اللي هو مين اتنين
+
+316
+00:30:24,030 --> 00:30:28,310
+وهي نفسها يداش درجة انتمائها إلى بيكيف هتبدأ عارفه
+
+317
+00:30:28,310 --> 00:30:37,250
+من أين بتجيبه من الرسم هاي أربعة يداش
+
+318
+00:30:37,250 --> 00:30:38,970
+درجة انتمائها إلى اتنين
+
+319
+00:30:42,140 --> 00:30:52,480
+صح ل .. كده درجة انتمائي ل B1؟ مظبوط؟ تمام؟ و أي
+
+320
+00:30:52,480 --> 00:30:59,040
+نقطة اخر بعدها كل ما انا احسب باخدها من الرسمة لان
+
+321
+00:30:59,040 --> 00:31:05,560
+هو بيقوللي اجمع انت بتحسب ال strength تبع C1 اجمع
+
+322
+00:31:05,560 --> 00:31:08,780
+لكل
+
+323
+00:31:08,780 --> 00:31:15,210
+النقطةكل النقاط اللي موجودة في الـ C1 لو
+
+324
+00:31:15,210 --> 00:31:26,270
+مجبولنا 4,6,8,15 طبعا على المعادلة هذه ما
+
+325
+00:31:26,270 --> 00:31:31,250
+أفعل
+
+326
+00:31:31,250 --> 00:31:38,520
+هو نفس ما أفعله فيه بكتاب C1 وكتاب H1شو ماخد ماخد
+
+327
+00:31:38,520 --> 00:31:43,060
+ال membership تبعت ال pattern أربعة جديش انتماءها
+
+328
+00:31:43,060 --> 00:31:49,420
+إلى اتنين وجديش انتماءها إلى بي واحد مصبوط؟ بعدين
+
+329
+00:31:49,420 --> 00:31:56,460
+ست انتماءها إلى بي وضرب يعني باخد الانتماء هذا و
+
+330
+00:31:56,460 --> 00:32:02,440
+بضربه في الانتماء التاني بعدين تمانين صح؟ بعدين
+
+331
+00:32:02,440 --> 00:32:08,970
+ايش؟ خمس طرفهو مجمع الـ summation هذه يحصل ضرب
+
+332
+00:32:08,970 --> 00:32:17,510
+انتماء ال pattern إلى A2 ضرب انتماء نفس ال pattern
+
+333
+00:32:17,510 --> 00:32:25,830
+إلى B1 و اجمع على كل مين ال patterns على كل ال
+
+334
+00:32:25,830 --> 00:32:33,250
+patterns مصبوط؟ ايش طلع عنده الرقم؟ حسب نفس الاشي
+
+335
+00:32:33,250 --> 00:32:41,260
+لان هنا لمين؟لـ class 2 من طلع ال strength أعلى؟
+
+336
+00:32:41,260 --> 00:32:47,300
+class 1 طلع ال strength أعلى هذا ايش معناه؟ معناه
+
+337
+00:32:47,300 --> 00:32:54,180
+ان ال data بتأيد class
+
+338
+00:32:54,180 --> 00:33:03,740
+رقم 2 في هذا المربع انا بقدر اقول ان if ال data
+
+339
+00:33:03,740 --> 00:33:05,220
+تنتمي
+
+340
+00:33:30,120 --> 00:33:38,160
+من أين استخلصت هذه ال rule من ال strengthدال بس
+
+341
+00:33:38,160 --> 00:33:45,620
+احدد ال certainty factor جداش انا الان برجع لغاية
+
+342
+00:33:45,620 --> 00:33:48,660
+و مرة تانية بقول بشكل في rules بدون استخدام ال
+
+343
+00:33:48,660 --> 00:33:55,320
+genetic algorithm اطلاقا كل rule تتكوّل من
+
+344
+00:33:55,320 --> 00:34:00,420
+condition و conclusion حددت ال conclusion بالطريقة
+
+345
+00:34:00,420 --> 00:34:04,460
+هذه بحسب ال strength دال بس احدد ال certainty
+
+346
+00:34:04,460 --> 00:34:10,690
+factorطيب انا عملت الكلام هذا هعمله ما اكم مرة اكم
+
+347
+00:34:10,690 --> 00:34:15,150
+rule من الشكل هذا بالزمني بالزمني تسعة rules ليش
+
+348
+00:34:15,150 --> 00:34:19,290
+تسعة rules تلاتة في تلاتة انا عندي تلاتة fuzzy
+
+349
+00:34:19,290 --> 00:34:25,850
+sets في ال X و تلاتة fuzzy set في ال Y بالزمني هذا
+
+350
+00:34:25,850 --> 00:34:32,830
+ال rule هي ال rule تبعت A2B1 تقطع A2 مع B1 بالزمني
+
+351
+00:34:32,830 --> 00:34:41,650
+جابلة اصلا A1B1 واخد بالكE3 E1 ثم اكرر نفس الاشي ل
+
+352
+00:34:41,650 --> 00:34:48,770
+E2 ثم E3 مظبوط فهذا كان يتكرر عدة مرات وفصلت
+
+353
+00:34:48,770 --> 00:34:54,270
+للتسعة rules خلاص مش حل زمني genetic algorithm
+
+354
+00:34:54,270 --> 00:35:00,330
+مظبوط بس المسائل دايما مش بهذا التبسيط هذا مش بهذا
+
+355
+00:35:00,330 --> 00:35:03,230
+التبسيط هذا ان يكون في عنده فقط
+
+356
+00:35:07,020 --> 00:35:14,980
+تلاتة في تلاتة انا اصلا مش متأكد ان التقسيمة هذه
+
+357
+00:35:14,980 --> 00:35:22,900
+تقسيمة ايش ايه واحد اتنين و تلاتة واحد ومية واحد
+
+358
+00:35:22,900 --> 00:35:30,500
+اتنين و تلاتة كافية قد يكون قد يكون ال a مفترض
+
+359
+00:35:30,500 --> 00:35:36,700
+اجسمها الى اربع fuzzy sets قد يكونإنه ال input هذا
+
+360
+00:35:36,700 --> 00:35:41,860
+اللي مدخل ال patterns بدي أشوف في أندي مفروض يعني
+
+361
+00:35:41,860 --> 00:35:45,440
+هنا مثلا اعتبر هذا short وهذا medium و هذا tall
+
+362
+00:35:45,440 --> 00:35:49,260
+افترض لأ قول أنا مش هدريني انا .. انا ماعندي
+
+363
+00:35:49,260 --> 00:35:52,860
+الخبرة جاية انا مش human expert انا عند كل اللي
+
+364
+00:35:52,860 --> 00:35:55,780
+يعندي data و بدي اعمل training لل system على
+
+365
+00:35:55,780 --> 00:36:00,720
+أساسها مابيش هدريني ان هو بينقسمه إلى تلت فئات فقط
+
+366
+00:36:00,720 --> 00:36:05,310
+tall و medium و short طب ممكن يكون مثلاshort
+
+367
+00:36:05,310 --> 00:36:14,170
+rather short rather طول و طول شايف هذا كيف أربعة
+
+368
+00:36:14,170 --> 00:36:20,530
+يمكن يكون خمسة و كذلك هل بيه من هنا بيجي المدخل لل
+
+369
+00:36:20,530 --> 00:36:25,050
+genetic algorithm ايش اللي بيحصل انه احنا بنعمل
+
+370
+00:36:25,050 --> 00:36:29,090
+التسع عروض هدولة بالطريقة هذه بعدين اللي روح من
+
+371
+00:36:29,090 --> 00:36:32,070
+جهود خلينا نعتبر كيف تساوي أربعة
+
+372
+00:36:37,310 --> 00:36:39,790
+ماذا يعني K بالساوية أربعة؟ هنا K أيش بالساوية
+
+373
+00:36:39,790 --> 00:36:42,950
+أربعة؟
+
+374
+00:36:42,950 --> 00:36:48,830
+ها بنفس القليل هعمل مجموعة من ستاشرون بنفس القليل
+
+375
+00:36:48,830 --> 00:36:56,770
+و أنا لسه مش عارف إذا كان التسعة دولة مع الستاشه
+
+376
+00:36:56,770 --> 00:37:04,730
+دولة مناسبين ولا مش مناسبين و ربما برضه كمان بدي
+
+377
+00:37:04,730 --> 00:37:05,990
+أعمل K2
+
+378
+00:37:10,150 --> 00:37:22,990
+و ربما اروح اعلن مجموعة اخرى K5 K5
+
+379
+00:37:22,990 --> 00:37:30,510
+ايش معناه؟ 25 rule الان ال 25 اللي هنا مع ال 16
+
+380
+00:37:30,510 --> 00:37:32,910
+اللي هنا مع ال 9 اللي هنا مع ال 4 اللي هنا
+
+381
+00:37:32,910 --> 00:37:44,020
+بيكونولي S all ايش S all اللي بتذكرون؟ Sall set of
+
+382
+00:37:44,020 --> 00:37:50,720
+all rules اللي انا بدي اتخير منهم جدش
+
+383
+00:37:50,720 --> 00:37:56,940
+المجموعة اربعة زي ستاش عشرين وخمسة وعشرين اي خمسة
+
+384
+00:37:56,940 --> 00:38:03,240
+واربعين جدش تسعة اربعة وخمسين rule ربما اعمل كي
+
+385
+00:38:03,240 --> 00:38:11,050
+ستة واحصل على تسعينأصبح لدي 90 رول كل رول بتعطي
+
+386
+00:38:11,050 --> 00:38:14,870
+رقم يعني هدولة واحد اتنين تلاتة اربعة خمسة ستة
+
+387
+00:38:14,870 --> 00:38:18,570
+سبعة تمانية تسعة عشر واحد عشر عشر مظبوط الآن ال
+
+388
+00:38:18,570 --> 00:38:23,670
+chromosome هيبقى فيه تقول مثلا في عندي كمان ايه
+
+389
+00:38:23,670 --> 00:38:33,470
+كستة اصبح لدي تسعين total ال
+
+390
+00:38:33,470 --> 00:38:35,250
+chromosome هيبقى قوله جداش
+
+391
+00:38:40,980 --> 00:38:44,940
+مظبوط؟ مش كلهم اختاروا ايوة لكن مش كلهم اختاروا هد
+
+392
+00:38:44,940 --> 00:38:49,160
+اختارها هد لأ هد don't care هد اختارها هد اختارها
+
+393
+00:38:49,160 --> 00:38:58,020
+انا اذا المسألة بسيطة ببساطة المثال اول ما بدأنا
+
+394
+00:38:58,020 --> 00:39:08,790
+فيه بكفيني مجرد ان اعمل تلاتة في تلاتة اقيمالـ
+
+395
+00:39:08,790 --> 00:39:12,170
+certainty factor احنا لسه مادخلناش بحسبته هنجيله
+
+396
+00:39:12,170 --> 00:39:16,370
+بس انا بدي ألم الموضوع في الأرض بإجماله و اقول انه
+
+397
+00:39:16,370 --> 00:39:21,730
+اذا كان المسألة بسيطة و باكفي هيك اكفت اذا المسألة
+
+398
+00:39:21,730 --> 00:39:25,390
+يعني انا افترض اعملت ال rules هدول و قعدت اجرّم في
+
+399
+00:39:25,390 --> 00:39:28,430
+ال data ولكن ال rules هدول اللي عملته من التسعة
+
+400
+00:39:28,430 --> 00:39:33,650
+مايعطونيش نتائج سليمةيبقى ايش بساوي بدي استخدم ال
+
+401
+00:39:33,650 --> 00:39:36,610
+genetic algorithm اقول اقول okay زي ما عملت دولة
+
+402
+00:39:36,610 --> 00:39:39,410
+بدي اعمل كمان هدولة و اعمل هدولة و اعمل هدولة و
+
+403
+00:39:39,410 --> 00:39:42,930
+اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة
+
+404
+00:39:42,930 --> 00:39:43,330
+هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة و
+
+405
+00:39:43,330 --> 00:39:44,930
+اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة
+
+406
+00:39:44,930 --> 00:39:49,690
+و اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل
+
+407
+00:39:49,690 --> 00:39:58,190
+هدولة و اعمل هدولة
+
+408
+00:39:58,190 --> 00:40:00,500
+و اعموبعض منهم جيه من هنا وبعض منهم من هنا يعني
+
+409
+00:40:00,500 --> 00:40:07,060
+هيكون تشكيلة من ال rules المتباينة okay إذا بيظل
+
+410
+00:40:07,060 --> 00:40:10,780
+مسألة ال certainty factor كيف نحسبه أنا خاطر لي
+
+411
+00:40:10,780 --> 00:40:14,040
+أتركه كذلك لأنه ضال الوجد إنما هي المعادلة تبعته
+
+412
+00:40:14,040 --> 00:40:20,000
+okay إنه في الأول نحسب كل ال certainty نحسب ال
+
+413
+00:40:20,000 --> 00:40:22,320
+strength
+
+414
+00:40:24,430 --> 00:40:30,650
+الـ strength الماكسومم الماكسومم الماكسومم
+
+415
+00:40:30,650 --> 00:40:30,670
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+416
+00:40:30,670 --> 00:40:31,950
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+417
+00:40:31,950 --> 00:40:37,070
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+418
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+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
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+419
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+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+420
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+الماكسومم الماكسومم الماكسومم الماكسوم
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+421
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+يعني احنا عمليا شوفنا كيف تشكيلة ال rule كاملة
+
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+00:40:58,640 --> 00:40:59,400
+ضايلة قالت
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diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..554e078a4d90a40a3085b16d904f0c0fb6026154
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_raw.json
@@ -0,0 +1 @@
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express system فازي rules ماشي فازي rules بس أنا باحث عن تشكيلة من ال rules اللي أستند إليها تكون هي ال database أو ال knowledge base تبعتي يعني الحين ال rule بتعتبر ال input تبع ال", "tokens": [2407, 5296, 23275, 2288, 20498, 11622, 9673, 14407, 24401, 31439, 6225, 3555, 9640, 3660, 18871, 6055, 8592, 4117, 26895, 3660, 9154, 2423, 4474, 20193, 5016, 19913, 14739, 3224, 41850, 4724, 16758, 5016, 12984, 18871, 6055, 8592, 4117, 26895, 3660, 2423, 4474, 13672, 1829, 5551, 5016, 9566, 11296, 8978, 2423, 8149, 6055, 3555, 3615, 2423, 4978, 2361, 5109, 1185, 6156, 31377, 1829, 4474, 3714, 33599, 1829, 6156, 31377, 1829, 4474, 4724, 3794, 41850, 4724, 39319, 12984, 18871, 6055, 8592, 4117, 26895, 3660, 9154, 2423, 4474, 13672, 1829, 5551, 14851, 41260, 11933, 20292, 11296, 6055, 30544, 39896, 2423, 8149, 34051, 2423, 3601, 3096, 6055, 3555, 3615, 31371, 37495, 22653, 21542, 9957, 2423, 4978, 39894, 34268, 26890, 2423, 4846, 6055, 3555, 3615, 2423], "avg_logprob": -0.27892561983471076, 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{"start": 376.9, "end": 377.5, "word": " باحث", "probability": 0.7804361979166666}, {"start": 377.5, "end": 377.74, "word": " عن", "probability": 0.98974609375}, {"start": 377.74, "end": 378.36, "word": " تشكيلة", "probability": 0.99658203125}, {"start": 378.36, "end": 378.5, "word": " من", "probability": 0.99365234375}, {"start": 378.5, "end": 378.66, "word": " ال", "probability": 0.98876953125}, {"start": 378.66, "end": 378.94, "word": " rules", "probability": 0.857421875}, {"start": 378.94, "end": 379.34, "word": " اللي", "probability": 0.97021484375}, {"start": 379.34, "end": 379.82, "word": " أستند", "probability": 0.8634440104166666}, {"start": 379.82, "end": 380.12, "word": " إليها", "probability": 0.84814453125}, {"start": 380.12, "end": 380.38, "word": " تكون", "probability": 0.91455078125}, {"start": 380.38, "end": 380.58, "word": " هي", "probability": 0.57568359375}, {"start": 380.58, "end": 380.74, "word": " ال", "probability": 0.92822265625}, {"start": 380.74, "end": 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"temperature": 1.0}, {"id": 27, "seek": 78353, "start": 758.45, "end": 783.53, "text": "أريد أن أرى كم واحد من هؤلاء تطلق التصنيف بحكم صح هذا هو ال fitness هذا مقدار جدارة ال system جدارته بناء على هذا ال set اللي هو تعبير عن هذا ال chromosome حسبنا لهذا ال chromosome عملية مبنية عملية اختبار", "tokens": [10721, 16572, 3215, 14739, 5551, 2288, 7578, 9122, 2304, 36764, 24401, 9154, 8032, 33604, 1211, 16606, 6055, 9566, 1211, 4587, 16712, 9381, 22653, 5172, 4724, 5016, 24793, 20328, 5016, 23758, 31439, 2423, 15303, 23758, 3714, 28543, 9640, 10874, 3215, 9640, 3660, 2423, 1185, 10874, 3215, 9640, 47395, 44945, 16606, 15844, 23758, 2423, 992, 13672, 1829, 31439, 37279, 3555, 13546, 18871, 23758, 2423, 42896, 11331, 35457, 8315, 46740, 15730, 2423, 42896, 6225, 42213, 10632, 3714, 3555, 1863, 10632, 6225, 42213, 10632, 1975, 46456, 3555, 9640], "avg_logprob": -0.3246323515387142, "compression_ratio": 1.7395833333333333, "no_speech_prob": 0.0, "words": [{"start": 758.45, "end": 758.73, 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بكره", "probability": 0.7908528645833334}, {"start": 797.92, "end": 798.26, "word": " مرة", "probability": 0.931640625}, {"start": 798.26, "end": 798.58, "word": " تانية", "probability": 0.9791666666666666}, {"start": 798.58, "end": 799.1, "word": " كرمزون", "probability": 0.8376953125}, {"start": 799.1, "end": 799.22, "word": " من", "probability": 0.324462890625}, {"start": 799.22, "end": 799.38, "word": " بعد", "probability": 0.900390625}, {"start": 799.38, "end": 799.48, "word": " من", "probability": 0.53857421875}, {"start": 799.48, "end": 799.66, "word": " بعد", "probability": 0.974609375}, {"start": 799.66, "end": 799.78, "word": " من", "probability": 0.212890625}, {"start": 799.78, "end": 799.94, "word": " بعد", "probability": 0.98583984375}, {"start": 799.94, "end": 800.36, "word": " هذا", "probability": 0.708984375}, {"start": 800.36, "end": 800.6, "word": " هو", "probability": 0.9921875}, {"start": 800.6, "end": 800.76, "word": " ال", "probability": 0.88671875}, {"start": 800.76, "end": 801.12, "word": " fitness", "probability": 0.95947265625}, {"start": 801.12, "end": 803.8, "word": " calculate", "probability": 0.865234375}, {"start": 803.8, "end": 804.18, "word": " the", "probability": 0.859375}, {"start": 804.18, "end": 804.74, "word": " performance", "probability": 0.8525390625}, {"start": 804.74, "end": 805.02, "word": " or", "probability": 0.740234375}, {"start": 805.02, "end": 805.38, "word": " fitness", "probability": 0.9501953125}, {"start": 805.38, "end": 805.66, "word": " of", "probability": 0.97021484375}, {"start": 805.66, "end": 806.1, "word": " each", "probability": 0.95068359375}, {"start": 806.1, "end": 806.7, "word": " individual", "probability": 0.83251953125}, {"start": 806.7, "end": 807.28, "word": " chromosome", "probability": 0.97509765625}, {"start": 807.28, "end": 808.04, "word": " in", "probability": 0.9580078125}, {"start": 808.04, "end": 808.24, "word": " the", "probability": 0.91455078125}, {"start": 808.24, "end": 808.8, "word": " current", "probability": 0.8759765625}, {"start": 808.8, "end": 809.48, "word": " population", "probability": 0.9873046875}, {"start": 809.48, "end": 810.48, "word": " عادة", "probability": 0.624267578125}, {"start": 810.48, "end": 810.56, "word": " او", "probability": 0.56494140625}, {"start": 810.56, "end": 810.62, "word": " لا", "probability": 0.230712890625}, {"start": 810.62, "end": 810.98, "word": " الاتنين", "probability": 0.77191162109375}, {"start": 810.98, "end": 811.2, "word": " مش", "probability": 0.8671875}, {"start": 811.2, "end": 811.38, "word": " هم", "probability": 0.959716796875}, {"start": 811.38, "end": 811.88, "word": " لحالهم", "probability": 0.961669921875}, {"start": 811.88, "end": 812.08, "word": " هاي", "probability": 0.4005126953125}, {"start": 812.08, "end": 812.22, "word": " بني", "probability": 0.2362060546875}, {"start": 812.22, "end": 812.34, "word": " في", "probability": 0.908203125}, {"start": 812.34, "end": 812.72, "word": " عندي", "probability": 0.7034912109375}], "temperature": 1.0}, {"id": 29, "seek": 84232, "start": 836.74, "end": 842.32, "text": "عشان اعمل ايش اعمل ايش اعمل ايش اعمل ايش اعمل ايش", "tokens": [3615, 8592, 7649, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592, 1975, 25957, 1211, 1975, 1829, 8592], "avg_logprob": -0.3531709444873473, "compression_ratio": 2.5142857142857142, "no_speech_prob": 0.0, "words": [{"start": 836.74, "end": 837.94, "word": "عشان", "probability": 0.5704142252604166}, {"start": 837.94, "end": 838.72, "word": " اعمل", "probability": 0.89111328125}, {"start": 838.72, "end": 839.14, "word": " ايش", "probability": 0.81298828125}, {"start": 839.14, "end": 841.76, "word": " اعمل", "probability": 0.7793782552083334}, {"start": 841.76, "end": 842.18, "word": " ايش", "probability": 0.9742838541666666}, {"start": 842.18, "end": 842.32, "word": " اعمل", "probability": 0.6915690104166666}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.8899739583333334}, {"start": 842.32, "end": 842.32, "word": " اعمل", "probability": 0.8512369791666666}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.9002278645833334}, {"start": 842.32, "end": 842.32, "word": " اعمل", "probability": 0.88330078125}, {"start": 842.32, "end": 842.32, "word": " ايش", "probability": 0.9220377604166666}], "temperature": 1.0}, {"id": 30, "seek": 87561, "start": 846.65, "end": 875.61, "text": "أعمل new mating هنا يعني تزاوج عشان أعمل cross over تمام فأول اشي بطبق ال cross over بعدين بكرر يعني بعمل mutation تمام و بعدين برجع بكرر مرة تانية عملت cross over عملت mutation فدول اخترت اتنين تمام عملت cross over و اعطاني اتنين", "tokens": [10721, 25957, 1211, 777, 49955, 34105, 37495, 22653, 6055, 11622, 995, 29245, 6225, 8592, 7649, 5551, 25957, 1211, 3278, 670, 46811, 10943, 6156, 10721, 12610, 1975, 8592, 1829, 4724, 9566, 3555, 4587, 2423, 3278, 670, 39182, 9957, 4724, 37983, 2288, 37495, 22653, 4724, 25957, 1211, 27960, 46811, 10943, 4032, 39182, 9957, 4724, 47341, 3615, 4724, 37983, 2288, 3714, 25720, 6055, 7649, 10632, 6225, 42213, 2655, 3278, 670, 6225, 42213, 2655, 27960, 6156, 3215, 12610, 1975, 46456, 43500, 1975, 2655, 1863, 9957, 46811, 10943, 6225, 42213, 2655, 3278, 670, 4032, 1975, 3615, 9566, 7649, 1829, 1975, 2655, 1863, 9957], "avg_logprob": -0.28630050866290774, "compression_ratio": 1.9243243243243244, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 846.65, "end": 847.17, "word": "أعمل", "probability": 0.7004801432291666}, {"start": 847.17, "end": 847.81, "word": " new", "probability": 0.137451171875}, {"start": 847.81, "end": 848.97, "word": " mating", "probability": 0.9658203125}, {"start": 848.97, "end": 849.23, "word": " هنا", "probability": 0.66064453125}, {"start": 849.23, "end": 849.39, "word": " يعني", "probability": 0.9013671875}, {"start": 849.39, "end": 849.91, "word": " تزاوج", "probability": 0.830322265625}, {"start": 849.91, "end": 850.15, "word": " عشان", "probability": 0.9012044270833334}, {"start": 850.15, "end": 850.61, "word": " أعمل", "probability": 0.87255859375}, {"start": 850.61, "end": 851.01, "word": " cross", "probability": 0.345458984375}, {"start": 851.01, "end": 851.41, "word": " over", "probability": 0.62890625}, {"start": 851.41, "end": 852.99, "word": " تمام", "probability": 0.610107421875}, {"start": 852.99, "end": 854.29, "word": " فأول", "probability": 0.8497721354166666}, {"start": 854.29, "end": 854.65, "word": " اشي", "probability": 0.7266845703125}, {"start": 854.65, "end": 855.83, "word": " بطبق", "probability": 0.522369384765625}, {"start": 855.83, "end": 855.95, "word": " ال", "probability": 0.6318359375}, {"start": 855.95, "end": 856.21, "word": " cross", "probability": 0.5419921875}, {"start": 856.21, "end": 856.57, "word": " over", "probability": 0.85205078125}, {"start": 856.57, "end": 857.11, "word": " بعدين", "probability": 0.838134765625}, {"start": 857.11, "end": 857.75, "word": " بكرر", "probability": 0.97998046875}, {"start": 857.75, "end": 859.35, "word": " يعني", "probability": 0.760986328125}, {"start": 859.35, "end": 859.65, "word": " بعمل", "probability": 0.9646809895833334}, {"start": 859.65, "end": 860.21, "word": " mutation", "probability": 0.95166015625}, {"start": 860.21, "end": 861.85, "word": " تمام", "probability": 0.9169921875}, {"start": 861.85, "end": 863.07, "word": " و", "probability": 0.470947265625}, {"start": 863.07, "end": 863.41, "word": " بعدين", "probability": 0.938720703125}, {"start": 863.41, "end": 863.79, "word": " برجع", "probability": 0.9456380208333334}, {"start": 863.79, "end": 864.29, "word": " بكرر", "probability": 0.923828125}, {"start": 864.29, "end": 864.61, "word": " مرة", "probability": 0.942626953125}, {"start": 864.61, "end": 865.39, "word": " تانية", "probability": 0.9910481770833334}, {"start": 865.39, "end": 869.39, "word": " عملت", "probability": 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0.147216796875}, {"start": 874.87, "end": 875.23, "word": " اعطاني", "probability": 0.7658203125}, {"start": 875.23, "end": 875.61, "word": " اتنين", "probability": 0.9892578125}], "temperature": 1.0}, {"id": 31, "seek": 90464, "start": 877.3, "end": 904.64, "text": "و ربما طبقت على واحد منهم او ماطبقتش ميوتيشن على حسب ال probability المهم هدول الاتنين اللي انا قلتلهم نتيجة عملية ال mating هذه حطيتهم على هذا جي ون هذا generation one الان بدي اعمل generation two صح فكل اتنين عملت زوش باعطوني اتنين اللي بعده باعطوني اتنين لما يعني بكرر هذا الأمر", "tokens": [2407, 12602, 3555, 15042, 23032, 3555, 38149, 15844, 36764, 24401, 9154, 16095, 1975, 2407, 19446, 9566, 3555, 38149, 8592, 3714, 1829, 35473, 1829, 8592, 1863, 15844, 11331, 35457, 2423, 8482, 9673, 16095, 8032, 3215, 12610, 2423, 9307, 1863, 9957, 13672, 1829, 1975, 8315, 12174, 1211, 2655, 1211, 16095, 8717, 31371, 7435, 3660, 6225, 42213, 10632, 2423, 49955, 29538, 11331, 9566, 36081, 16095, 15844, 23758, 10874, 1829, 4032, 1863, 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{"id": 53, "seek": 153909, "start": 1511.05, "end": 1539.09, "text": "واسع لو ان ال a2 حدودها زي هيك فكيف كانت ديانكات ماشي الحاجة فالان في كل واحد من ال partitions ايش فيه patterns واقعة و ايش ال patterns اللي بتنتمي ال class هذا و لا ال class هذا خد عندك مثلا خد عندك مثلا اللي هو ال class", "tokens": [2407, 32277, 3615, 45164, 16472, 2423, 257, 17, 11331, 3215, 23328, 11296, 30767, 1829, 39896, 4117, 6156, 4117, 33911, 25961, 2655, 11778, 1829, 7649, 4117, 9307, 3714, 33599, 1829, 21542, 26108, 3660, 6156, 6027, 7649, 8978, 28242, 36764, 24401, 9154, 2423, 644, 2451, 1975, 1829, 8592, 8978, 3224, 8294, 36764, 4587, 27884, 4032, 1975, 1829, 8592, 2423, 8294, 13672, 1829, 39894, 29399, 2304, 1829, 2423, 1508, 23758, 4032, 20193, 2423, 1508, 23758, 16490, 3215, 43242, 4117, 50113, 15040, 16490, 3215, 43242, 4117, 50113, 15040, 13672, 1829, 31439, 2423, 1508], "avg_logprob": -0.3090277777777778, "compression_ratio": 1.8144329896907216, "no_speech_prob": 0.0, "words": [{"start": 1511.05, 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"seek": 156920, "start": 1539.98, "end": 1569.2, "text": "أو partition A2B1 A2B1 من واقع ضمن هذا النطاق السوداء هذه تتقاطع مع A2 أي نقطة تتقاطع مع الاتنين هؤلاء معاها فهي واقعة في ال partition هذه فهذه partition خلّي بالك الخطوط هذه بتدلش على ال partition بالظبط", "tokens": [10721, 2407, 24808, 316, 17, 33, 16, 316, 17, 33, 16, 9154, 36764, 4587, 3615, 48812, 27842, 23758, 28239, 9566, 995, 4587, 21136, 23328, 16606, 29538, 6055, 2655, 4587, 41193, 3615, 20449, 316, 17, 36632, 8717, 47432, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 2423, 9307, 1863, 9957, 8032, 33604, 1211, 16606, 20449, 995, 11296, 6156, 3224, 1829, 36764, 4587, 27884, 8978, 2423, 24808, 29538, 6156, 3224, 24192, 24808, 16490, 1211, 11703, 1829, 20666, 4117, 33962, 9566, 2407, 9566, 29538, 39894, 3215, 1211, 8592, 15844, 2423, 24808, 20666, 19913, 3555, 9566], "avg_logprob": -0.30230979038321454, "compression_ratio": 1.7473118279569892, "no_speech_prob": 0.0, "words": [{"start": 1539.98, "end": 1540.28, "word": "أو", 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"probability": 0.8896484375}, {"start": 1554.5, "end": 1554.86, "word": " A2", "probability": 0.87890625}, {"start": 1554.86, "end": 1555.18, "word": " أي", "probability": 0.4599609375}, {"start": 1555.18, "end": 1555.7, "word": " نقطة", "probability": 0.97119140625}, {"start": 1555.7, "end": 1557.54, "word": " تتقاطع", "probability": 0.98251953125}, {"start": 1557.54, "end": 1557.86, "word": " مع", "probability": 0.9501953125}, {"start": 1557.86, "end": 1558.36, "word": " الاتنين", "probability": 0.771484375}, {"start": 1558.36, "end": 1558.68, "word": " هؤلاء", "probability": 0.65203857421875}, {"start": 1558.68, "end": 1559.34, "word": " معاها", "probability": 0.8173828125}, {"start": 1559.34, "end": 1560.3, "word": " فهي", "probability": 0.9334309895833334}, {"start": 1560.3, "end": 1561.06, "word": " واقعة", "probability": 0.8634440104166666}, {"start": 1561.06, "end": 1561.68, "word": " في", "probability": 0.9169921875}, {"start": 1561.68, "end": 1561.8, "word": " ال", 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partition", "probability": 0.93017578125}, {"start": 1568.64, "end": 1569.2, "word": " بالظبط", "probability": 0.980224609375}], "temperature": 1.0}, {"id": 55, "seek": 159605, "start": 1569.41, "end": 1596.05, "text": "ماذا تتعامل عليها بالنظر اربعة تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة أربعة خمسة تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة خمسة مين كمان ستة تتقاطع مع هذا نقطة أربعة مع هذا واحد", "tokens": [2304, 45636, 995, 6055, 2655, 3615, 10943, 1211, 25894, 11296, 20666, 1863, 19913, 2288, 1975, 25513, 27884, 6055, 2655, 4587, 41193, 3615, 20449, 1975, 2655, 1863, 9957, 34683, 2655, 4587, 41193, 3615, 20449, 4724, 1829, 36764, 24401, 8717, 47432, 3660, 5551, 25513, 27884, 16490, 2304, 3794, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 1975, 2655, 1863, 9957, 34683, 2655, 4587, 41193, 3615, 20449, 4724, 1829, 36764, 24401, 8717, 47432, 3660, 16490, 2304, 3794, 3660, 3714, 9957, 9122, 2304, 7649, 8608, 2655, 3660, 6055, 2655, 4587, 41193, 3615, 20449, 23758, 8717, 47432, 3660, 5551, 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"probability": 0.84814453125}, {"start": 1574.89, "end": 1576.45, "word": " بي", "probability": 0.23089599609375}, {"start": 1576.45, "end": 1576.71, "word": " واحد", "probability": 0.966796875}, {"start": 1576.71, "end": 1578.27, "word": " نقطة", "probability": 0.7164713541666666}, {"start": 1578.27, "end": 1578.73, "word": " أربعة", "probability": 0.7349446614583334}, {"start": 1578.73, "end": 1582.03, "word": " خمسة", "probability": 0.744384765625}, {"start": 1582.03, "end": 1583.31, "word": " تتقاطع", "probability": 0.91904296875}, {"start": 1583.31, "end": 1583.47, "word": " مع", "probability": 0.9658203125}, {"start": 1583.47, "end": 1583.83, "word": " اتنين", "probability": 0.949951171875}, {"start": 1583.83, "end": 1584.31, "word": " وتتقاطع", "probability": 0.891064453125}, {"start": 1584.31, "end": 1584.43, "word": " مع", "probability": 0.9736328125}, {"start": 1584.43, "end": 1584.63, "word": " بي", "probability": 0.98974609375}, {"start": 1584.63, "end": 1585.05, "word": " 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"text": "و ربما اروح اعلن مجموعة اخرى K5 K5 ايش معناه؟ 25 rule الان ال 25 اللي هنا مع ال 16 اللي هنا مع ال 9 اللي هنا مع ال 4 اللي هنا بيكونولي S all ايش S all اللي بتذكرون؟ S", "tokens": [2407, 12602, 3555, 15042, 1975, 32887, 5016, 1975, 30241, 1863, 3714, 7435, 2304, 2407, 27884, 1975, 34740, 7578, 591, 20, 591, 20, 1975, 1829, 8592, 20449, 8315, 3224, 22807, 3552, 4978, 2423, 7649, 2423, 3552, 13672, 1829, 34105, 20449, 2423, 3165, 13672, 1829, 34105, 20449, 2423, 1722, 13672, 1829, 34105, 20449, 2423, 1017, 13672, 1829, 34105, 4724, 1829, 30544, 12610, 1829, 318, 439, 1975, 1829, 8592, 318, 439, 13672, 1829, 39894, 8848, 37983, 11536, 22807, 318], "avg_logprob": -0.27820618121654955, "compression_ratio": 1.756578947368421, "no_speech_prob": 0.0, "words": [{"start": 2230.15, "end": 2230.37, "word": "و", "probability": 0.371826171875}, {"start": 2230.37, "end": 2230.71, "word": " ربما", "probability": 0.9422200520833334}, {"start": 2230.71, "end": 2231.27, "word": " اروح", 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بتعطي رقم يعني هدولة واحد اتنين تلاتة اربعة خمسة ستة سبعة تمانية تسعة عشر واحد عشر عشر مظبوط الآن ال chromosome هيبقى فيه تقول مثلا في عندي كمان ايه كستة اصبح لدي تسعين total ال chromosome هيبقى قوله جداش", "tokens": [10721, 9381, 49628, 5296, 16254, 4289, 12602, 12610, 28242, 12602, 12610, 39894, 3615, 9566, 1829, 12602, 4587, 2304, 37495, 22653, 8032, 3215, 12610, 3660, 36764, 24401, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 27884, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 46811, 7649, 10632, 6055, 3794, 27884, 6225, 46309, 36764, 24401, 6225, 46309, 6225, 46309, 3714, 19913, 3555, 2407, 9566, 6024, 48506, 2423, 42896, 8032, 1829, 3555, 4587, 7578, 8978, 3224, 6055, 39648, 50113, 15040, 8978, 18871, 16254, 9122, 2304, 7649, 1975, 1829, 3224, 9122, 14851, 3660, 1975, 9381, 49628, 5296, 16254, 6055, 3794, 3615, 9957, 3217, 2423, 42896, 8032, 1829, 3555, 4587, 7578, 12174, 12610, 3224, 10874, 3215, 33599], "avg_logprob": -0.36565171857165474, 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"start": 2453.88, "end": 2459.4, "text": "يعني احنا عمليا شوفنا كيف تشكيلة ال rule كاملة ضايلة قالت", "tokens": [40228, 22653, 1975, 5016, 8315, 6225, 2304, 20292, 995, 13412, 38688, 8315, 9122, 33911, 6055, 8592, 4117, 26895, 3660, 2423, 4978, 9122, 10943, 37977, 48812, 995, 26895, 3660, 50239, 2655], "avg_logprob": -0.20728326132220606, "compression_ratio": 1.2048192771084338, "no_speech_prob": 0.0, "words": [{"start": 2453.88, "end": 2454.22, "word": "يعني", "probability": 0.6868896484375}, {"start": 2454.22, "end": 2454.42, "word": " احنا", "probability": 0.9083658854166666}, {"start": 2454.42, "end": 2454.94, "word": " عمليا", "probability": 0.8851318359375}, {"start": 2454.94, "end": 2455.8, "word": " شوفنا", "probability": 0.8455403645833334}, {"start": 2455.8, "end": 2456.04, "word": " كيف", "probability": 0.96923828125}, {"start": 2456.04, "end": 2456.68, "word": " تشكيلة", "probability": 0.96943359375}, {"start": 2456.68, "end": 2456.78, "word": " ال", "probability": 0.9296875}, {"start": 2456.78, "end": 2457.1, "word": " rule", "probability": 0.481689453125}, {"start": 2457.1, "end": 2458.64, "word": " كاملة", "probability": 0.8894856770833334}, {"start": 2458.64, "end": 2459.08, "word": " ضايلة", "probability": 0.869873046875}, {"start": 2459.08, "end": 2459.4, "word": " قالت", "probability": 0.5433349609375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2460.758, "duration_after_vad": 2332.639374999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/LKiAnfF-Z5Q_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..04a44643849f8e82a024991ed00e94e324624c8e
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@@ -0,0 +1,1696 @@
+1
+00:00:21,040 --> 00:00:25,840
+بسم الله الرحمن الرحيم احنا المحاضرة الماضية كنا
+
+2
+00:00:25,840 --> 00:00:30,500
+بدأنا في ال lecture number 12 hybrid intelligence
+
+3
+00:00:30,500 --> 00:00:35,320
+systems اللي بتتناول شقين evolutionary neural
+
+4
+00:00:35,320 --> 00:00:39,360
+networks من ناحية و fuzzy evolutionary systems من
+
+5
+00:00:39,360 --> 00:00:42,820
+ناحية اخرى غطينا الشق الأولى دي اللي هو
+
+6
+00:00:42,820 --> 00:00:46,680
+evolutionary neural networks تمام وشوفنا مثال على
+
+7
+00:00:46,680 --> 00:00:51,820
+ذلك كيف ان انا باستفيد منقدرة الـ Genetic
+
+8
+00:00:51,820 --> 00:00:56,460
+Algorithm على الـ Optimization للوصول إلى الـ
+
+9
+00:00:56,460 --> 00:01:01,340
+optimum weights بالظبط هذا من ناحية و من ناحية
+
+10
+00:01:01,340 --> 00:01:05,940
+أخرى ال optimum topology قلنا إنه ال network نفسها
+
+11
+00:01:05,940 --> 00:01:09,520
+و علاقة ال nodes البعض برضه كذا كذا حالة أنا ممكن
+
+12
+00:01:09,520 --> 00:01:15,440
+أخضعها للتحسين من قبل اللي هو ال genetic algorithm
+
+13
+00:01:15,440 --> 00:01:18,220
+أو أخضعها لل genetic algorithm عشان تعطي ال
+
+14
+00:01:18,220 --> 00:01:22,510
+optimum configurationأو optimum topology طبعا فهذا
+
+15
+00:01:22,510 --> 00:01:24,970
+كان موضوعنا المحاضر من الماضي اليوم ان شاء الله
+
+16
+00:01:24,970 --> 00:01:29,430
+بنشوف كيف ال evolutionary technique اللي هي ال
+
+17
+00:01:29,430 --> 00:01:32,370
+genetic algorithm اللي ممكن استفيد منها في ال
+
+18
+00:01:32,370 --> 00:01:35,190
+fuzzy systems ال fuzzy systems إذا بتذكروا في
+
+19
+00:01:35,190 --> 00:01:39,230
+الآخر هي rule based systems يعني هي مجموعة من ال
+
+20
+00:01:39,230 --> 00:01:45,250
+rules ولكنها fuzzy rules ال fuzzy rulesif
+
+21
+00:01:45,250 --> 00:01:49,230
+condition و ممكن يبقى if كذا and كذا and كذا و
+
+22
+00:01:49,230 --> 00:01:56,830
+conclusion صح ال conditions تبعت ال fuzzy rule هي
+
+23
+00:01:56,830 --> 00:02:03,970
+عبارة عن إيش هل ال input اللي دخل ينتمي إلى هذا ال
+
+24
+00:02:03,970 --> 00:02:08,600
+set أو لا ينتمييعني ان هي قبعه عن ال conditions هي
+
+25
+00:02:08,600 --> 00:02:13,340
+فحص لدرجة انتماء ال input إلى مجموعة ال fuzzy sets
+
+26
+00:02:13,340 --> 00:02:18,980
+اللي موجودة و ال conclusion ايضا كذلك الحال بتقول
+
+27
+00:02:18,980 --> 00:02:23,220
+لي انه اذا كان ال input كذا ينتمي إلى هذا ال set و
+
+28
+00:02:23,220 --> 00:02:26,380
+ال input الاخر ينتمي إلى هذا ال set فال output
+
+29
+00:02:26,380 --> 00:02:33,490
+ينتمي إلى هذا ال set او ذلك فاحنا الآنأيش التحدي
+
+30
+00:02:33,490 --> 00:02:39,970
+الأساسي في الـ Fuzzy في الـ Fuzzy Systems هو أنه
+
+31
+00:02:39,970 --> 00:02:44,910
+يكون عندي Rules دقيقة الـ Fuzzy Rules دقيقة يعني
+
+32
+00:02:44,910 --> 00:02:52,510
+أنا عم بستند إلى مجموعة من ال Rules كل
+
+33
+00:02:52,510 --> 00:02:57,510
+ال Rules هذه F Then مظبوط
+
+34
+00:02:57,510 --> 00:03:04,410
+هذا هو ال one و ال two و التلاتةالى rule going in
+
+35
+00:03:04,410 --> 00:03:08,950
+مثلا فالتحدي عنده هو ان تجهز ال rules دقيقة من
+
+36
+00:03:08,950 --> 00:03:13,010
+ناحية الشروط و دقيقة من ناحية درجة ال certainty
+
+37
+00:03:13,010 --> 00:03:17,270
+المصبوط المعنى ان انا لما بقول ان هو ينتمي ان ال z
+
+38
+00:03:17,270 --> 00:03:21,110
+أو ال output ينتمي الى مثلا class one او class two
+
+39
+00:03:21,110 --> 00:03:25,670
+برضه فيه عندى certainty فاحنا الآن لو جينا على
+
+40
+00:03:25,670 --> 00:03:34,100
+مثلة او اناأستعين بالـ Evolutionary أو الـ Genetic
+
+41
+00:03:34,100 --> 00:03:42,000
+Algorithm في إنها تولّد لمجموعة أو تشكل لمجموعة ال
+
+42
+00:03:42,000 --> 00:03:48,140
+rules الصحيحة اللي بتعطي نتائج صحيح طبعا لازم يكون
+
+43
+00:03:48,140 --> 00:03:53,040
+في عندي data اختبر ال rules على ال data و أشوف كده
+
+44
+00:03:53,040 --> 00:03:56,480
+ال rules اللي بتعطيني نتائج صحيحة لو عندي مثلا ألف
+
+45
+00:03:56,480 --> 00:04:02,620
+data item أو ألف patterndata item او data record
+
+46
+00:04:02,620 --> 00:04:08,980
+نسميه pattern و طبعا انا عارف ال pattern و عارف
+
+47
+00:04:08,980 --> 00:04:12,420
+التصنيف الصحيح تبعه هو ينتمي ال class one ولا
+
+48
+00:04:12,420 --> 00:04:18,140
+class two ولا تلاتة او ايش من دلوقت و جيت قصة قداش
+
+49
+00:04:18,140 --> 00:04:23,980
+عدد التصنيفات الصحيحة اللي اعطانيها ال system بناء
+
+50
+00:04:23,980 --> 00:04:29,380
+على الهوز يبقى هذا هو ال fitness تبعيفأنا لو عدي
+
+51
+00:04:29,380 --> 00:04:32,760
+أنا مجموعة من ال rules و ال fitness تبعهم ضعيف و
+
+52
+00:04:32,760 --> 00:04:36,220
+بعد كده بولد منهم مجموعة أخرى من ال rules عشان
+
+53
+00:04:36,220 --> 00:04:40,380
+يحسن تدرجين إلى أن ألاقي مجموعة من ال rules أو
+
+54
+00:04:40,380 --> 00:04:44,620
+generation يعني من ال rules اللي ال fitness تبعهم
+
+55
+00:04:44,620 --> 00:04:49,600
+عالي لأن بعضين دائما أجوبان صحيح هذا الكلام يسترد
+
+56
+00:04:49,600 --> 00:04:54,080
+إلى وجود data data training دلوقتي training دلوقتي
+
+57
+00:04:54,080 --> 00:04:57,840
+صح بالظبط فاحنا الآن لنشوف كيف الفاضي ال
+
+58
+00:05:04,670 --> 00:05:16,490
+البسيطة جدا هي ال steps واضح انا بدأ ارجع للاخر بس
+
+59
+00:05:16,490 --> 00:05:21,690
+هي جزئية بدها تفصيل او بدها نخوض في تفاصيلها انما
+
+60
+00:05:21,690 --> 00:05:27,680
+ال steps تبعتالـ Damage بين الفضي و ال genetic
+
+61
+00:05:27,680 --> 00:05:30,740
+algorithm ما بتخرجش عن الكلام اللي تهو أنا حكيته
+
+62
+00:05:30,740 --> 00:05:35,700
+يعني مبدأيا Randomly generate an initial
+
+63
+00:05:35,700 --> 00:05:41,020
+population of chromosomes chromosomes ايش بتتوقع؟
+
+64
+00:05:41,020 --> 00:05:49,480
+هي ال chromosome الواحد بدي يكون ايش؟ rule واحدة
+
+65
+00:05:49,480 --> 00:05:53,740
+كل rule عبارة عن chromosome
+
+66
+00:05:58,100 --> 00:06:02,060
+و للكرومز المواحد هو عبارة عن تشكيلة من ال rules
+
+67
+00:06:02,060 --> 00:06:10,300
+لاحظ أنه أنا بابحث عن تشكيلة ال rules اللي أحطها
+
+68
+00:06:10,300 --> 00:06:13,420
+في ال database تبع ال rule based express system
+
+69
+00:06:13,420 --> 00:06:18,360
+فازي rules ماشي فازي rules بس أنا باحث عن تشكيلة
+
+70
+00:06:18,360 --> 00:06:21,280
+من ال rules اللي أستند إليها تكون هي ال database
+
+71
+00:06:21,280 --> 00:06:23,720
+أو ال knowledge base تبعتي يعني الحين ال rule
+
+72
+00:06:23,720 --> 00:06:27,930
+بتعتبر ال input تبع الالانبعاد اللى بدك تدخله على
+
+73
+00:06:27,930 --> 00:06:31,870
+ال genetic على ال chromosome اللى انت عملته انا
+
+74
+00:06:31,870 --> 00:06:36,190
+بده اشكل ال chromosome اشكله ويتكون من ايش من
+
+75
+00:06:36,190 --> 00:06:39,970
+مجموعة من ال root ال chromosome الواحد يعني هذه R1
+
+76
+00:06:39,970 --> 00:06:48,970
+هذه R2 هذه R3 هذه R4 صح طبعا هذا one chromosome
+
+77
+00:06:48,970 --> 00:06:52,870
+chromosome اخر بديكون ايش
+
+78
+00:06:56,370 --> 00:07:00,130
+هي مجموعة مختلفة لأ احنا ليش نصيبها بالشكل هذا
+
+79
+00:07:00,130 --> 00:07:04,830
+احنا نيجي هنا نقول انا
+
+80
+00:07:04,830 --> 00:07:11,350
+عندي بورس واحد لذلك
+
+81
+00:07:11,350 --> 00:07:19,230
+افترض ان انا فيه عندي عشرة
+
+82
+00:07:19,230 --> 00:07:19,690
+بورس
+
+83
+00:07:26,560 --> 00:07:34,380
+الـ chromosome الواحد تشكيلته binary إذا حطيت one
+
+84
+00:07:34,380 --> 00:07:40,800
+معناته أن رول واحد رقم واحد داخلة داخلة في ال rule
+
+85
+00:07:40,800 --> 00:07:49,060
+set إذا حطيت zero معناته رول مش داخلة one يعني
+
+86
+00:07:49,060 --> 00:07:53,420
+داخلة و نقص واحد يعني مش داخلة و zero معناته
+
+87
+00:07:54,830 --> 00:07:59,290
+التلاتة don't care يعني انها تخش او ما تخشش لا
+
+88
+00:07:59,290 --> 00:08:05,530
+يؤثر على النتائج انا اصبح تشكيلة ال chromosome هي
+
+89
+00:08:05,530 --> 00:08:11,970
+ان انا selection انا عامل عشرة rules او بل بقول
+
+90
+00:08:11,970 --> 00:08:17,550
+100 rules لكن انا هاستخدم منهم مش كلهم ال 100
+
+91
+00:08:17,550 --> 00:08:21,470
+rules بدهم يخشوا بده استخدم عشرين rules فقط او
+
+92
+00:08:21,470 --> 00:08:30,360
+عشرةفبقى بنى ال chromosome تبعى بحيث انه يتسع حجمه
+
+93
+00:08:30,360 --> 00:08:35,600
+لكل ال 100 اللى عندي ولكن ال one ممكن اللاقس واحد
+
+94
+00:08:35,600 --> 00:08:38,880
+هي بتقولى ما اذا كانت ال rule تدخل ولا ماتدخلش
+
+95
+00:08:38,880 --> 00:08:43,640
+وبالتالي انا من هنا تيجى اللى هو ال randomness
+
+96
+00:08:43,640 --> 00:08:50,720
+فهذا التشكيل
+
+97
+00:08:50,720 --> 00:08:55,990
+معناته انهالروز هذه هي اللي داخلة والروز التاني مش
+
+98
+00:08:55,990 --> 00:09:00,110
+داخلة والبالي تنكير طبعا خليني أكتر شوية اللي
+
+99
+00:09:00,110 --> 00:09:04,810
+داخلين واضح؟
+
+100
+00:09:04,810 --> 00:09:08,630
+واضح؟ إيش فكرة .. إيش فكرة البنية .. وين بنية ال
+
+101
+00:09:08,630 --> 00:09:12,050
+chromosome؟ ال chromosome ده اللي قولنا إنه بسع
+
+102
+00:09:12,050 --> 00:09:15,210
+مثلا لو كان عندي 100 رول قولنا إنه .. بخليه 100
+
+103
+00:09:15,210 --> 00:09:18,570
+على 100 ايوة طول ال chromosome لازم يكفي ل ال
+
+104
+00:09:18,570 --> 00:09:24,010
+maximum لكنالخناد تبعته او ال genes تبعته هي اللي
+
+105
+00:09:24,010 --> 00:09:28,090
+بتقولي اذا كانت ال rule موجودة داخلة ولا ليش
+
+106
+00:09:28,090 --> 00:09:33,010
+داخلة، صح؟ يعني هو كله عبارة عامة عن كرومزوم يمكن
+
+107
+00:09:33,010 --> 00:09:35,550
+اقول له هذا كرومزوم تاني شكل تاني لل rule اللي انا
+
+108
+00:09:35,550 --> 00:09:40,370
+اختار اختيار اخر هذا اختيار هذا اختيار اخر
+
+109
+00:09:40,370 --> 00:09:45,030
+selection اخرى كل كرومزوم يعبر عن selection من ال
+
+110
+00:09:45,030 --> 00:09:49,940
+من ال 100 من ال 100.5 واضح؟ حلو كتيرRandomly
+
+111
+00:09:49,940 --> 00:09:53,880
+Generate Initial Population of Chromosomes قدش بده
+
+112
+00:09:53,880 --> 00:10:01,160
+مثلا كده right؟
+
+113
+00:10:01,160 --> 00:10:05,720
+say 10 or 20 chromosomes each gene in a chromosome
+
+114
+00:10:05,720 --> 00:10:10,780
+corresponds to a particular fuzzy role طبعا fuzzy
+
+115
+00:10:12,700 --> 00:10:15,620
+in the rule set defined by S all هذا اللي احنا
+
+116
+00:10:15,620 --> 00:10:19,480
+نحكي عنه S all هذا هو ال rules الميه اللي احنا
+
+117
+00:10:19,480 --> 00:10:25,560
+محضرينهم بس احنا مشكلتنا انه محضرين rules متعددة
+
+118
+00:10:25,560 --> 00:10:31,700
+ولكن مش عارفين مين منهم اللي نستند اليه اللي يلو
+
+119
+00:10:31,700 --> 00:10:38,920
+فعلا دور في عملية التصنيف عملية اتخاذ التصنيف okay
+
+120
+00:10:38,920 --> 00:10:45,350
+اما كيف احنا ولدناسؤال علمي هدولة هذه هي التفاصيل
+
+121
+00:10:45,350 --> 00:10:49,810
+اللي انا مجلدها شوية اذا بتلاحظ بدأ من slide
+
+122
+00:10:49,810 --> 00:10:55,270
+number 27 اللي هي الخلاصة تمام بعدين بدي ارجع تاني
+
+123
+00:10:55,270 --> 00:10:58,190
+عشان اعطيك التفاصيل calculate ال performance هذا
+
+124
+00:10:58,190 --> 00:11:00,490
+الكلام اللي احنا عارفينه يعني هذا احنا عارفينه
+
+125
+00:11:00,490 --> 00:11:03,790
+already عشانك برضه كويس ان ابدأ في اشي انت عارفه
+
+126
+00:11:03,790 --> 00:11:07,590
+calculate the performance or fitness of each واحد
+
+127
+00:11:07,590 --> 00:11:08,170
+من هدولة
+
+128
+00:11:18,190 --> 00:11:24,350
+الان كل واحد من هدولة بيقوللي استخدم ال rule كذا
+
+129
+00:11:24,350 --> 00:11:29,010
+وما تستخدمش كذا جميل انا اللي هو قاللي عنهم هحطهم
+
+130
+00:11:29,010 --> 00:11:34,810
+في ال rule set ال rule set هذا هو knowledge base
+
+131
+00:11:34,810 --> 00:11:41,130
+الان ماشي دخل ال data items واحد ورا التانيشوف ال
+
+132
+00:11:41,130 --> 00:11:48,670
+rules هذه لو فعلت ايش هتبقى لها ليه؟ في الآخر انا
+
+133
+00:11:48,670 --> 00:11:55,590
+بدخل data item هاي XI و XII بدخل vector على
+
+134
+00:11:55,590 --> 00:11:59,770
+knowledge system على ال express system ال express
+
+135
+00:11:59,770 --> 00:12:03,390
+system وظيفته ان يقوللي هذا ال data item ينتمي إلى
+
+136
+00:12:03,390 --> 00:12:14,620
+C1 ولا C2 ولا C3و بأنهي ممبرشب
+
+137
+00:12:14,620 --> 00:12:21,740
+value صح؟ انا اريد ان اشوف اذا والله طبعا انا اعلم
+
+138
+00:12:21,740 --> 00:12:27,300
+ان X1 هد ال pattern هد ال pattern و في ورا عدة
+
+139
+00:12:27,300 --> 00:12:31,740
+patterns كتير اختبرهم انا اعلم ان هد تنتميها C2
+
+140
+00:12:31,740 --> 00:12:36,520
+اريد ان اشوف هد هو جالس C2 او C1 اذا C1 يعني غلط
+
+141
+00:12:36,520 --> 00:12:42,850
+C2 صح تمام؟أريد أن أرى كم واحد من هؤلاء تطلق
+
+142
+00:12:42,850 --> 00:12:50,330
+التصنيف بحكم صح هذا هو ال fitness هذا مقدار جدارة
+
+143
+00:12:50,330 --> 00:12:57,290
+ال system جدارته بناء على هذا ال set اللي هو تعبير
+
+144
+00:12:57,290 --> 00:13:00,930
+عن هذا ال chromosome حسبنا لهذا ال chromosome
+
+145
+00:13:00,930 --> 00:13:05,900
+عملية مبنية عملية اختبارجدارة هذا الكرمزون عملية
+
+146
+00:13:05,900 --> 00:13:09,540
+مضنية ان انا بدي ادخل كل ال data items كل ال
+
+147
+00:13:09,540 --> 00:13:15,300
+patterns و ا piece نسبة الخضأ في ال system في شغل
+
+148
+00:13:15,300 --> 00:13:19,480
+ال system تاسيت بكره مرة تانية كرمزون من بعد من
+
+149
+00:13:19,480 --> 00:13:24,180
+بعد من بعد هذا هو ال fitness calculate the
+
+150
+00:13:24,180 --> 00:13:26,700
+performance or fitness of each individual
+
+151
+00:13:26,700 --> 00:13:30,620
+chromosome in the current population عادة او لا
+
+152
+00:13:30,620 --> 00:13:32,720
+الاتنين مش هم لحالهم هاي بني في عندي
+
+153
+00:13:56,740 --> 00:14:02,320
+عشان اعمل ايش اعمل ايش اعمل ايش اعمل ايش اعمل ايش
+
+154
+00:14:06,650 --> 00:14:11,010
+أعمل new mating هنا يعني تزاوج عشان أعمل cross
+
+155
+00:14:11,010 --> 00:14:17,750
+over تمام فأول اشي بطبق ال cross over بعدين بكرر
+
+156
+00:14:17,750 --> 00:14:24,610
+يعني بعمل mutation تمام و بعدين برجع بكرر مرة
+
+157
+00:14:24,610 --> 00:14:29,390
+تانية عملت
+
+158
+00:14:29,390 --> 00:14:33,990
+cross over عملت mutation فدول اخترت اتنين تمام
+
+159
+00:14:33,990 --> 00:14:39,720
+عملت cross over و اعطاني اتنينو ربما طبقت على واحد
+
+160
+00:14:39,720 --> 00:14:43,660
+منهم او ماطبقتش ميوتيشن على حسب ال probability
+
+161
+00:14:43,660 --> 00:14:47,840
+المهم هدول الاتنين اللي انا قلتلهم نتيجة عملية ال
+
+162
+00:14:47,840 --> 00:14:53,340
+mating هذه حطيتهم على هذا جي ون هذا generation one
+
+163
+00:14:53,340 --> 00:15:00,380
+الان بدي اعمل generation two صح فكل اتنين عملت زوش
+
+164
+00:15:00,380 --> 00:15:03,620
+باعطوني اتنين اللي بعده باعطوني اتنين لما يعني
+
+165
+00:15:03,620 --> 00:15:11,870
+بكرر هذا الأمرrepeat step 3 select 2 عشان تعمل
+
+166
+00:15:11,870 --> 00:15:16,130
+منهم 2 جديد عشان
+
+167
+00:15:16,130 --> 00:15:23,270
+تعمل
+
+168
+00:15:23,270 --> 00:15:31,750
+منهم 2 جديد عشان تعمل منهم 2 جديد عشان تعمل منهم 2
+
+169
+00:15:31,750 --> 00:15:34,440
+جديد عشان تعمل منهم 2 جديدthe size of a new
+
+170
+00:15:34,440 --> 00:15:37,100
+population يعني generation population and
+
+171
+00:15:37,100 --> 00:15:39,440
+generation becomes equal to the size of the
+
+172
+00:15:39,440 --> 00:15:42,700
+initial population and then replace خلاص هذا بدي
+
+173
+00:15:42,700 --> 00:15:46,720
+أروح و بدي أعتمد جديد اللي أنا اعتمدت عشان أسوي
+
+174
+00:15:46,720 --> 00:15:52,060
+بدي أقيمه زي ما أنا بدأت من هذا بإنه تقييم ف go to
+
+175
+00:15:52,060 --> 00:15:57,300
+step two go to step two اللي هي ايش calculate ال
+
+176
+00:15:57,300 --> 00:16:01,900
+performance او ال fitness و بعد دلني أعمل الكلام
+
+177
+00:16:01,900 --> 00:16:02,200
+هذا
+
+178
+00:16:07,590 --> 00:16:11,930
+Until a specified number of generations is
+
+179
+00:16:11,930 --> 00:16:20,790
+considered يعني بعمل مثلا خمسين دورة او لما اقترب
+
+180
+00:16:20,790 --> 00:16:28,290
+انا من نسبة صواب معينة
+
+181
+00:16:28,290 --> 00:16:36,310
+الان الناتج الانهائي الحاجينيأنا هنا ال chromosome
+
+182
+00:16:36,310 --> 00:16:43,750
+ايش طوله طوله مية مثلا فرضنا انا في الآخر عدد ال
+
+183
+00:16:43,750 --> 00:16:48,610
+rules ال chromosome الفائز في عملية ال genetica
+
+184
+00:16:48,610 --> 00:16:53,230
+ممكن يكون يحتوي على بس اتنين في المية بس two rules
+
+185
+00:16:53,230 --> 00:16:59,990
+مش هكذا يعني ال number of rules can be cut down to
+
+186
+00:16:59,990 --> 00:17:02,410
+less than two percent of the initially generated
+
+187
+00:17:02,410 --> 00:17:08,750
+set of rulesطبعا اذا انا بالاصل عامل 100 rule ممكن
+
+188
+00:17:08,750 --> 00:17:14,030
+انه في الآخر بعد عملية ال training الاقي انه بس او
+
+189
+00:17:14,030 --> 00:17:17,470
+لو عندي الف rule الاقي بس في الآخر اختزل ال 20
+
+190
+00:17:17,470 --> 00:17:21,370
+طبعا عشرين هذا يعني اتنين في المية يعني ايش جليل
+
+191
+00:17:21,370 --> 00:17:25,350
+بس لا يمنع ان يكون يعني انا بدأت ب 200 rule اه ب
+
+192
+00:17:25,350 --> 00:17:28,770
+100 ruleعطاني خمسة عطاني عشرة which is very good
+
+193
+00:17:28,770 --> 00:17:32,910
+لما انا استبدع بدل ما ا .. ا .. ا .. احط في ال
+
+194
+00:17:32,910 --> 00:17:38,790
+system meet rule احط عشرة كويس صح ولا لأ يبقى هو
+
+195
+00:17:38,790 --> 00:17:45,150
+الآن ال .. القالية هذه جالتلي انت اعمل rules كتيرة
+
+196
+00:17:45,150 --> 00:17:51,050
+جد ما بدك rules مانتاش عارف ال rules هذه فعلا
+
+197
+00:17:51,050 --> 00:17:54,670
+هنكون لها دور و لا هنكونش ال genetic algorithm هي
+
+198
+00:17:54,670 --> 00:17:59,410
+اللي بتحددفأنا ممكن أكون عامل meet all وفي الأخر
+
+199
+00:17:59,410 --> 00:18:02,750
+الـ genetic algorithm يقول ليه يكفي بس الخمسة
+
+200
+00:18:02,750 --> 00:18:07,110
+هدولة تحكم في ال database هدولة بيعقولك نتائج
+
+201
+00:18:07,110 --> 00:18:13,930
+صحيحة فعملية هذه أخر slide الآن ال slide رقم واحد
+
+202
+00:18:13,930 --> 00:18:19,030
+تلاتيه لان بدنا نرجع نشوف التفاصيل بالاصل لا
+
+203
+00:18:19,030 --> 00:18:22,550
+استخراجات لان ناخد الحالة البسيطة وهي أنه لو كان
+
+204
+00:18:22,550 --> 00:18:30,110
+أنا عنديلو كان عندي two classes بس لو عندي ال data
+
+205
+00:18:30,110 --> 00:18:39,810
+برضه تحتوي على ال data patterns ال
+
+206
+00:18:39,810 --> 00:18:46,270
+data patterns عبارة عن vectors تتكوّن بس من أنصرين
+
+207
+00:18:46,270 --> 00:18:52,390
+الأنصر هذا يكون عندي لهذا
+
+208
+00:18:52,390 --> 00:18:56,860
+الأنصريوجد فزي فانكشن و لهذا ايضا فزي فانكشن يعني
+
+209
+00:18:56,860 --> 00:19:03,940
+اذا هذا يعني يعني اني عندي امرور بتقول F X ايش
+
+210
+00:19:03,940 --> 00:19:11,640
+عارف نسميها X و Y بس هو هنا كل تسميته اذا X تنتمي
+
+211
+00:19:11,640 --> 00:19:21,800
+X بنعتبر هذا هو المحور X اذا X تنتمي الى A1 andY
+
+212
+00:19:21,800 --> 00:19:31,520
+تنتمي الى B1 ثم Z
+
+213
+00:19:31,520 --> 00:19:38,220
+تنتمي الى C1 هذه هي القوانين المصبوطة ممكن
+
+214
+00:19:38,220 --> 00:19:45,400
+القوانين الأخرى تقول F X تنتمي الى A2 and
+
+215
+00:19:48,150 --> 00:19:59,510
+Y تنتمي إلى B2 ثم Z تنتمي إلى C1 احنا
+
+216
+00:19:59,510 --> 00:20:02,350
+مش شوفنا حاجة اسمها الـ Fuzzy Associative Matrix
+
+217
+00:20:02,350 --> 00:20:06,290
+انا ليش اكتب الرول سيكرا نصا طبعا انا بعمل جدول
+
+218
+00:20:06,290 --> 00:20:14,670
+طبعا مفترض ان انا في عندى تلاتة B و تلاتة A هاي A
+
+219
+00:20:14,670 --> 00:20:24,730
+123 وهي Bشهدت جدول بنقل على أساس أنه مجموعة rules
+
+220
+00:20:24,730 --> 00:20:35,010
+إذا كان العنصر ينتمي إلى A1 and B1 فهو إيش فال
+
+221
+00:20:35,010 --> 00:20:43,290
+output ينتمي إلى هنا هذا بسميه مثلا C1 هذا بيظهر
+
+222
+00:20:43,290 --> 00:20:49,450
+كمان C1 يعني إذا كان ال input ينتمي إلىالـ A2 الـ
+
+223
+00:20:49,450 --> 00:20:54,470
+B1 برضه هو الـ C1 أنا بعبّر عامة ال rules هذه على
+
+224
+00:20:54,470 --> 00:21:00,770
+شكل ال matrix هذه افترض أنا صحيح ال rules هيك هذه
+
+225
+00:21:00,770 --> 00:21:05,870
+ال rules الآن أنا مش عارف صحتها
+
+226
+00:21:05,870 --> 00:21:11,270
+ال data هي اللي هتقوللي اذا كان احكم على ال rules
+
+227
+00:21:11,270 --> 00:21:17,760
+صحيح او لا يعني انا هدي هنا النقاط هذهبعض منها أبل
+
+228
+00:21:17,760 --> 00:21:22,260
+وبعض منها أسود البيادة
+
+229
+00:21:22,260 --> 00:21:26,120
+أو السواد هو تصنيف النقطة النقطة في الآخر هي
+
+230
+00:21:26,120 --> 00:21:30,360
+المحور الـC وهي المحور الصالح النقطة هذه ال
+
+231
+00:21:30,360 --> 00:21:35,760
+pattern هذه هي جد في ال X وهي جد في ال Y صح؟ هذه
+
+232
+00:21:35,760 --> 00:21:41,500
+هي جد في ال X وهي جد في ال Y مصبوط؟ تمام؟ لأن هذه
+
+233
+00:21:41,500 --> 00:21:57,610
+النقطة تتقاطع مع A2 هناو تتقطع مع P1 هنا لأن
+
+234
+00:21:57,610 --> 00:22:02,830
+هذه النقطة الأسود يعني class 1 و الأبيض يعني class
+
+235
+00:22:02,830 --> 00:22:10,730
+2 في هذه النقطة نعلم أن ال input نعلم أنها class 1
+
+236
+00:22:10,730 --> 00:22:21,030
+و الأسود و الأبيض نعلم أن classclass two لو
+
+237
+00:22:21,030 --> 00:22:27,570
+أنا الموضوع واقف بس على بس على هيك بستطيع الأن
+
+238
+00:22:27,570 --> 00:22:33,710
+أستخلص rules بدون ال genetic algorithm بدون ال
+
+239
+00:22:33,710 --> 00:22:39,030
+genetic algorithm لو الموضوع واقف على إنه النقطة
+
+240
+00:22:39,030 --> 00:22:44,090
+ال patterns هي نقطة تتكون من عصرين وإن أنا فيه
+
+241
+00:22:44,090 --> 00:22:50,780
+عندياش تلاتةfuzzy sets في اتجاه ال X و تلاتة في
+
+242
+00:22:50,780 --> 00:22:54,960
+اتجاه ال Y هذا الكلب كيف بنسويه كيف بقدر استخلص
+
+243
+00:22:54,960 --> 00:22:59,140
+بحسب حاجة اسمها ال strength هاي ال rule ال
+
+244
+00:22:59,140 --> 00:23:03,960
+structure هادي شوفناها احنا ان اذا X هو P اختصار ل
+
+245
+00:23:03,960 --> 00:23:07,380
+pattern لدي pattern one pattern two pattern انا
+
+246
+00:23:07,380 --> 00:23:14,040
+بقول X واحد X نين ال K خليها شويه لان بس انا لان
+
+247
+00:23:15,880 --> 00:23:20,260
+هيقول ال structure تبعها if كذا and كذا فال output
+
+248
+00:23:20,260 --> 00:23:24,860
+و برضه فيه certainty factor فانا عندي اللي هو ال
+
+249
+00:23:24,860 --> 00:23:27,280
+condition و عندي ال result و عندي ال certainty
+
+250
+00:23:27,280 --> 00:23:35,260
+factor لليش ل result انا بقدر اشكل ال rules و احسب
+
+251
+00:23:35,260 --> 00:23:38,940
+ال certainty factor بدون genetic algorithm ايش
+
+252
+00:23:38,940 --> 00:23:42,860
+اللي بنقدر نسوي اللي هي ان احنا ال key هذيمعناه
+
+253
+00:23:42,860 --> 00:23:47,860
+قبل قليل هي مصور بيها عدد الاش هذا ال K عدد الفظي
+
+254
+00:23:47,860 --> 00:23:51,880
+6 يعني في ال A تلاتة و في ال B تلاتة فال K هنا
+
+255
+00:23:51,880 --> 00:23:56,260
+تسوى تلاتة لو جسمت أنا إلى أربعة فظي 6 و أربعة في
+
+256
+00:23:56,260 --> 00:23:59,940
+ال X و أربعة في ال Y ال K معناته أربعة لأن احنا
+
+257
+00:23:59,940 --> 00:24:04,480
+مبدأيا انا بحكي هذا الآن قبل ما نحكي genetic
+
+258
+00:24:04,480 --> 00:24:09,120
+algorithm بس فظي لحاله مبدأيا انا مقدر اجي احس
+
+259
+00:24:09,120 --> 00:24:11,120
+بحال اسمه ال strength
+
+260
+00:24:14,710 --> 00:24:18,790
+طبعا احنا بما
+
+261
+00:24:18,790 --> 00:24:25,930
+انه عندي كيبل سوية تلاتة فال space كله اصبح مجسم
+
+262
+00:24:25,930 --> 00:24:31,170
+منها تلاتة في تلاتة ف we partition ال input space
+
+263
+00:24:31,170 --> 00:24:36,030
+ال space مقصود بيه اللي هو وين وقع ال patterns
+
+264
+00:24:36,030 --> 00:24:43,810
+الحي ذرة كله بيبصر إلى عسب جدش عنديفالان و بنحسب
+
+265
+00:24:43,810 --> 00:24:46,510
+ال strength of each class اكم class الان في ال
+
+266
+00:24:46,510 --> 00:24:49,250
+example اللي معايا انا هم two class class one و
+
+267
+00:24:49,250 --> 00:24:54,670
+class two صح ولا لأ هاي ال space هاي ال space كله
+
+268
+00:24:54,670 --> 00:25:02,150
+هيك و عندي الأصفر و الأبيض فانا الان بدي في كل هذه
+
+269
+00:25:02,150 --> 00:25:07,910
+partitions هذه تلاتة في تلاتة بس ليش جاي هذه باسعة
+
+270
+00:25:07,910 --> 00:25:16,470
+لأن ال a2واسع لو ان ال a2 حدودها زي هيك فكيف كانت
+
+271
+00:25:16,470 --> 00:25:20,890
+ديانكات ماشي الحاجة فالان في كل واحد من ال
+
+272
+00:25:20,890 --> 00:25:24,950
+partitions ايش فيه patterns واقعة و ايش ال
+
+273
+00:25:24,950 --> 00:25:27,550
+patterns اللي بتنتمي ال class هذا و لا ال class
+
+274
+00:25:27,550 --> 00:25:36,870
+هذا خد عندك مثلا خد
+
+275
+00:25:36,870 --> 00:25:46,040
+عندك مثلا اللي هو ال classأو partition A2B1 A2B1
+
+276
+00:25:46,040 --> 00:25:55,180
+من واقع ضمن هذا النطاق السوداء هذه تتقاطع مع A2 أي
+
+277
+00:25:55,180 --> 00:26:01,800
+نقطة تتقاطع مع الاتنين هؤلاء معاها فهي واقعة في ال
+
+278
+00:26:01,800 --> 00:26:05,860
+partition هذه فهذه partition خلّي بالك الخطوط هذه
+
+279
+00:26:05,860 --> 00:26:10,350
+بتدلش على ال partition بالظبطماذا تتعامل عليها
+
+280
+00:26:10,350 --> 00:26:16,710
+بالنظر اربعة تتقاطع مع اتنين وتتقاطع مع بي واحد
+
+281
+00:26:16,710 --> 00:26:22,030
+نقطة أربعة خمسة
+
+282
+00:26:22,030 --> 00:26:26,910
+تتقاطع مع اتنين وتتقاطع مع بي واحد نقطة خمسة مين
+
+283
+00:26:26,910 --> 00:26:36,050
+كمان ستة تتقاطع مع هذا نقطة أربعة مع هذا واحد
+
+284
+00:26:38,750 --> 00:26:51,930
+خمس طعش و تمانية و سبعة الان
+
+285
+00:26:51,930 --> 00:26:56,330
+كل
+
+286
+00:26:56,330 --> 00:27:02,930
+النقاط اللي واقع في الحيز هذا في الفضاء هذا P2 P1
+
+287
+00:27:02,930 --> 00:27:08,350
+إليهم هذه
+
+288
+00:27:09,040 --> 00:27:15,620
+اللي هيك كلهم طاقين بره لإنهم خرجوا من قطار B1 أي
+
+289
+00:27:15,620 --> 00:27:21,560
+حد هيك لإنه وقف في قطار ال A2 صح؟ يعني حق ال 15 هي
+
+290
+00:27:21,560 --> 00:27:28,620
+تمام لكن اللي فوق الخط هذا خرجوا لإنهم خرجوا من B1
+
+291
+00:27:28,620 --> 00:27:35,320
+جميل، الآن بعض منهم مصنف مسبقا على إنه class 1
+
+292
+00:27:35,320 --> 00:27:40,860
+وبعض منهم إيش؟class 2 من منهم class 1 البيت أسف
+
+293
+00:27:40,860 --> 00:27:46,580
+الصوت اللي هم اربعة
+
+294
+00:27:46,580 --> 00:27:54,300
+و ستة و تمانية و خمسة و عشر من منهم class 2 خمسة و
+
+295
+00:27:54,300 --> 00:28:00,960
+واحد تمانية و سبعة الان
+
+296
+00:28:00,960 --> 00:28:07,050
+ايش المطلوب انه نحسب ال strength تبع c1في هذا
+
+297
+00:28:07,050 --> 00:28:11,290
+الحيث و ال strength أيضا تبقى c2 في هذا الحيث يعني
+
+298
+00:28:11,290 --> 00:28:20,470
+لما احنا نيجي نقول نرجع
+
+299
+00:28:20,470 --> 00:28:27,250
+برضه على الكتاب، الكتاب أفضل لما
+
+300
+00:28:27,250 --> 00:28:33,990
+احنا في step 1 نقول calculate the strength of each
+
+301
+00:28:41,660 --> 00:28:49,380
+class in each partition يعني انا هاخد ال
+
+302
+00:28:49,380 --> 00:28:52,420
+partitions الأخرى برضه و اعمل لهم نفس العملية لدي
+
+303
+00:28:52,420 --> 00:28:57,480
+تسعة partitions انا في كل partition بتطلع rule
+
+304
+00:28:57,480 --> 00:29:00,920
+واحدة ال rule واحدة بناء على حسب هذه الأهمية سيبقى
+
+305
+00:29:00,920 --> 00:29:06,040
+بتطلع الان ايش ال strength بتساوي ان انا باجي
+
+306
+00:29:13,110 --> 00:29:20,450
+بيتا بتاعة class one في ال partition a2b1 تساوي
+
+307
+00:29:20,450 --> 00:29:26,890
+لحظة انا ايش استبدلت هنا ايش كتبلي aibj و احنا
+
+308
+00:29:26,890 --> 00:29:34,630
+بنحكي من i2 و g1 cn هذي ان انا بحكي عن ال class
+
+309
+00:29:34,630 --> 00:29:39,210
+الأولى كمان شوية هاسب لمن ال class التاني ايش
+
+310
+00:29:39,210 --> 00:29:41,110
+بتساوي مجموعة
+
+311
+00:29:44,430 --> 00:29:52,670
+مضلوب ال membership تبعت ال item يعني انا بدي اخد
+
+312
+00:29:52,670 --> 00:30:00,150
+هذا اربعة بدي اشوف اربعة تنتمي الى
+
+313
+00:30:00,150 --> 00:30:09,930
+A2 بمقدار جديش وتنتمي الى B1 بمقدار جديش
+
+314
+00:30:12,830 --> 00:30:19,890
+هداش درجة انتمائها المقطع أربعة الأولى إلى مين إلى
+
+315
+00:30:19,890 --> 00:30:24,030
+اي اي اي اللي هو انا مابفعل ايه اللي هو مين اتنين
+
+316
+00:30:24,030 --> 00:30:28,310
+وهي نفسها يداش درجة انتمائها إلى بيكيف هتبدأ عارفه
+
+317
+00:30:28,310 --> 00:30:37,250
+من أين بتجيبه من الرسم هاي أربعة يداش
+
+318
+00:30:37,250 --> 00:30:38,970
+درجة انتمائها إلى اتنين
+
+319
+00:30:42,140 --> 00:30:52,480
+صح ل .. كده درجة انتمائي ل B1؟ مظبوط؟ تمام؟ و أي
+
+320
+00:30:52,480 --> 00:30:59,040
+نقطة اخر بعدها كل ما انا احسب باخدها من الرسمة لان
+
+321
+00:30:59,040 --> 00:31:05,560
+هو بيقوللي اجمع انت بتحسب ال strength تبع C1 اجمع
+
+322
+00:31:05,560 --> 00:31:08,780
+لكل
+
+323
+00:31:08,780 --> 00:31:15,210
+النقطةكل النقاط اللي موجودة في الـ C1 لو
+
+324
+00:31:15,210 --> 00:31:26,270
+مجبولنا 4,6,8,15 طبعا على المعادلة هذه ما
+
+325
+00:31:26,270 --> 00:31:31,250
+أفعل
+
+326
+00:31:31,250 --> 00:31:38,520
+هو نفس ما أفعله فيه بكتاب C1 وكتاب H1شو ماخد ماخد
+
+327
+00:31:38,520 --> 00:31:43,060
+ال membership تبعت ال pattern أربعة جديش انتماءها
+
+328
+00:31:43,060 --> 00:31:49,420
+إلى اتنين وجديش انتماءها إلى بي واحد مصبوط؟ بعدين
+
+329
+00:31:49,420 --> 00:31:56,460
+ست انتماءها إلى بي وضرب يعني باخد الانتماء هذا و
+
+330
+00:31:56,460 --> 00:32:02,440
+بضربه في الانتماء التاني بعدين تمانين صح؟ بعدين
+
+331
+00:32:02,440 --> 00:32:08,970
+ايش؟ خمس طرفهو مجمع الـ summation هذه يحصل ضرب
+
+332
+00:32:08,970 --> 00:32:17,510
+انتماء ال pattern إلى A2 ضرب انتماء نفس ال pattern
+
+333
+00:32:17,510 --> 00:32:25,830
+إلى B1 و اجمع على كل مين ال patterns على كل ال
+
+334
+00:32:25,830 --> 00:32:33,250
+patterns مصبوط؟ ايش طلع عنده الرقم؟ حسب نفس الاشي
+
+335
+00:32:33,250 --> 00:32:41,260
+لان هنا لمين؟لـ class 2 من طلع ال strength أعلى؟
+
+336
+00:32:41,260 --> 00:32:47,300
+class 1 طلع ال strength أعلى هذا ايش معناه؟ معناه
+
+337
+00:32:47,300 --> 00:32:54,180
+ان ال data بتأيد class
+
+338
+00:32:54,180 --> 00:33:03,740
+رقم 2 في هذا المربع انا بقدر اقول ان if ال data
+
+339
+00:33:03,740 --> 00:33:05,220
+تنتمي
+
+340
+00:33:30,120 --> 00:33:38,160
+من أين استخلصت هذه ال rule من ال strengthدال بس
+
+341
+00:33:38,160 --> 00:33:45,620
+احدد ال certainty factor جداش انا الان برجع لغاية
+
+342
+00:33:45,620 --> 00:33:48,660
+و مرة تانية بقول بشكل في rules بدون استخدام ال
+
+343
+00:33:48,660 --> 00:33:55,320
+genetic algorithm اطلاقا كل rule تتكوّل من
+
+344
+00:33:55,320 --> 00:34:00,420
+condition و conclusion حددت ال conclusion بالطريقة
+
+345
+00:34:00,420 --> 00:34:04,460
+هذه بحسب ال strength دال بس احدد ال certainty
+
+346
+00:34:04,460 --> 00:34:10,690
+factorطيب انا عملت الكلام هذا هعمله ما اكم مرة اكم
+
+347
+00:34:10,690 --> 00:34:15,150
+rule من الشكل هذا بالزمني بالزمني تسعة rules ليش
+
+348
+00:34:15,150 --> 00:34:19,290
+تسعة rules تلاتة في تلاتة انا عندي تلاتة fuzzy
+
+349
+00:34:19,290 --> 00:34:25,850
+sets في ال X و تلاتة fuzzy set في ال Y بالزمني هذا
+
+350
+00:34:25,850 --> 00:34:32,830
+ال rule هي ال rule تبعت A2B1 تقطع A2 مع B1 بالزمني
+
+351
+00:34:32,830 --> 00:34:41,650
+جابلة اصلا A1B1 واخد بالكE3 E1 ثم اكرر نفس الاشي ل
+
+352
+00:34:41,650 --> 00:34:48,770
+E2 ثم E3 مظبوط فهذا كان يتكرر عدة مرات وفصلت
+
+353
+00:34:48,770 --> 00:34:54,270
+للتسعة rules خلاص مش حل زمني genetic algorithm
+
+354
+00:34:54,270 --> 00:35:00,330
+مظبوط بس المسائل دايما مش بهذا التبسيط هذا مش بهذا
+
+355
+00:35:00,330 --> 00:35:03,230
+التبسيط هذا ان يكون في عنده فقط
+
+356
+00:35:07,020 --> 00:35:14,980
+تلاتة في تلاتة انا اصلا مش متأكد ان التقسيمة هذه
+
+357
+00:35:14,980 --> 00:35:22,900
+تقسيمة ايش ايه واحد اتنين و تلاتة واحد ومية واحد
+
+358
+00:35:22,900 --> 00:35:30,500
+اتنين و تلاتة كافية قد يكون قد يكون ال a مفترض
+
+359
+00:35:30,500 --> 00:35:36,700
+اجسمها الى اربع fuzzy sets قد يكونإنه ال input هذا
+
+360
+00:35:36,700 --> 00:35:41,860
+اللي مدخل ال patterns بدي أشوف في أندي مفروض يعني
+
+361
+00:35:41,860 --> 00:35:45,440
+هنا مثلا اعتبر هذا short وهذا medium و هذا tall
+
+362
+00:35:45,440 --> 00:35:49,260
+افترض لأ قول أنا مش هدريني انا .. انا ماعندي
+
+363
+00:35:49,260 --> 00:35:52,860
+الخبرة جاية انا مش human expert انا عند كل اللي
+
+364
+00:35:52,860 --> 00:35:55,780
+يعندي data و بدي اعمل training لل system على
+
+365
+00:35:55,780 --> 00:36:00,720
+أساسها مابيش هدريني ان هو بينقسمه إلى تلت فئات فقط
+
+366
+00:36:00,720 --> 00:36:05,310
+tall و medium و short طب ممكن يكون مثلاshort
+
+367
+00:36:05,310 --> 00:36:14,170
+rather short rather طول و طول شايف هذا كيف أربعة
+
+368
+00:36:14,170 --> 00:36:20,530
+يمكن يكون خمسة و كذلك هل بيه من هنا بيجي المدخل لل
+
+369
+00:36:20,530 --> 00:36:25,050
+genetic algorithm ايش اللي بيحصل انه احنا بنعمل
+
+370
+00:36:25,050 --> 00:36:29,090
+التسع عروض هدولة بالطريقة هذه بعدين اللي روح من
+
+371
+00:36:29,090 --> 00:36:32,070
+جهود خلينا نعتبر كيف تساوي أربعة
+
+372
+00:36:37,310 --> 00:36:39,790
+ماذا يعني K بالساوية أربعة؟ هنا K أيش بالساوية
+
+373
+00:36:39,790 --> 00:36:42,950
+أربعة؟
+
+374
+00:36:42,950 --> 00:36:48,830
+ها بنفس القليل هعمل مجموعة من ستاشرون بنفس القليل
+
+375
+00:36:48,830 --> 00:36:56,770
+و أنا لسه مش عارف إذا كان التسعة دولة مع الستاشه
+
+376
+00:36:56,770 --> 00:37:04,730
+دولة مناسبين ولا مش مناسبين و ربما برضه كمان بدي
+
+377
+00:37:04,730 --> 00:37:05,990
+أعمل K2
+
+378
+00:37:10,150 --> 00:37:22,990
+و ربما اروح اعلن مجموعة اخرى K5 K5
+
+379
+00:37:22,990 --> 00:37:30,510
+ايش معناه؟ 25 rule الان ال 25 اللي هنا مع ال 16
+
+380
+00:37:30,510 --> 00:37:32,910
+اللي هنا مع ال 9 اللي هنا مع ال 4 اللي هنا
+
+381
+00:37:32,910 --> 00:37:44,020
+بيكونولي S all ايش S all اللي بتذكرون؟ Sall set of
+
+382
+00:37:44,020 --> 00:37:50,720
+all rules اللي انا بدي اتخير منهم جدش
+
+383
+00:37:50,720 --> 00:37:56,940
+المجموعة اربعة زي ستاش عشرين وخمسة وعشرين اي خمسة
+
+384
+00:37:56,940 --> 00:38:03,240
+واربعين جدش تسعة اربعة وخمسين rule ربما اعمل كي
+
+385
+00:38:03,240 --> 00:38:11,050
+ستة واحصل على تسعينأصبح لدي 90 رول كل رول بتعطي
+
+386
+00:38:11,050 --> 00:38:14,870
+رقم يعني هدولة واحد اتنين تلاتة اربعة خمسة ستة
+
+387
+00:38:14,870 --> 00:38:18,570
+سبعة تمانية تسعة عشر واحد عشر عشر مظبوط الآن ال
+
+388
+00:38:18,570 --> 00:38:23,670
+chromosome هيبقى فيه تقول مثلا في عندي كمان ايه
+
+389
+00:38:23,670 --> 00:38:33,470
+كستة اصبح لدي تسعين total ال
+
+390
+00:38:33,470 --> 00:38:35,250
+chromosome هيبقى قوله جداش
+
+391
+00:38:40,980 --> 00:38:44,940
+مظبوط؟ مش كلهم اختاروا ايوة لكن مش كلهم اختاروا هد
+
+392
+00:38:44,940 --> 00:38:49,160
+اختارها هد لأ هد don't care هد اختارها هد اختارها
+
+393
+00:38:49,160 --> 00:38:58,020
+انا اذا المسألة بسيطة ببساطة المثال اول ما بدأنا
+
+394
+00:38:58,020 --> 00:39:08,790
+فيه بكفيني مجرد ان اعمل تلاتة في تلاتة اقيمالـ
+
+395
+00:39:08,790 --> 00:39:12,170
+certainty factor احنا لسه مادخلناش بحسبته هنجيله
+
+396
+00:39:12,170 --> 00:39:16,370
+بس انا بدي ألم الموضوع في الأرض بإجماله و اقول انه
+
+397
+00:39:16,370 --> 00:39:21,730
+اذا كان المسألة بسيطة و باكفي هيك اكفت اذا المسألة
+
+398
+00:39:21,730 --> 00:39:25,390
+يعني انا افترض اعملت ال rules هدول و قعدت اجرّم في
+
+399
+00:39:25,390 --> 00:39:28,430
+ال data ولكن ال rules هدول اللي عملته من التسعة
+
+400
+00:39:28,430 --> 00:39:33,650
+مايعطونيش نتائج سليمةيبقى ايش بساوي بدي استخدم ال
+
+401
+00:39:33,650 --> 00:39:36,610
+genetic algorithm اقول اقول okay زي ما عملت دولة
+
+402
+00:39:36,610 --> 00:39:39,410
+بدي اعمل كمان هدولة و اعمل هدولة و اعمل هدولة و
+
+403
+00:39:39,410 --> 00:39:42,930
+اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة
+
+404
+00:39:42,930 --> 00:39:42,930
+و اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل
+
+405
+00:39:42,930 --> 00:39:43,330
+هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة و
+
+406
+00:39:43,330 --> 00:39:44,930
+اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل هدولة
+
+407
+00:39:44,930 --> 00:39:49,690
+و اعمل هدولة و اعمل هدولة و اعمل هدولة و اعمل
+
+408
+00:39:49,690 --> 00:39:58,190
+هدولة و اعمل هدولة
+
+409
+00:39:58,190 --> 00:40:00,500
+و اعموبعض منهم جيه من هنا وبعض منهم من هنا يعني
+
+410
+00:40:00,500 --> 00:40:07,060
+هيكون تشكيلة من ال rules المتباينة okay إذا بيظل
+
+411
+00:40:07,060 --> 00:40:10,780
+مسألة ال certainty factor كيف نحسبه أنا خاطر لي
+
+412
+00:40:10,780 --> 00:40:14,040
+أتركه كذلك لأنه ضال الوجد إنما هي المعادلة تبعته
+
+413
+00:40:14,040 --> 00:40:20,000
+okay إنه في الأول نحسب كل ال certainty نحسب ال
+
+414
+00:40:20,000 --> 00:40:22,320
+strength
+
+415
+00:40:24,430 --> 00:40:30,650
+الـ strength الماكسومم الماكسومم الماكسومم
+
+416
+00:40:30,650 --> 00:40:30,670
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+417
+00:40:30,670 --> 00:40:31,950
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+418
+00:40:31,950 --> 00:40:37,070
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+419
+00:40:37,070 --> 00:40:42,750
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+420
+00:40:42,750 --> 00:40:45,490
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+421
+00:40:45,490 --> 00:40:45,490
+الماكسومم الماكسومم الماكسومم الماكسومم الماكسومم
+
+422
+00:40:45,490 --> 00:40:53,750
+الماكسومم الماكسومم الماكسومم الماكسوم
+
+423
+00:40:53,880 --> 00:40:58,640
+يعني احنا عمليا شوفنا كيف تشكيلة ال rule كاملة
+
+424
+00:40:58,640 --> 00:40:59,400
+ضايلة قالت
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU.srt
new file mode 100644
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+1
+00:00:20,650 --> 00:00:25,950
+طيب شباب، السلام عليكم وعليكم السلام. المحاضرة
+
+2
+00:00:25,950 --> 00:00:32,810
+دي احنا بنكون انتقلنا من موضوع الـ uninformed
+
+3
+00:00:32,810 --> 00:00:38,710
+search strategies، واحنا في المحاضرة اللي فاتت كنا
+
+4
+00:00:38,710 --> 00:00:44,010
+مارين عليهم، فهمنا قلياتهم، وفهمنا الـ properties
+
+5
+00:00:44,010 --> 00:00:47,830
+تبعتهم، من ناحية يعني ايش properties يعني الـ
+
+6
+00:00:47,830 --> 00:00:52,160
+completeness من عدمه، الـ optimality من عدمه، وكذلك
+
+7
+00:00:52,160 --> 00:00:57,800
+الحال الـ time complexity و space complexity، ماشي؟ و
+
+8
+00:00:57,800 --> 00:01:03,280
+الآن بننتقل إلى الحكي عن ايش؟ النوع الآخر من الـ
+
+9
+00:01:03,280 --> 00:01:06,760
+strategies، اللي هو الـ informed. الأول كان حاكينا عن
+
+10
+00:01:06,760 --> 00:01:13,840
+الـ uninformed، ثم
+
+11
+00:01:13,840 --> 00:01:16,560
+نحكي عن الـ informed search strategies.
+
+12
+00:01:26,990 --> 00:01:31,970
+وهذا الموضوع هو الموضوع اللي في الـ chapter اللي
+
+13
+00:01:31,970 --> 00:01:36,530
+احنا بدنا نتكلم عليه، اللي هو الـ informed search
+
+14
+00:01:36,530 --> 00:01:44,070
+strategies، اللي هي قلنا فحوى chapter أربعة في
+
+15
+00:01:44,070 --> 00:01:46,090
+الكتاب اللي معانا، الـ modern approach.
+
+16
+00:02:03,700 --> 00:02:15,000
+هذا الموضوع يندرج تحته أن نفهم الـ best first search،
+
+17
+00:02:15,000 --> 00:02:19,260
+ونتطرق
+
+18
+00:02:19,260 --> 00:02:23,860
+إلى الـ algorithms
+
+19
+00:02:23,860 --> 00:02:28,200
+المشهورة في مجال الـ best first.
+
+20
+00:02:31,890 --> 00:02:39,290
+بنضطر من هذا الكلام أن نفسر أكثر شوية في مفهوم
+
+21
+00:02:39,290 --> 00:02:44,350
+الـ heuristics. هذه
+
+22
+00:02:44,350 --> 00:02:50,110
+هي المواضيع الأساسية اللي في محاضرتنا اليوم، قبل أن
+
+23
+00:02:50,110 --> 00:02:53,750
+نستطيع أن نخلص منها. بنحاول، والباقي بيبقى محاضرة
+
+24
+00:02:53,750 --> 00:02:59,350
+ثانية، إن شاء الله، مرة
+
+25
+00:02:59,350 --> 00:03:03,980
+أخرى. هل الـ slides بتذكرنا بايش؟ بيتعمل على الـ research
+
+26
+00:03:03,980 --> 00:03:10,140
+بيتعمل
+
+27
+00:03:10,140 --> 00:03:15,020
+على أساس أنه بغض النظر ايش هي الـ strategy، ايش هي
+
+28
+00:03:15,020 --> 00:03:19,680
+الـ strategy، أنا في كل خطوة من خطوات الـ algorithm
+
+29
+00:03:19,680 --> 00:03:26,180
+بدي أطلع: هل خلص الـ fringe ولا لسه؟ إذا ما خلصت، بقى
+
+30
+00:03:26,180 --> 00:03:29,960
+بدي أستمر، وإذا خلصت، بقى بدي أوقف. الـ fringe اللي هو
+
+31
+00:03:29,960 --> 00:03:36,200
+قلنا مجموعة الـ space اللي لسه ما فحصناهاش. احنا بناخد
+
+32
+00:03:36,200 --> 00:03:41,360
+إذا لسه فيه، بناخد node من الـ fringe، بنفحص الـ node
+
+33
+00:03:41,360 --> 00:03:47,800
+ده، هل هي goal ولا لأ. طبعاً إذا goal، خلاص احنا
+
+34
+00:03:47,800 --> 00:03:53,020
+وجدنا اللي بنبحث عنه، وبنوقف. وإلا بنروح من ايش؟
+
+35
+00:03:53,020 --> 00:03:59,440
+نعمل expand، expand للـ node ده، expand للـ node
+
+36
+00:04:00,380 --> 00:04:05,780
+وبنشوف ايش بيطلع منها، ايش في actions ممكن تتنفذ
+
+37
+00:04:05,780 --> 00:04:10,140
+عليها، ويتولد من ذلك states. وهذه الـ series بتبتدي، بيضحك، إنها الـ search في الـ tree الـ algorithm
+
+38
+00:04:10,140 --> 00:04:15,380
+بتعبر عن ايش؟ اللي هو الـ search في الـ trees والـ
+
+39
+00:04:15,380 --> 00:04:22,340
+strategy هي اللي بتحكم: أنا اختار ايش الـ node اللي
+
+40
+00:04:22,340 --> 00:04:27,820
+أنا آخده من الـ fringe؟ هل آخذ الـ child أولاً ولا
+
+41
+00:04:27,820 --> 00:04:30,920
+آخذ sibling أولاً؟ ولا آخذ بناءً على أقصر طريق مودي
+
+42
+00:04:30,920 --> 00:04:39,960
+الـ node؟ تمام؟ ولا أعمل iterative deepening؟ ولا أعمل
+
+43
+00:04:39,960 --> 00:04:46,180
+depth limited؟ كل هذا معتمد على الـ strategy. فهذا
+
+44
+00:04:46,180 --> 00:04:53,220
+كان موضوعنا في الـ chapter اللي فات. الآن نغيّر نظرتنا
+
+45
+00:04:59,890 --> 00:05:05,650
+لعملية البحث، بحيث أن أنا ما أضطرش أعمل blind search،
+
+46
+00:05:05,650 --> 00:05:11,470
+أبحث، ولا ما يصادف الـ goal قدامي.  إني ما أبحث بشكل عشوائي، إنما بدنا
+
+47
+00:05:11,470 --> 00:05:16,510
+وسيلة أن احنا نختار ما بين الـ nodes اللي موجودة
+
+48
+00:05:16,510 --> 00:05:22,290
+أمامنا، على أساس تقييم لهم. مين نعتقد أو الـ
+
+49
+00:05:22,290 --> 00:05:27,690
+algorithm، مين بتظن أن هذا، من منهم؟ إذا كان عندي node
+
+50
+00:05:27,690 --> 00:05:32,730
+والـ node هذه بتفرع منها عدة children، من منهم يترى
+
+51
+00:05:32,730 --> 00:05:37,190
+مش مدور رحادي ولا هدر رحادي؟ من منهم يترى التقييم
+
+52
+00:05:37,190 --> 00:05:41,730
+تبعها أعلى؟ أبدأ فيها هي في الأول. في هذا الحال، إذا
+
+53
+00:05:41,730 --> 00:05:48,330
+كانت... إذا اتبعنا هذا الأسلوب، هذا بيختصر علينا بحث
+
+54
+00:05:48,330 --> 00:05:52,150
+ما كانش له لازمة. من اختصر الطريق إلى الـ goal بشكل
+
+55
+00:05:52,150 --> 00:05:57,090
+أسرع. الفكرة الأساسية أن تستخدم heuristics، heuristics، heuristics،
+
+57
+00:05:57,090 --> 00:06:16,350
+heuristics، heuristics، heuristics، heuristics، heuristics، heuristics، heuristics،
+
+58
+00:06:16,350 --> 00:06:21,510
+heuristics.
+
+59
+00:06:22,660 --> 00:06:27,740
+بنختار منه على أساس تقييم. يعني كل node، اتخيل أنت
+
+60
+00:06:27,740 --> 00:06:33,040
+الـ nodes أخذناهم، وأعطينا لكل واحدة الـ evaluation
+
+61
+00:06:33,040 --> 00:06:39,080
+تبعها. قيمنا هذه node سبعة مثلاً، تقييم هذه خمسة، هذه
+
+62
+00:06:39,080 --> 00:06:44,320
+ثلاثة، هذه أربعة. باخد أفضل واحد فيها، وبعدين اللي
+
+63
+00:06:44,320 --> 00:06:51,100
+بعدها، وبعدين اللي بعدها في التقييم. الأساس هو
+
+64
+00:06:51,100 --> 00:06:56,920
+إستخدام عملية heuristics لكل node. وهذه العملية heuristics هي
+
+65
+00:06:56,920 --> 00:07:01,740
+إستخدام عملية heuristics لكل node. يعني أنا أرغب أن أنا
+
+66
+00:07:01,740 --> 00:07:07,180
+آخذ هذا node قبل، وبالتالي أقوم باستخدام عملية heuristics
+
+67
+00:07:07,180 --> 00:07:12,460
+لكل node. أولاً، الـ best first، يعني أفضل من
+
+68
+00:07:12,460 --> 00:07:17,320
+ناحية رشد التقييم. تحت
+
+69
+00:07:17,320 --> 00:07:23,580
+هذا الباراجراف اللي هو الـ greedy search، تحت بند الـ
+
+70
+00:07:23,580 --> 00:07:27,200
+best first search. كما قلنا، الـ A* search هي نوع
+
+71
+00:07:27,200 --> 00:07:32,800
+أكثر algorithms مشهورة تحت بند الـ best first search.
+
+72
+00:07:32,800 --> 00:07:43,160
+اللي أقل جودة منها، اللي هي الـ greedy search. بنطلع
+
+73
+00:07:43,160 --> 00:07:47,960
+أول شيء على الـ greedy search، بعدين بنفهم الـ A*
+
+74
+00:07:47,960 --> 00:07:55,850
+search. بنشوف ايش ميزتها على مجرد greedy search. طيب،
+
+75
+00:07:55,850 --> 00:08:00,750
+ايش يعني؟ عشان نفهم الـ greedy search في الأول بدنا
+
+76
+00:08:00,750 --> 00:08:04,810
+نطلع على المثال تبع خريطة رومانيا. خريطة رومانيا
+
+77
+00:08:04,810 --> 00:08:08,850
+بتاعتنا. المطلوب هو أن أنا لو بدأت انتقل من initial
+
+78
+00:08:08,850 --> 00:08:14,130
+city، من مدينة ابتدائية، وأروح على بوخارست كمدينة
+
+79
+00:08:14,130 --> 00:08:21,220
+الوجهة تبعي. بدي أحسب... بدي أشوف ايش المسارات المؤدية،
+
+80
+00:08:21,220 --> 00:08:26,240
+وأخذ المسار الأفضل. الـ algorithm بدها تاخذ المسار
+
+81
+00:08:26,240 --> 00:08:30,040
+الأفضل. أنا بدي أعطي الخريطة للـ algorithm، وأوصي
+
+82
+00:08:30,040 --> 00:08:34,340
+فيها الـ problem، وهي تبحث في هذه الخريطة عن المسار
+
+83
+00:08:34,340 --> 00:08:41,220
+الأقصر المؤدي من أراد إلى بوخارست. هذا الجدول هنا
+
+84
+00:08:41,220 --> 00:08:45,740
+طبعاً هذه الخريطة عليها الـ direct link، مسافة من
+
+85
+00:08:45,740 --> 00:08:51,510
+أراد إلى... من كل مدينة إلى آخر مدينة، قد ايش المسافة؟
+
+86
+00:08:51,510 --> 00:08:58,310
+الجدول هذا يشبه الـ straight line distance to
+
+87
+00:08:58,310 --> 00:09:05,350
+بوخارست. يعني من كل واحدة من المدن، من كل واحدة من
+
+88
+00:09:05,350 --> 00:09:10,130
+المدن، قد ايش المسافة المباشرة؟ المباشرة على الخريطة،
+
+89
+00:09:10,130 --> 00:09:13,390
+يعني لو أنا جيت على خريطة رومانيا على Google Earth،
+
+90
+00:09:13,390 --> 00:09:18,860
+وسحبت خط مباشر من المدينة إلى بوخارست،الخط المباشر
+
+91
+00:09:18,860 --> 00:09:23,440
+هذا قد ايش بيكون طوله بالكيلومتر؟ فمن بوخارست نفسها هيكون ايش؟ صفر. تمام؟ وبدون باقي المدن، هي
+
+92
+00:09:23,440 --> 00:09:29,680
+عندي الأشياء اللي ايش بيساعدني؟ هذا القمر... هذا القمر
+
+93
+00:09:29,680 --> 00:09:33,780
+بيساعدني عشان أنا أميز مين اختار؟ المدينة هذه ولا هذه؟
+
+94
+00:09:33,780 --> 00:09:38,520
+الآن هنشوف كيف الكلام هذا. احنا
+
+95
+00:09:38,520 --> 00:09:44,080
+بدنا نبدأ من أراد. أراد الآن، الـ 366، هذه، ايش؟ هذه
+
+96
+00:09:44,080 --> 00:09:54,140
+المسافة الـ direct من أراد نفسها إلى بوخارست، لأن
+
+97
+00:09:54,140 --> 00:09:58,860
+أراد بيتفرع منها سيبيو، وزريجينت، وتيميسوارة، صح؟
+
+98
+00:09:58,860 --> 00:10:05,860
+هذول هم اللي مفترض هم الـ children، الثلاث اللي
+
+99
+00:10:05,860 --> 00:10:09,840
+هابدأ فيهم أنا من الـ root node. الـ node رقم 253، هي
+
+100
+00:10:09,840 --> 00:10:21,070
+عبارة عن... سيبيو برضه.
+
+101
+00:10:21,070 --> 00:10:29,450
+الـ direct straight line dist... straight line
+
+102
+00:10:29,450 --> 00:10:32,570
+distance ما بين كل هذول وما بينها بوخارست، اسمها
+
+103
+00:10:32,570 --> 00:10:38,150
+الـ goal.  To reach
+
+104
+00:10:38,150 --> 00:10:38,950
+the goal.
+
+105
+00:10:43,160 --> 00:10:48,280
+فتقديراً... بس طبعاً الـ straight line distance هذه
+
+106
+00:10:48,280 --> 00:10:52,980
+مافيش أصلاً طريق على أرض الواقع ماشي على هذا الـ
+
+107
+00:10:52,980 --> 00:10:58,700
+straight line، صح؟ فهذا... هذا بس مجرد احنا رقم
+
+108
+00:10:58,700 --> 00:11:02,380
+بدنا نسترشد به، أو بدها تسترشد به الـ algorithm
+
+109
+00:11:02,380 --> 00:11:08,920
+لتقدير: يا ترى مين من هذول هيكون أقربني على بوخارست
+
+110
+00:11:08,920 --> 00:11:17,120
+أكثر؟ مين تتوقع؟ طبعاً الأقرب اللي هو ايش؟ 253، اللي
+
+111
+00:11:17,120 --> 00:11:21,520
+هي سيبيو. هذه سيبيو، هتكون هي الخيار، مش لأنها على
+
+112
+00:11:21,520 --> 00:11:27,020
+الشمال، بس لأن الـ straight line distance منها إلى
+
+113
+00:11:27,020 --> 00:11:33,020
+بوخارست أقل. هذا الكلام مش كتير intelligent، صح ولا
+
+114
+00:11:33,020 --> 00:11:37,040
+أه؟ مش كون هذه الـ straight line distance، هذا لا
+
+115
+00:11:37,040 --> 00:11:43,290
+يعني أنه... المسار من سيبيو إلى... إلى بوخارست، هيكون
+
+116
+00:11:43,290 --> 00:11:48,590
+فعلاً أقصر من ما ممكن يكون الطرق الواصلة من سيبيو
+
+117
+00:11:48,590 --> 00:11:55,350
+إلى بوخارست، طرق ملتوية، وبتاخد مسافة كبيرة،
+
+118
+00:11:55,350 --> 00:12:00,130
+و بتاخد وقت كثير، صح؟ فقد أكون أنا، على الرغم من أن
+
+119
+00:12:00,130 --> 00:12:03,650
+هذه الـ straight line distance تبعدها أكثر، إلا إن
+
+120
+00:12:03,650 --> 00:12:08,490
+تكون هي في الواقع أفضل من هذه. طبعاً يعني أنا مرة
+
+121
+00:12:08,490 --> 00:12:12,090
+بجيت بدي أبدأ أطلع من الجامعة من هنا، وبدي أروح، بس مش
+
+122
+00:12:12,090 --> 00:12:16,790
+على خان يونس البلد، بدي أروح على خان يونس البحر. في
+
+123
+00:12:16,790 --> 00:12:21,650
+واحد أنا بيني وبينه موعد على شط خان يونس، الساعة ثلاثة بعد ما نخلص من الجامعة، طبعاً فأنا أشغل
+
+124
+00:12:21,650 --> 00:12:26,150
+أكثر في بالي أن أنا بأنزل من هنا لوين؟ لدير البلح،
+
+125
+00:12:26,150 --> 00:12:29,190
+هيك احنا على... على شط هيغزل، وبنزل لدير البلح،
+
+126
+00:12:29,190 --> 00:12:35,030
+طبعاً بوخارست
+
+127
+00:12:35,030 --> 00:12:35,810
+طبعا بوخارست
+
+128
+00:12:38,610 --> 00:12:43,650
+فجأة على بحر خان يونس، فكرت أن أنا بأنزل ايش؟ على
+
+129
+00:12:43,650 --> 00:12:48,530
+دير البلح، عند اللي هو المفترق اللي عند المدارس، و
+
+130
+00:12:48,530 --> 00:12:52,290
+بعدين بلاقي سيارة تاخدني على شط خان يونس. وعملتها
+
+131
+00:12:52,290 --> 00:12:57,830
+بالكلام. لكن أكبر غلطة في التاريخ، ليش؟ لأن ما فيش
+
+132
+00:12:57,830 --> 00:13:03,540
+سيارات فعلاً بتاخدك من شط دير البلح لشط خان يونس. دا
+
+133
+00:13:03,540 --> 00:13:06,660
+كان وجدت، مع إنه straight line ده، يعني في موجود طريق،
+
+134
+00:13:06,660 --> 00:13:10,840
+والطريق مرسوم، و straight، وما فيش فيه شيء، إنما ايش
+
+135
+00:13:10,840 --> 00:13:15,180
+المشكلة؟ أنه ما في مواصلات. وجفت حوالي ربع ساعة، و
+
+136
+00:13:15,180 --> 00:13:18,020
+أنا أضيع، وأصلاً ما أحدش كان يمر علي. وليه أطلع فيا
+
+137
+00:13:18,020 --> 00:13:22,000
+أنت ماخذ بالك؟ في الآخر، ايش قررت؟ خلاص، أبدأ ألغي
+
+138
+00:13:22,000 --> 00:13:26,500
+الموعد، تمام؟ فقلت بدي أروح خان يونس. فقلت بدي أركب
+
+139
+00:13:26,500 --> 00:13:33,090
+من هنا لدير البلح، ومن دير البلح أروح خان يونس، برضه
+
+140
+00:13:33,090 --> 00:13:38,210
+كمان تعذبت، بعد ما وصلت لدير البلح تعذبت لحد ما
+
+141
+00:13:38,210 --> 00:13:41,570
+لقت سيارة، إنِّي لاقيت سيارة من دير البلح لخان يونس
+
+142
+00:13:41,570 --> 00:13:46,090
+البلد. رحت راكب كمان، ووصلت لإيش؟ للمحطة، دير
+
+143
+00:13:46,090 --> 00:13:50,510
+المحطة. وهناك لاقت سيارة نازلة على خان يونس. فقصدي
+
+144
+00:13:50,510 --> 00:13:54,930
+أنا... وجود وجود النقطة هذه قريبة من الهدف تبعك ده لا
+
+145
+00:13:54,930 --> 00:13:59,160
+يعني أن الـ cost هتكون... وهنا نفس الشيء، كون أن
+
+146
+00:13:59,160 --> 00:14:04,780
+سيبيو، بعدها على الخريطة بالـ Google Earth، مسافة
+
+147
+00:14:04,780 --> 00:14:10,660
+الخط الواصل مباشرة من سيبيو إلى بوخارست بتاعتها 53.
+
+148
+00:14:10,660 --> 00:14:14,680
+هذا لا يعني أن أنت لو رحت على سيبيو، بسهولة هتصل،
+
+149
+00:14:14,680 --> 00:14:19,100
+أو أسهل، هيكون أسهل أنك تصل لبوخارست، من روح... الثلاثين
+
+150
+00:14:19,100 --> 00:14:23,600
+الصورة. وبالتالي هذا المعيار اللي احنا استخدمناه، مش
+
+151
+00:14:23,600 --> 00:14:29,510
+مضمون، بس هو على الأقل أفضل من الـ blind. ايش الـ blind؟
+
+152
+00:14:29,510 --> 00:14:33,910
+اللي هو الـ uninformed، اللي هو الـ strategies الأولى،
+
+153
+00:14:33,910 --> 00:14:37,210
+depth first و breadth first وكده. على الأقل ربما
+
+154
+00:14:37,210 --> 00:14:43,090
+ربما يكون، والله فعلاً، أنه كونه قريبة بالـ straight line،
+
+155
+00:14:43,090 --> 00:14:47,330
+أنه فعلاً يقربني، أنه فعلاً يوصلني للهدف تبعي
+
+156
+00:14:47,330 --> 00:14:52,430
+أصلاً. فهذا كده الـ research example، الـ research
+
+157
+00:14:52,430 --> 00:14:56,950
+strategy، بتعتمد بس على شغلة واحدة، وهي الـ straight line
+
+158
+00:14:56,950 --> 00:15:00,470
+distance، في التمييز ما بين، أو في اختيار ما بين ايش؟
+
+159
+00:15:00,470 --> 00:15:05,470
+ما بين الخيارات اللي أمامك. okay، الآن بعد سيبيو، بعد
+
+160
+00:15:05,470 --> 00:15:08,690
+ما اختارنا سيبيو، طلعنا على... طبعاً هذه الأقرام، الآن
+
+161
+00:15:08,690 --> 00:15:13,990
+هي ايش؟ هي الـ evaluations. إذا بتذكروا، أنا بديت في
+
+162
+00:15:13,990 --> 00:15:17,270
+الحكي، وقولت أنه الـ nodes اللي عندنا،
+
+163
+00:15:19,910 --> 00:15:23,330
+بنقيمها، وبنعطي لكل مرحلة الـ evaluation. هنا في الـ
+
+164
+00:15:23,330 --> 00:15:28,630
+greedy search، الـ evaluation هو ببساطة شديدة هو
+
+165
+00:15:28,630 --> 00:15:31,310
+مجرد الـ straight line distance. فكل ما كانت الـ
+
+166
+00:15:31,310 --> 00:15:34,230
+straight line distance أقل، كل ما كان أفضل. بدنا
+
+167
+00:15:34,230 --> 00:15:38,390
+احنا اللي يقربنا للهدف، مظبوط؟ بدنا اللي يقربنا، صح؟
+
+168
+00:15:38,390 --> 00:15:43,870
+تمام؟ فهنا من الطبيعي ايش هنختار؟ إذا هذه 366، شوف
+
+169
+00:15:43,870 --> 00:15:47,770
+هذه أراد اللي احنا كنا فيها، هذه هتبعدنا، هذه 
+
+170
+00:15:48,240 --> 00:15:55,300
+الفرع 176، أراد 380، وهذه 193. فمن الطبيعي
+
+171
+00:15:55,300 --> 00:16:02,020
+أن أنا اختار ايش؟ هذه المدينة، صح؟ صح. okay، الآن هذه
+
+172
+00:1
+
+223
+00:19:38,440 --> 00:19:43,840
+مضمون فهي
+
+224
+00:19:43,840 --> 00:19:46,160
+من ناحية complete هل هي complete؟ من ناحية
+
+225
+00:19:46,160 --> 00:19:48,880
+complete بمعنى إيش؟ great researcher بمعنى أنه
+
+226
+00:19:48,880 --> 00:19:53,880
+دائماً إذا الـ goal موجود بتلاقيه هل complete؟ لأ، ليش؟
+
+227
+00:19:53,880 --> 00:19:58,380
+لأنه ممكن تدخل في loops، تذكر أن هذا الأمر مثال
+
+228
+00:19:58,380 --> 00:20:01,180
+اللي إحنا عرفناه هو عبارة عن graph، والـ graph ي
+
+229
+00:20:01,180 --> 00:20:05,940
+loops، والـ algorithm مافي شي بتعمله بيمنعها من
+
+230
+00:20:05,940 --> 00:20:10,720
+الدخول في loops، دكتورة جابته شوية لما صورة 3 تشترك
+
+231
+00:20:10,720 --> 00:20:14,780
+وقالت إحنا نفهم خلاص فاستثنيتها
+
+232
+00:20:18,680 --> 00:20:23,220
+أنا بعد ما قلت إن إحنا في بوخرست استثنيتها، وقلت
+
+233
+00:20:23,220 --> 00:20:27,420
+خلّيني أشوف غيرها، أنا قلت إنه إحنا هنا كنا في
+
+234
+00:20:27,420 --> 00:20:33,420
+فدارس، صح؟ أنا خيار الأربعة دولة، فيهم بوخرست،
+
+235
+00:20:33,420 --> 00:20:36,700
+استثنيت أراضي، استثنيت أراضي، لأن الأراضي كانت الـ
+
+236
+00:20:36,700 --> 00:20:41,820
+start city اللي بدأنا منها، بس بعد ما استثنيتها و
+
+237
+00:20:41,820 --> 00:20:46,180
+جينا أخدنا هذه، لإنها إيش أخدناها؟ لإنها كانت أقل
+
+238
+00:20:46,180 --> 00:20:48,600
+إيش؟ مئة و أربع وسبعين؟ استثنيت، استثنيت أراضي
+
+239
+00:20:48,600 --> 00:20:52,280
+استثنيت أراضي لإنها، جاني أراضي لإنها مش goal، لإنها
+
+240
+00:20:52,280 --> 00:20:55,620
+start، بنعتبرها لغيت اللغة، يعني بطلت من كلمة لأ
+
+241
+00:20:55,620 --> 00:21:03,660
+اللغة ممكن تجيني من إنه إيش بـ.. بـ.. هذا خلي بالك
+
+242
+00:21:03,660 --> 00:21:08,670
+طلع اللي هو ممكن تجيلي من أنه أنا لو ممكن أخش على
+
+243
+00:21:08,670 --> 00:21:15,030
+مدينة وأخش هيك ومن هنا أرجع هنا، يعني أنا من هنا
+
+244
+00:21:15,030 --> 00:21:18,930
+مش هرجع على الـ CPU، بس هرجع على هذا وهذا هيجيبني على
+
+245
+00:21:18,930 --> 00:21:23,070
+هذا وهذا هيجيبني على هذا، يعني غير طريقة.. غير أن
+
+246
+00:21:23,070 --> 00:21:28,570
+أنا رجعت لمدينة أنا كنت شفتها قبل هيك، واضحة؟ حلو
+
+247
+00:21:28,570 --> 00:21:35,430
+كتير okay، طيب فإحنا بنقول هنا من ناحية complete، it is
+
+248
+00:21:35,430 --> 00:21:39,250
+not complete، لأنه كان get in stuck in loops، يعني
+
+249
+00:21:39,250 --> 00:21:44,290
+هي راح تضغط لكنتها أن إحنا كنا لو نضغط على الـ radia
+
+250
+00:21:44,290 --> 00:21:50,750
+as goal، بعدي أنا من lassi، بعد lassi، بعدين هي تنقل
+
+251
+00:21:50,750 --> 00:21:57,550
+لحظة شوية، نرجع من lassi عشان تشتغل في هذه الخريطة
+
+252
+00:21:57,550 --> 00:22:03,310
+عشان تشتغل في هذه الخريطة، عشان تشتغل في هذه
+
+253
+00:22:03,310 --> 00:22:03,410
+الخريطة، عشان تشتغل في هذه الخريطة، عشان تشتغل في
+
+254
+00:22:03,410 --> 00:22:07,190
+هذه الخريطة، يا إما بقالي loop، يا إما بقف هنا ولا
+
+255
+00:22:07,190 --> 00:22:12,110
+أتحرك، يا إما loop، يا إما local minima بنسميها اللي
+
+256
+00:22:12,110 --> 00:22:16,490
+هو minimum صحيح، لكن يعني أنا اخترت رقم قليل لكنه
+
+257
+00:22:16,490 --> 00:22:21,330
+ليس الأقل على الخريطة كلها، هو الأقل اللي أنا قادر
+
+258
+00:22:21,330 --> 00:22:28,650
+أشوفه حتى الآن، local minima، واضح؟
+
+259
+00:22:28,650 --> 00:22:32,790
+okay، أما
+
+260
+00:22:32,790 --> 00:22:37,370
+إذا عندي repeated state checking، إذا كان عندي آلية
+
+261
+00:22:37,370 --> 00:22:42,370
+لفحص إن هذا الـ state كانت.. شفتها قبل هيك فمش
+
+262
+00:22:42,370 --> 00:22:51,850
+هعكس loop، صح؟ طيب الآن الـ time، الوقت O to the big O
+
+263
+00:22:51,850 --> 00:22:56,950
+of B to the M، لكن طبعاً إذا فيها heuristics اللي إحنا
+
+264
+00:22:56,950 --> 00:23:00,010
+هنحكي عنه، heuristics ممكن تحسن هذا الأداء، والـ space
+
+265
+00:23:00,010 --> 00:23:03,330
+زيّه برضه الـ complexity، الـ space complexity زيّه من
+
+266
+00:23:03,330 --> 00:23:06,330
+ناحية الـ optimality، لأ، مش optimal، ليش مش optimal؟
+
+267
+00:23:06,330 --> 00:23:09,580
+لنفس السؤال اللي قلته، حكيته قبل شوية، وهو أن الـ
+
+268
+00:23:09,580 --> 00:23:13,120
+straight line distance مش مضمون أن أنا فعلاً
+
+269
+00:23:13,120 --> 00:23:16,260
+أوصل للـ هدف بأقصر الطرق، ممكن يبقى في طريق
+
+270
+00:23:16,260 --> 00:23:21,860
+آخر، صح؟ من برا يبدو لي أن المدينة هذه أبعد عن الهدف
+
+271
+00:23:21,860 --> 00:23:26,280
+لكن هي بتوصلني أقرب من اللي.. من اللي انبين لي
+
+272
+00:23:26,280 --> 00:23:31,800
+في الظاهر أنها أقرب، حلو كتير، يعني الـ A* search، الـ
+
+273
+00:23:31,800 --> 00:23:36,800
+A* search، الـ A* search بيتخلص
+
+274
+00:23:36,800 --> 00:23:39,320
+من عيوب الـ greedy، لإيش؟
+
+275
+00:23:39,320 --> 00:23:59,020
+ببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببب
+
+276
+00:24:04,750 --> 00:24:14,870
+بيذكر هذا الأمر of how
+
+277
+00:24:14,870 --> 00:24:27,670
+close a child to.. to إيش؟ قد إيش قرب الـ child من
+
+278
+00:24:27,670 --> 00:24:36,390
+إيش؟ من الـ goal، Straight line distance، إيش كانت
+
+279
+00:24:36,390 --> 00:24:42,450
+اعتقادي كده كانت قريبة من الهدف، والنقطة الأخرى
+
+280
+00:24:42,450 --> 00:24:52,090
+زائد كده أنا الآن مشيت عشان أوصل إلى هذا الـ child
+
+281
+00:24:52,090 --> 00:24:58,410
+الـ distance اللي كلّفتني لوصول إلى هذا الـ child
+
+282
+00:24:58,410 --> 00:25:00,830
+دعونا نختار باختصار، مو الـ cost
+
+283
+00:25:03,850 --> 00:25:09,450
+الطفل، أصبح اختصار شديد، لو أنا بدي أبص على المسألة
+
+284
+00:25:09,450 --> 00:25:15,190
+كتلة، عشان بصّي نوضح الفكرة لو
+
+285
+00:25:15,190 --> 00:25:21,110
+أنا عندي هاي الـ start state، وهي الـ goal، وهي في
+
+286
+00:25:21,110 --> 00:25:30,230
+عندي add children، هاي الـ node in، ف أنا
+
+287
+00:25:30,230 --> 00:25:36,120
+بحسب هذا الـ distance، قد إيش؟ خلّينا برضه نعملها على
+
+288
+00:25:36,120 --> 00:25:41,140
+شكل level آخر، هذا الـ
+
+289
+00:25:41,140 --> 00:25:46,360
+distance كلها، هذا الـ distance كلها زائد اللي أنا
+
+290
+00:25:46,360 --> 00:25:50,020
+متوقعة
+
+291
+00:25:50,020 --> 00:25:53,800
+من عند هذا الـ node إلى هنا، ف أنا الآن واقف هنا و
+
+292
+00:25:53,800 --> 00:25:59,210
+متفرع من هذا الـ node، عند الـ children، هذه اللون و
+
+293
+00:25:59,210 --> 00:26:01,910
+هذه اللون وهذه اللون، هم الأطفال اللي أمامي، هم
+
+294
+00:26:01,910 --> 00:26:04,690
+الخيارات اللي أنا بختار ما بينهم، كل واحدة فيهم
+
+295
+00:26:04,690 --> 00:26:13,570
+بدي أحسب قد إيش أنا بكلفني عشان أوصل لها، صح؟ هذا بدي
+
+296
+00:26:13,570 --> 00:26:18,590
+أسمّيه G of N، G
+
+297
+00:26:18,590 --> 00:26:23,170
+of N هو إيش؟ cost to child
+
+298
+00:26:29,980 --> 00:26:39,260
+G of N equals to child، تمام
+
+299
+00:26:39,260 --> 00:26:46,660
+فهذا نقول عنه هكذا G of N، صح؟ وهذا إيش نسمّيه؟ هذا
+
+300
+00:26:46,660 --> 00:26:50,340
+بنسمّيه الآن H of N to
+
+301
+00:26:59,390 --> 00:27:12,390
+estimated cost to goal، مع بعض الاثنين هم
+
+302
+00:27:12,390 --> 00:27:18,350
+الـ total evaluation، هم القيمة اللي على أساسها بدي
+
+303
+00:27:18,350 --> 00:27:25,610
+أختار الـ best child في الأول، لإن هي اللي بتجي
+
+304
+00:27:25,610 --> 00:27:29,150
+جابّت G of N plus H of N
+
+305
+00:27:32,370 --> 00:27:39,910
+G of N cost so far to reach N، H of N estimated
+
+306
+00:27:39,910 --> 00:27:49,290
+cost to go from N، F of N هي estimated total cost
+
+307
+00:27:49,290 --> 00:27:57,530
+of الـ path كلّه، خلّينا نطلع عملياً هذا الكلام، كيف الـ
+
+308
+00:27:57,530 --> 00:28:01,260
+algorithm الآن بدها تشتغل، لو إحنا إيش اللي
+
+309
+00:28:01,260 --> 00:28:05,560
+غيّرناه هو greedy أو.. أو كان greedy بس غيّرناه، وإيش
+
+310
+00:28:05,560 --> 00:28:11,280
+أدخلناه، أنه الـ evaluation اللي بنحط هنا للـ nodes
+
+311
+00:28:11,280 --> 00:28:19,380
+مش فقط كان، مش فقط الـ.. الـ.. الـ H of N، اللي دخل معاه الـ
+
+312
+00:28:19,380 --> 00:28:24,420
+G of N، أصبح الآن من قرار، أنا بدي أطلع على الـ
+
+313
+00:28:24,420 --> 00:28:32,180
+children الثلاثة، وأحسب إيش؟ هذا G وهذا H، G اللي
+
+314
+00:28:32,180 --> 00:28:37,480
+هي قد إيش اللي هتكلفنا عشان أوصل للـ CPU، صح؟ اللي هي
+
+315
+00:28:37,480 --> 00:28:41,780
+المسافة من قرار الـ CPU، وصفرة، وهذا الـ 253 اللي هو
+
+316
+00:28:41,780 --> 00:28:44,780
+الـ direct.. لسه إحنا بعتمدين على نفس الشيء، الـ
+
+317
+00:28:44,780 --> 00:28:50,420
+direct.. صح؟ الـ direct straight line distance، فمع
+
+318
+00:28:50,420 --> 00:28:57,680
+بعض، طلع 393 هنا، طلع 447 هنا، طلع 449، فطبعاً الـ 393
+
+319
+00:28:57,680 --> 00:28:58,580
+هتُختار، أقل
+
+320
+00:29:02,210 --> 00:29:06,750
+الآن إحنا عملياً ما اختلفش الـ greedy عن الـ A* حتى
+
+321
+00:29:06,750 --> 00:29:09,910
+الآن، لأن في الـ greedy برضه انتقلنا من الأراضي إلى
+
+322
+00:29:09,910 --> 00:29:13,910
+CPU، بس هنا اللي هيختلف، لأن من CPU في الـ greedy
+
+323
+00:29:13,910 --> 00:29:19,150
+روحنا، انتقلنا على طول لفدارس، لأن فدارس كانت 176
+
+324
+00:29:19,150 --> 00:29:24,690
+بالمقارنة مع الأخريات هي الأقل، لكن لما أدخلنا في
+
+325
+00:29:24,690 --> 00:29:27,270
+الأمر الـ G، طلعت
+
+326
+00:29:29,750 --> 00:29:37,170
+قلت ريمنيشيو بي الأقل، لأنه لما تجمع الـ 220، لما
+
+327
+00:29:37,170 --> 00:29:42,490
+تجمع الـ G، تمام؟ هذه الـ G تبعتها كبيرة، هذه الـ G
+
+328
+00:29:42,490 --> 00:29:48,110
+تبعتها صغيرة، ففي المجموع قلت هذه 414، بينما هذه
+
+329
+00:29:48,110 --> 00:29:54,890
+415، فإيش قرّر، أو إيش الـ algorithm
+
+330
+00:29:54,890 --> 00:30:02,350
+حتي يأخذ، حتى يأخذ اللي هو ريمنيشيو، ريمنيشيو هذه
+
+331
+00:30:02,350 --> 00:30:26,770
+الـ
+
+332
+00:30:26,770 --> 00:30:32,340
+ريمنيشيو، هذه هتبقى هنا، المدينة 417، الـ total تبعها 417
+
+333
+00:30:32,340 --> 00:30:40,360
+وبعدين كامل بتوصلني لبوخرست، طب إيش استفدنا؟ إيش
+
+334
+00:30:40,360 --> 00:30:47,180
+استفدنا؟ هذه كانت وصلتني لبوخرست باقل قفزات،
+
+335
+00:30:47,180 --> 00:30:52,240
+صح ولا لأ؟ من أراضي لـ CPU، لفدارس، وبعدين ودّتنا لـ
+
+336
+00:30:52,240 --> 00:30:59,700
+بوخرست على طول، بالظبط، الـ course تبعها، دي قد إيش لو أنا
+
+337
+00:30:59,700 --> 00:31:02,720
+.. صح؟ عدد القرارات.. هذا كنت أنا قلته قبل هيك في
+
+338
+00:31:02,720 --> 00:31:06,500
+المحاضرة السابقة، صح؟ عدد الـ hops أقل، هذه الـ hops كم واحدة؟ هي قفزة، هي قفزتين، هي ثلاثة، ثم أربعة، هذه
+
+339
+00:31:06,500 --> 00:31:11,160
+بس ثلاثة قفزات، واحد اثنين ثلاثة، صح؟ صح، لكن الـ total
+
+340
+00:31:11,160 --> 00:31:15,800
+cost، الـ total cost هنا إحنا مش عارفين هو قاصده الـ
+
+341
+00:31:15,800 --> 00:31:19,800
+total cost بالـ distance، يعني كيلومتر على الطريق،
+
+342
+00:31:19,800 --> 00:31:23,980
+ولا الـ time، مش مشكلة، المهم أن الـ cost وفرّج تبقى
+
+343
+00:31:23,980 --> 00:31:28,600
+إيش مقداره؟ 32، صح؟ 32 هنا، 54 هنا، 418، طبعاً بتفرق حتى
+
+344
+00:31:28,600 --> 00:31:36,820
+لو واحد بتفرق، إحنا في الآخر بدنا to minimize الـ
+
+345
+00:31:36,820 --> 00:31:40,520
+cost، بغض النظر لرحلتنا على بوخرست، ولرحلتنا على أي
+
+346
+00:31:40,520 --> 00:31:44,520
+مدينة أخرى، فالقصد إنه صح عدد قفزات أكثر، ولكن
+
+347
+00:31:44,520 --> 00:31:49,340
+عطتني إيش؟ optimal، عطتني أفضل حلول، ولو جيت تطلعها
+
+348
+00:31:49,340 --> 00:31:56,680
+ستجد أنها أفضل، يعني أن أي طريق آخر لن يكون أفضل
+
+349
+00:31:56,680 --> 00:32:00,940
+منه، فبس بمجرّد أننا أدخلنا الـ G of N، الـ cost to
+
+350
+00:32:00,940 --> 00:32:11,000
+the child، الأحسن من كل هذا الكلام أن أنا أبحث عن H
+
+351
+00:32:11,000 --> 00:32:18,700
+of N، بس أفضل من الـ straight line distance، يعني ربما
+
+352
+00:32:18,700 --> 00:32:22,550
+يكون في هناك تقديرات أخرى أفضل من مجرد النظر على
+
+353
+00:32:22,550 --> 00:32:28,670
+الخريطة، وقياس المسافة المباشرة، هذا الأمر بيتمدّ من
+
+354
+00:32:28,670 --> 00:32:33,530
+problem لـ problem، يعني من مسألة لمسألة، أنت ممكن
+
+355
+00:32:33,530 --> 00:32:37,190
+تلاقي اعتبارات اللي تنظر إليها اللي تعطيك
+
+356
+00:32:37,190 --> 00:32:42,750
+performance أفضل، يعني مثلاً، خلّينا نقفز قفزة بسيطة
+
+357
+00:32:49,150 --> 00:33:03,870
+هنا، تذكروا
+
+358
+00:33:03,870 --> 00:33:12,010
+نحن نحكي عن لعبة الـ 8 puzzle، فلو أنا عندي state
+
+359
+00:33:12,840 --> 00:33:18,500
+أقيمها على إيش؟ طبعاً هنا مافي سفر من لوحة لـ لوحة،
+
+360
+00:33:18,500 --> 00:33:22,960
+صح؟ مافي distance و travel كده، هي نفسها على أي
+
+361
+00:33:22,960 --> 00:33:29,240
+اعتبار، أقدر قربها من الهدف، قلنا إحنا عدد النقاط
+
+362
+00:33:29,240 --> 00:33:32,880
+الـ tile، الـ tile اللي هو القطعة الواحدة اللي نسمّيه
+
+363
+00:33:32,880 --> 00:33:42,360
+الـ tile out of place، هو كتب هنا misplaced، misplaced
+
+364
+00:33:42,360 --> 00:33:46,200
+number of misplaced tiles، عدد القطع اللي مش قاعدة
+
+365
+00:33:46,200 --> 00:33:51,700
+في مكانها، يعني مثلاً الـ 2 في مكانها الصح، الـ 4 مش في
+
+366
+00:33:51,700 --> 00:33:57,940
+مكانها، الـ 5 مش في مكانها، الـ 6 في مكانها، بس الـ 2 و
+
+367
+00:33:57,940 --> 00:34:04,900
+الـ 6 صح، ممكن
+
+368
+00:34:04,900 --> 00:34:10,550
+إحنا نأخذ هذا على أنه هو عبارة عن تقييم، ممكن نأخذ
+
+369
+00:34:10,550 --> 00:34:15,130
+حاجة ثانية، إنه طيب قد إيش هي بعيدة عن مكانها، كل ما
+
+370
+00:34:15,130 --> 00:34:20,310
+بعدت القطعة عن مكانها، كل ما كان أسوأ، صح؟ لأنه
+
+371
+00:34:20,310 --> 00:34:25,190
+بيكلّفني عدد moves أكثر عشان أحطها في مكانها، فهنا
+
+372
+00:34:25,190 --> 00:34:32,010
+السبعة، ومكانها الأصلي إيه؟ أو خلّينا نبدأ
+
+373
+00:34:32,010 --> 00:34:37,570
+بالواحد، الواحد ومكانه الأصلي هنا، الواحد ومكانه
+
+374
+00:34:37,570 --> 00:34:44,100
+الأصلي هنا، عدد النقلات
+
+375
+00:34:44,100 --> 00:34:54,240
+اللي أنا محتاجها عشان أرجعه لمكانه، مش عارف، أنا مش
+
+376
+00:34:54,240 --> 00:34:59,980
+عارف
+
+377
+00:34:59,980 --> 00:35:02,240
+أنا مش عارف، أنا مش عارف، أنا مش عارف، أنا مش عارف
+
+378
+00:35:02,240 --> 00:35:07,220
+أنا مش عارف، أنا مش عارف، أنا مش عارف، أنا مش عارف
+
+379
+00:35:07,370 --> 00:35:12,470
+الفاصلة ما بينه وما بين مكانه، هو تقييم، يعني هذا
+
+380
+00:35:12,470 --> 00:35:16,490
+بعيد عن مكانه، هذا بعيد عن مكانه أربعة، يبقى خلاص
+
+381
+00:35:16,490 --> 00:35:20,130
+الواحد، الاثنين
+
+382
+00:35:20,130 --> 00:35:26,670
+ما كانت بعيدة عن مكانها صفر، الثلاثة هي مكانها صح
+
+383
+00:35:26,670 --> 00:35:33,910
+برضه أربعة، الثلاثة، الثلاثة هي
+
+384
+00:35:33,910 --> 00:35:37,810
+الثلاثة ما كانت بعيدة عن مكانها، مش هاي مكانها صح؟
+
+385
+00:35:37,810 --> 00:35:43,370
+الـ أربعة
+
+386
+00:35:43,370 --> 00:35:50,170
+مش هاي مكانها مظبوط، برضه ثلاثة، الخمسة
+
+387
+00:35:50,170 --> 00:35:58,010
+واحد، عموماً هي أربعة، صفر، ثلاثة، واحد، صفر،
+
+388
+00:35:58,010 --> 00:36:04,
+
+445
+00:41:25,860 --> 00:41:29,140
+طبعا طبعا طبعا طبعا
+
+446
+00:41:38,660 --> 00:41:41,560
+أنا عندي two evaluations، في عندي الـ evaluation تبع
+
+447
+00:41:41,560 --> 00:41:47,320
+الـ node نفسها، هذا H of N، صح؟ وفي evaluation تبع الـ
+
+448
+00:41:47,320 --> 00:41:53,180
+child، هذا H of N'، مظبوط؟ مظبوط مظبوط، صح؟ الآن أنا
+
+449
+00:41:53,180 --> 00:41:58,140
+من المنطقي أنه طبعا في هذه الـ course المباشرة من N
+
+450
+00:41:58,140 --> 00:42:04,620
+لـ child تبعتها، هذا C من N لـ N' عبر الـ action A
+
+451
+00:42:04,620 --> 00:42:11,520
+انسَ الـ action A، هنا لدي هذا الـ cost، ولدي بعد ذلك
+
+452
+00:42:11,520 --> 00:42:14,780
+التقدير، إذا كان الـ heuristic اللي بدنا نستخدمها
+
+453
+00:42:14,780 --> 00:42:19,940
+بتعطيني قيمة
+
+454
+00:42:19,940 --> 00:42:24,480
+لهذه مثلا ثلاثة قيمة، لهذه يكون اثنين، طبعا لأن الـ
+
+455
+00:42:24,480 --> 00:42:28,220
+heuristic بتعطينيش اثنين، الـ cost هذا جزء من بيانات
+
+456
+00:42:28,220 --> 00:42:36,280
+المثال، وهنا بتعطيني أربعة، إيش
+
+457
+00:42:36,280 --> 00:42:40,490
+معنى ذلك؟ يعني إيش؟ يعني الـ heuristic من N تقدير
+
+458
+00:42:40,490 --> 00:42:46,710
+الـ heuristic للانتقال من N لـ G بكلفني أربعة، وتقدير
+
+459
+00:42:46,710 --> 00:42:53,190
+نفس الـ heuristic للانتقال من N' لـ G بيساوي ثلاثة، في
+
+460
+00:42:53,190 --> 00:42:58,970
+وقت اللي الـ link من N لـ N' هنا مجموع هذا الكلام
+
+461
+00:42:58,970 --> 00:43:05,630
+أكبر من هذا، هذا شيء منطقي؟ ليش؟
+
+462
+00:43:06,280 --> 00:43:14,500
+هل هذا منطقي؟ إذا كنت تقول direct من N إلى G ستة،
+
+463
+00:43:14,500 --> 00:43:21,020
+بينما لو انتقلت من هنا أقل، هذا ليس منطقي، المنطقي
+
+464
+00:43:21,020 --> 00:43:25,900
+أن نقول مثل قاعدة المثلث، أن مجموع أي ضلعين يكون
+
+465
+00:43:25,900 --> 00:43:30,000
+أطول من الضلع الثالث، فهذا ليس منطقي، المنطقي أن يكون
+
+466
+00:43:30,000 --> 00:43:37,030
+هذا المجموع، وإلا إذا كان هكذا، معنى ذلك هو
+
+467
+00:43:37,030 --> 00:43:42,130
+اخترت طريقة، إيش اللي بيعرفها، أن الـ 6 هذه سيئة، إذا
+
+468
+00:43:42,130 --> 00:43:45,790
+أنت تقول لي من هنا لهنا ستة، فإيش اللي بيعرفني أن
+
+469
+00:43:45,790 --> 00:43:52,490
+أنا ممكن ألاقي إيش؟ طريق آخذ اثنين، وبعدين وبعدين
+
+470
+00:43:52,490 --> 00:43:58,550
+آخذ N prime، ويصلني أقصر من ستة، صح أو لأ؟ فلازم
+
+471
+00:43:58,550 --> 00:44:05,590
+يكون دائما الـ cost المباشرة، من الـ estimated من N لـ
+
+472
+00:44:05,590 --> 00:44:12,130
+G من الـ node للـ goal أقل من مجموع اللي هو الـ cost
+
+473
+00:44:12,130 --> 00:44:18,150
+من N لـ child، وبعدين من الـ child لـ goal، مفروض أن
+
+474
+00:44:18,150 --> 00:44:21,750
+تكون، تتوقع المسافة بين الـ node، بصراحة كل هي تتوقعها،
+
+475
+00:44:21,750 --> 00:44:25,690
+بس التوقع لازم يبقى نفس المعيار، مش مرة أستخدم
+
+476
+00:44:25,690 --> 00:44:29,190
+معيار ومرة أستخدم معيار آخر، أنا سؤال كذا بصراحة
+
+477
+00:44:29,190 --> 00:44:32,110
+التوقع اللي بتجيبه يكون في description تحت الـ
+
+478
+00:44:32,110 --> 00:44:35,450
+state، يعني description للـ node، آه، بدأنا على
+
+479
+00:44:35,450 --> 00:44:38,270
+description تبع الـ node، آه، ده المفترض أن يكون التوقع
+
+480
+00:44:38,270 --> 00:44:43,410
+يصل 100%، والله هذا بتبقى perfect heuristic، إذا
+
+481
+00:44:43,410 --> 00:44:47,660
+دائما بتعطيك exact، وقلت هي على فكرة مش هتحتاج أنت
+
+482
+00:44:47,660 --> 00:44:52,360
+إذا عندك أنت شيء يقدر بالظبط كده، هتكلفك الانتقال من
+
+483
+00:44:52,360 --> 00:44:57,100
+الـ node إلى الـ goal، آه، خلاص انتهى الموضوع، بس إحنا
+
+484
+00:44:57,100 --> 00:45:02,000
+لأن معطيات الـ node ما بتقول لي، يعني أنا الآن رحت
+
+485
+00:45:02,000 --> 00:45:06,230
+على إدارة بلدة،  أنا قبل ما أروح كنت أعلم لو
+
+486
+00:45:06,230 --> 00:45:10,650
+أنا كنت أعلم، أنا كنت مجدر أن وصولي من الدير لبلدة
+
+487
+00:45:10,650 --> 00:45:14,530
+إلى شاطئ دير البلح، إلى شاطئ خانيونس، هيكون أجدى من
+
+488
+00:45:14,530 --> 00:45:18,330
+أن أنزل على خانيونس، وبعدين من خانيونس أنزل على
+
+489
+00:45:18,330 --> 00:45:23,190
+البحر، هذا تقديري، لكن إذا كنت أنا بأجيبها صح، يمكن
+
+490
+00:45:23,190 --> 00:45:26,650
+أن أنا مش محتاج كل هالغالبات، طيب النقطة الثانية
+
+491
+00:45:26,650 --> 00:45:29,130
+الخاصية الثانية غير الـ consistency، اللي هي
+
+492
+00:45:29,130 --> 00:45:35,980
+admissibility، اللي هي أن يكون دائما تقديراتها دائما
+
+493
+00:45:35,980 --> 00:45:41,620
+تقديرات الـ algorithm أقل من أو تساوي… أقل من أو
+
+494
+00:45:41,620 --> 00:45:47,300
+تساوي اللي على أرض الواقع، تمام؟ بمعنى أنه يعني…
+
+495
+00:45:47,300 --> 00:45:50,420
+يعني مثلا الـ straight line distance… الـ straight
+
+496
+00:45:50,420 --> 00:45:55,200
+line distance، هل ممكن يبقى على أرض الواقع مسار
+
+497
+00:45:55,200 --> 00:46:00,060
+طريق موجود على الأرض أكثر من الـ straight line
+
+498
+00:46:00,060 --> 00:46:08,190
+distance؟ مستحيل، حتى لو كان منحني، مش هيكون أقصر، لأنه
+
+499
+00:46:08,190 --> 00:46:12,410
+لازم تنزله وبعدها تطلع ثاني، فالـ admissible
+
+500
+00:46:12,410 --> 00:46:21,310
+heuristic هي تقديراتها أقل من أو تساوي الواقع، هذا
+
+501
+00:46:21,310 --> 00:46:26,290
+بنسميها admissible، بنكمل المحاضرة الجاية إن شاء
+
+502
+00:46:26,290 --> 00:46:31,410
+الله، بنعمل مراجع على الكلام اللي حكيناه، وبنكمل في الـ
+
+503
+00:46:31,410 --> 00:46:35,330
+search مرة ثانية، وفي موضوع الـ heuristics بشكل مفصل
+
+504
+00:46:35,330 --> 00:46:35,730
+أكثر
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f0591d7962f94ea613afdcbe33eea6de4d1b6414
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_postprocess.srt
@@ -0,0 +1,2016 @@
+1
+00:00:20,650 --> 00:00:25,950
+طيب شباب السلام عليكم و عطيكم العفو المحاضرة
+
+2
+00:00:25,950 --> 00:00:32,810
+دي احنا بنكون انتقلنا من موضوع ال uninformed
+
+3
+00:00:32,810 --> 00:00:38,710
+search strategies و احنا في المحاضرة اللي فاتت كنا
+
+4
+00:00:38,710 --> 00:00:44,010
+مارين عليهم افهمنا قلياتهم و افهمنا ال properties
+
+5
+00:00:44,010 --> 00:00:47,830
+تبعتهم من ناحية يعني ايش properties يعني ال
+
+6
+00:00:47,830 --> 00:00:52,160
+completeness من عدمهالـ optimality من عدمه و كذلك
+
+7
+00:00:52,160 --> 00:00:57,800
+الحال ال complexity time و space complexity ماشي و
+
+8
+00:00:57,800 --> 00:01:03,280
+الآن بننتقل إلى الحكي عن إيش النوع الآخر من ال
+
+9
+00:01:03,280 --> 00:01:06,760
+strategies اللي هو ال informed الأول كان حاكينا عن
+
+10
+00:01:06,760 --> 00:01:13,840
+ال uninformed ثم
+
+11
+00:01:13,840 --> 00:01:16,560
+نحكي عن ال informed serve strategies
+
+12
+00:01:26,990 --> 00:01:31,970
+وهذا الموضوع هو الموضوع اللى فى ال chapter اللى
+
+13
+00:01:31,970 --> 00:01:36,530
+احنا بدنا نتجلى من اللى اللى هو ال informed search
+
+14
+00:01:36,530 --> 00:01:44,070
+strategies اللى هى قولنا فحوة chapter أربعة فى
+
+15
+00:01:44,070 --> 00:01:46,090
+الكتاب اللى معانا ال modern approach
+
+16
+00:02:03,700 --> 00:02:15,000
+هذا الموضوع يندرج تحته أن نفهم best first search
+
+17
+00:02:15,000 --> 00:02:19,260
+ونتضل
+
+18
+00:02:19,260 --> 00:02:23,860
+على algorithm
+
+19
+00:02:23,860 --> 00:02:28,200
+معروفة في مجال best first
+
+20
+00:02:31,890 --> 00:02:39,290
+بينضطر من هذا الكلام انه نفسر اكتر شوية في مفهوم
+
+21
+00:02:39,290 --> 00:02:44,350
+linguistics هذه
+
+22
+00:02:44,350 --> 00:02:50,110
+هي المواضيع الأساسية اللي في محاضرتنا اليوم قبل ان
+
+23
+00:02:50,110 --> 00:02:53,750
+نستطيع ان نخلص منها بنحاول و الباقى بيبقى محاضرة
+
+24
+00:02:53,750 --> 00:02:59,350
+تانية ان شاء الله مرة
+
+25
+00:02:59,350 --> 00:03:03,980
+أخرى هل ال slideبتذكرنا بالاش بيتعمل على research
+
+26
+00:03:03,980 --> 00:03:10,140
+بيتعمل
+
+27
+00:03:10,140 --> 00:03:15,020
+على أساس أنه بغض النظر إيش هي ال strategy إيش هي
+
+28
+00:03:15,020 --> 00:03:19,680
+ال strategy أنا في كل خطوة من خطوات ال algorithm
+
+29
+00:03:19,680 --> 00:03:26,180
+بدي أطلع هل خلص ال fringe ولا لسه إذا ما خلصت بقى
+
+30
+00:03:26,180 --> 00:03:29,960
+بدي أستمر وإذا خلصت بقى بدي أوقف ال fringe اللي هو
+
+31
+00:03:29,960 --> 00:03:36,200
+قلنامجموعة ال space اللى لسه مفحصنهاش احنا بناخد
+
+32
+00:03:36,200 --> 00:03:41,360
+اذا لسه فيه بناخد node من ال fringe بنفحص ال node
+
+33
+00:03:41,360 --> 00:03:47,800
+هالى هل هي goal ولا لأ طبعا اذا goal خلاص احنا
+
+34
+00:03:47,800 --> 00:03:53,020
+وجدنا اللى بنبحث عنه و بنوقف و الا بنروح من ايش
+
+35
+00:03:53,020 --> 00:03:59,440
+نعمل expand expand لل node هالى expand لل node
+
+36
+00:04:00,380 --> 00:04:05,780
+وبنشوف إيش بيطلع منها إيش في actions ممكن تتنفذ
+
+37
+00:04:05,780 --> 00:04:10,140
+عليها ويتولد من ذلك states وهذه ال series بتبتدوش
+
+38
+00:04:10,140 --> 00:04:15,380
+بيضحك إنها ال search في ال friend ال algorithm
+
+39
+00:04:15,380 --> 00:04:22,340
+بتعبر عن آية اللي هو ال search في ال trees و ال
+
+40
+00:04:22,340 --> 00:04:27,820
+strategy هي اللي بتحكمأنا اختار ايش ال node اللى
+
+41
+00:04:27,820 --> 00:04:30,920
+انا اخدها من ال fringe هل اخد ال child اولا ولا
+
+42
+00:04:30,920 --> 00:04:39,960
+اخد sibling اولا ولا اخد بناء على اقصر طريق مودية
+
+43
+00:04:39,960 --> 00:04:46,180
+ال node تمام ولا اعمل iterative deepening ولا اعمل
+
+44
+00:04:46,180 --> 00:04:53,220
+depth limited كل هذا معتمد على ال strategy فهذا
+
+45
+00:04:53,220 --> 00:04:59,890
+كان موضوعنا في الشابط اللى فاترالان نغيّر نظرتنا
+
+46
+00:04:59,890 --> 00:05:05,650
+لعملية البحث بحيث ان انا ماضليش اعمل blind search
+
+47
+00:05:05,650 --> 00:05:11,470
+ابحث ولا ما يصدف ال goal قدامي الى G انما بدنا
+
+48
+00:05:11,470 --> 00:05:16,510
+وسيلة ان احنا نختار ما بين ال notes اللي موجودة
+
+49
+00:05:16,510 --> 00:05:22,290
+امامنا على اساس تقييم لهم مين نعتقد او ال
+
+50
+00:05:22,290 --> 00:05:27,690
+algorithm مين تظن ان هذامن منهم إذا كان عندي note
+
+51
+00:05:27,690 --> 00:05:32,730
+و ال note هذه بتفرع منها عدة children من منهم يترى
+
+52
+00:05:32,730 --> 00:05:37,190
+مش مدور رهادي و لا هدرهادي من منهم يترى التقييم
+
+53
+00:05:37,190 --> 00:05:41,730
+تبعها أعلى أبدأ فيها هي في الأول في هذا الحال إذا
+
+54
+00:05:41,730 --> 00:05:48,330
+كانت إذا اتبعنا هذا الأسلوب هذا بيختصر علينا بحث
+
+55
+00:05:48,330 --> 00:05:52,150
+ماكانش له لازمة من اختصر الطريق إلى ال goal بشكل
+
+56
+00:05:52,150 --> 00:05:57,090
+أسرعفالفكرة الأساسية أن تستخدم تجارب تجارب تجارب
+
+57
+00:05:57,090 --> 00:06:16,350
+تجارب تجارب تجارب تجارب تجارب تجارب تجارب تجارب
+
+58
+00:06:16,350 --> 00:06:21,510
+تجارب
+
+59
+00:06:22,660 --> 00:06:27,740
+بنختار منه على أساس تقييم يعني كل node اتخيل انت
+
+60
+00:06:27,740 --> 00:06:33,040
+ال node أخدناهم و أعطينا لكل واحدة ال evaluation
+
+61
+00:06:33,040 --> 00:06:39,080
+تبعها قيمنا هذه node سبعة مثلا تقييم هذه خمسة هذه
+
+62
+00:06:39,080 --> 00:06:44,320
+تلاتة هذه أربعة باخد أفضل برد فيها وبعدين اللي
+
+63
+00:06:44,320 --> 00:06:51,100
+بعدها وبعدين اللي بعدها في التقييمالأساس هو
+
+64
+00:06:51,100 --> 00:06:56,920
+إستخدام عملية تجارب لكل نوت وهذا العملية تجارب هي
+
+65
+00:06:56,920 --> 00:07:01,740
+استخدام عملية تجارب لكل نوت يعني انا أرغب ان انا
+
+66
+00:07:01,740 --> 00:07:07,180
+اخد هذا نوت قبل وبالتالي اقوم باستخدام عملية تجارب
+
+67
+00:07:07,180 --> 00:07:12,460
+لكل نوت اولا فمن هنا بيست اولا بيست يعني افضل من
+
+68
+00:07:12,460 --> 00:07:17,320
+ناحية رشد تقييم تحت
+
+69
+00:07:17,320 --> 00:07:23,580
+هذا البينجي اللي هو ال greedy search تحت بنت ال
+
+70
+00:07:23,580 --> 00:07:27,200
+best first search كما قلنا ال a star search هي نوع
+
+71
+00:07:27,200 --> 00:07:32,800
+اكتر algorithm مشهورة تحت بنت ال best first search
+
+72
+00:07:32,800 --> 00:07:43,160
+اللي اقل جودة منها اللي هي ال greedy search بنطلع
+
+73
+00:07:43,160 --> 00:07:47,960
+اول اشي على ال greedy search بعدين بنفهم ال a star
+
+74
+00:07:47,960 --> 00:07:55,850
+searchبنشوف ايش ميزتها على مجرد greedy search طيب
+
+75
+00:07:55,850 --> 00:08:00,750
+ايش يعني عشان نفهم ال greedy search في الأول بدنا
+
+76
+00:08:00,750 --> 00:08:04,810
+نطلع على المثال تبع خريطة رومانيا خريطة رومانيا
+
+77
+00:08:04,810 --> 00:08:08,850
+بتاعه المطلوب هو ان انا لو بدأ انتقل من initial
+
+78
+00:08:08,850 --> 00:08:14,130
+city من مدينة ابتدائية و اروح على بوخرست كمدينة
+
+79
+00:08:14,130 --> 00:08:21,220
+الوجهة تبعتي بدى احسببدي اشوف ايش المسارات المؤدية
+
+80
+00:08:21,220 --> 00:08:26,240
+و اخد المسار الأفضل ال algorithm بدها تاخد المسار
+
+81
+00:08:26,240 --> 00:08:30,040
+الأفضل انا بدي اعطي الخريطة ال algorithm و اوصي
+
+82
+00:08:30,040 --> 00:08:34,340
+فيها ال problem و هي تبحث في هذه الخريطة عن المسار
+
+83
+00:08:34,340 --> 00:08:41,220
+الأقصر المؤدى من أراد إلى بوخرست هذا الجدول هنا
+
+84
+00:08:41,220 --> 00:08:45,740
+طبعا هذه الخريطة عليها ال direct link مسافة من
+
+85
+00:08:45,740 --> 00:08:51,510
+أراد إلىمن كل مدينة إلى اخر مدينة جديش المسافة
+
+86
+00:08:51,510 --> 00:08:58,310
+الجدول هذا يشبه الـ straight line distance to
+
+87
+00:08:58,310 --> 00:09:05,350
+بوخرست يعني من كل واحدة من المدن من كل واحدة من
+
+88
+00:09:05,350 --> 00:09:10,130
+المدن جديش المسافة المباشرة المباشرة على الخريطة
+
+89
+00:09:10,130 --> 00:09:13,390
+يعني لو أنا جيت على خريطة رومانيا على google earth
+
+90
+00:09:13,390 --> 00:09:18,860
+و سحبت خط مباشر من المدينة إلى بوخرستالخط المباشر
+
+91
+00:09:18,860 --> 00:09:23,440
+هذا جديش بيكون طوله بالكيلومتر فمن بُخر استئلة
+
+92
+00:09:23,440 --> 00:09:29,680
+نفسها هيكون ايش؟ صفر تمام و بدون باقى المدن هي
+
+93
+00:09:29,680 --> 00:09:33,780
+عندي الاشياء اللى ايش بيزمنى هذا القمر هذا القمر
+
+94
+00:09:33,780 --> 00:09:38,520
+بيزمنى عشان انا اميز مين اختار المدينة هدى ولا هدى
+
+95
+00:09:38,520 --> 00:09:44,080
+الآن هنشوف كيف الكلام احنا
+
+96
+00:09:44,080 --> 00:09:54,140
+بدنا نبدأمن أراضى الأراضى الآن ال 366 هدى إيش هدى
+
+97
+00:09:54,140 --> 00:09:58,860
+المسافة ال direct من أراضى أفسها إلى بوخرست لأن
+
+98
+00:09:58,860 --> 00:10:05,860
+أراضى بيتفرع منها سيبيو و زرقند و تمي سوارة صح
+
+99
+00:10:05,860 --> 00:10:09,840
+هدولة هم اللى مفترض هم ال children التلاتة اللى
+
+100
+00:10:09,840 --> 00:10:21,070
+هابدأ فيهم انا من الالـ Root Note الـ N الـ 253 هي
+
+101
+00:10:21,070 --> 00:10:29,450
+عبارة عن ياش برضه
+
+102
+00:10:29,450 --> 00:10:32,570
+ال Direct Straight Line Dist Straight Line
+
+103
+00:10:32,570 --> 00:10:38,150
+Distance ما بين كل هدولة و ما بينيها البخرة اسمها
+
+104
+00:10:38,150 --> 00:10:38,950
+الـ Goal To Write
+
+105
+00:10:43,160 --> 00:10:48,280
+فتقديرا .. بس طبعا الـ straight line distance هذه
+
+106
+00:10:48,280 --> 00:10:52,980
+مافي اصلا طريق على أرض الواقع ماشي على هذا ال
+
+107
+00:10:52,980 --> 00:10:58,700
+straight line صح؟ فهذا .. هذا بس مجرد احنا رقم
+
+108
+00:10:58,700 --> 00:11:02,380
+بدنا نسترشد ابو أو بدها تستهدي ابو ال algorithm
+
+109
+00:11:02,380 --> 00:11:08,920
+لتقدير يا ترى مين من هالولا هيكون يجربني على بخرس
+
+110
+00:11:08,920 --> 00:11:17,120
+اكتر؟ مين تتوقع؟ طبعا الأجلاللي هو إيش؟ 253 اللي
+
+111
+00:11:17,120 --> 00:11:21,520
+دي ال CPU هذه ال CPU هتكون هي الخيار مش لأنها على
+
+112
+00:11:21,520 --> 00:11:27,020
+الشمال بس لأنه ال straight line distance منها إلى
+
+113
+00:11:27,020 --> 00:11:33,020
+بوكرست أقل هذا الكلام مش كتير intelligent صح ولا
+
+114
+00:11:33,020 --> 00:11:37,040
+أه؟ مش كون هذه ال straight line distance هذا لا
+
+115
+00:11:37,040 --> 00:11:43,290
+يعني أنهالمسار من سيبيو إلى جول إلى بوخرست هيكون
+
+116
+00:11:43,290 --> 00:11:48,590
+فعلا أقصر من ما ممكن يكون الطرق الواصلة من سيبيو
+
+117
+00:11:48,590 --> 00:11:55,350
+إلى بوخرست طرق زراعية و ملتوية و بتاخد مسافة كبيرة
+
+118
+00:11:55,350 --> 00:12:00,130
+و بتاخد وقت كتير صح؟ فقد أكون أنا على الرغم من أن
+
+119
+00:12:00,130 --> 00:12:03,650
+هذه ال straight line distance تبعدها أكتر إلا إن
+
+120
+00:12:03,650 --> 00:12:08,490
+تكون هي في عرض الواقع أفضل من هذهطبعا يعني انا مرة
+
+121
+00:12:08,490 --> 00:12:12,090
+بجيت ببدأ اطلع من الجامعة من هنا و بدي اروح بس مش
+
+122
+00:12:12,090 --> 00:12:16,790
+على خانيونس البلد بدي اروح على خانيونس البحر في
+
+123
+00:12:16,790 --> 00:12:21,650
+واحد انا بينه و بينه و مواعد على شط خانيونس الدور
+
+124
+00:12:21,650 --> 00:12:26,150
+الساعة تلاتة بعد ما نخلص من الجامعة طبعا فانا اشغل
+
+125
+00:12:26,150 --> 00:12:29,190
+اكتر في بالي ان انا بانزل من هنا لوين لدير البلح
+
+126
+00:12:29,190 --> 00:12:35,030
+هيغزل احنا على .. على شط هيغزل و بنزل لدير البلح
+
+127
+00:12:35,030 --> 00:12:35,810
+طبعا بخرش
+
+128
+00:12:38,610 --> 00:12:43,650
+فجأتني على بحر خانونس فكرت ان انا بنزل ايش؟ على
+
+129
+00:12:43,650 --> 00:12:48,530
+دير البلاحي عند اللي هو المفترج اللي عند المدارس و
+
+130
+00:12:48,530 --> 00:12:52,290
+بعدين بلادي سيارة تاخدني على شط خانونس و عملتها
+
+131
+00:12:52,290 --> 00:12:57,830
+بالكلام لكن اكبر غلطة في التاريخ ليش؟ لأن مافيش
+
+132
+00:12:57,830 --> 00:13:03,540
+سيارات فاعلة تاخدك منشط دير البلح لشط خانيونس دا
+
+133
+00:13:03,540 --> 00:13:06,660
+كان وجد مع انه straight line ده يعني في موجود طريق
+
+134
+00:13:06,660 --> 00:13:10,840
+و الطريق مرسوف و straight و مافيش فيه اش انما ايش
+
+135
+00:13:10,840 --> 00:13:15,180
+المشكلة انه مافي مواصلات و جفت حوالي ربع ساعة و
+
+136
+00:13:15,180 --> 00:13:18,020
+انا اشهر و اصلا ماحدش كان يزمرلي و ليه اطلع فيا
+
+137
+00:13:18,020 --> 00:13:22,000
+انت ماخد بالك في الآخر ايش قرر خلاص ابدأ ألغي
+
+138
+00:13:22,000 --> 00:13:26,500
+الموعد تمام فقولت بدي اروح خانيونس فقولت بدي اركب
+
+139
+00:13:26,500 --> 00:13:33,090
+من هنا لدير البلحومن دير البلد اروع خانيونس برضه
+
+140
+00:13:33,090 --> 00:13:38,210
+كمان اتعذبت بعد ما وصلت لدير البلد اتعذبت لحد ما
+
+141
+00:13:38,210 --> 00:13:41,570
+لاجت سيارة اني لاجي سيارة من الدير البلد لخانيونس
+
+142
+00:13:41,570 --> 00:13:46,090
+البلد روحت راكبت كمان ووصلت للاي المحطة الدير
+
+143
+00:13:46,090 --> 00:13:50,510
+المحطة و هناك لاجت سيارة نازلة على خانيونس فقصد
+
+144
+00:13:50,510 --> 00:13:54,930
+انا وجود وجود النقطة هذه جريبة من الهدف تبعك ده لا
+
+145
+00:13:54,930 --> 00:13:59,160
+يعني ان ال cost هتكون .. وهنا نفس الشيءكون ان
+
+146
+00:13:59,160 --> 00:14:04,780
+سيبيو بعيدها على الخريطة بال google earth مسافة
+
+147
+00:14:04,780 --> 00:14:10,660
+الخط الواصل مباشرة من سيبيو الى بوخرست بتاعي 53
+
+148
+00:14:10,660 --> 00:14:14,680
+هذا لا يعني ان انت لو روحت على سيبيو بسهولة هتصل
+
+149
+00:14:14,680 --> 00:14:19,100
+او اسهل هيكون اسهل انك تصل لبوخرست من روح تلاتين
+
+150
+00:14:19,100 --> 00:14:23,600
+الصورة وبالتالي هذا المعيار اللي احنا استخدمنا مش
+
+151
+00:14:23,600 --> 00:14:29,510
+مضمون بس هو على الاقل افضل من ال blindأيش ال blind
+
+152
+00:14:29,510 --> 00:14:33,910
+اللي هو ال uninformed اللي هو ال strategies الأولى
+
+153
+00:14:33,910 --> 00:14:37,210
+depth first و breadth first و كده على الأقل ربما
+
+154
+00:14:37,210 --> 00:14:43,090
+ربما يكون والله فعلا انه كونه قريبة بال state line
+
+155
+00:14:43,090 --> 00:14:47,330
+انه فعلا يقربني انه فعلا يوصلني على الهدف تبعي
+
+156
+00:14:47,330 --> 00:14:52,430
+اصلا فهذا كده ال research example ال research
+
+157
+00:14:52,430 --> 00:14:56,950
+strategyبتعتمد بس شغل واحدة وهي ال straight line
+
+158
+00:14:56,950 --> 00:15:00,470
+distance في التمييز ما بين او في اختيار ما بين ايش
+
+159
+00:15:00,470 --> 00:15:05,470
+ما بين الخيارات اللي امامك okay الان بعد CPU بعد
+
+160
+00:15:05,470 --> 00:15:08,690
+ما اختارنا ال CPU طلعنا على طبعا هذه الأقرام الان
+
+161
+00:15:08,690 --> 00:15:13,990
+هي ايش هي ال evaluations اذا بتذكروا انا بديت في
+
+162
+00:15:13,990 --> 00:15:17,270
+الحكي وقولت انه ال notes اللي عندنا
+
+163
+00:15:19,910 --> 00:15:23,330
+بنقيمها و بنعطينا كل مرحلة ال evaluation هنا في ال
+
+164
+00:15:23,330 --> 00:15:28,630
+greedy search ال evaluation هو ببساطة شديدة هو
+
+165
+00:15:28,630 --> 00:15:31,310
+مجرد ال straight line distance فكل ما كانت ال
+
+166
+00:15:31,310 --> 00:15:34,230
+straight line distance أقل كل ما كان أفضل بدنا
+
+167
+00:15:34,230 --> 00:15:38,390
+احنا اللي يجربنا للهدف مظبوط بدنا اللي يجربنا صح
+
+168
+00:15:38,390 --> 00:15:43,870
+تمام فهنا من الطبيعي ايش هنختار اذا هذه 366 شوف
+
+169
+00:15:43,870 --> 00:15:47,770
+هذه أراضي اللي احنا كنا فيها هذه هتبعدنا نشيها
+
+170
+00:15:48,240 --> 00:15:55,300
+البجيء الفدارة 176 رادية 380 وهذه 193 فمن الطبيعي
+
+171
+00:15:55,300 --> 00:16:02,020
+ان انا اختار ايش هذه المدينة صح ؟ صح okay الان هذه
+
+172
+00:16:02,020 --> 00:16:08,620
+المدينة على الخريطة لو طلعت فيه بيطلع منها مدينتين
+
+173
+00:16:08,620 --> 00:16:14,660
+اللي هي بوخرستسيبيو فانا ايش استكشفكم
+
+174
+00:16:14,660 --> 00:16:20,880
+الان اختار هذه ولا هذهبقى لسه انا .. انا لسه لان
+
+175
+00:16:20,880 --> 00:16:25,940
+طالع من فجارة ال algorithm يعني قدامي على الشاشة و
+
+176
+00:16:25,940 --> 00:16:29,540
+قدامك هي مكتوب بخلاص بس ال algorithm مش عارفة ال
+
+177
+00:16:29,540 --> 00:16:34,080
+algorithm عندها فجارة فطالع منها two children لسه
+
+178
+00:16:34,080 --> 00:16:39,420
+ما قيمتهمش بس لسه ما فحصتهمش بس عندها ال jaguar
+
+179
+00:16:39,420 --> 00:16:43,380
+بيقول ان هذه البعد عن الهدف تبعي ال zero وهذه
+
+180
+00:16:43,380 --> 00:16:46,730
+البعد عن ال 253هتختار هذه المدينة ليست لأنها Zero
+
+181
+00:16:46,730 --> 00:16:51,450
+بس لأنها أقل بعد ما تصل إليها هتفحصها وتلاقيها هي
+
+182
+00:16:51,450 --> 00:16:56,510
+المدينة اللي احنا بندور عليها فهتراكيش صح؟ طب okay
+
+183
+00:16:56,510 --> 00:16:59,530
+الخلاص الكلام هذا كله الآن إيش؟ الخلاص الكلام هنا
+
+184
+00:16:59,530 --> 00:17:04,930
+إن إحنا انتقلنا one step أه لقدام أو beyond ال
+
+185
+00:17:04,930 --> 00:17:08,870
+blind search وصيرنا انفكر ال algorithm صارت تفكر
+
+186
+00:17:08,870 --> 00:17:14,530
+وتختار المدنمش بشكل أعمى إنما على أساس إيش هو
+
+187
+00:17:14,530 --> 00:17:18,370
+الأساس هنا في هذا الحالة ال straight line distance
+
+188
+00:17:18,370 --> 00:17:23,870
+هذا كويس ولكنه مش مضمون
+
+189
+00:17:24,170 --> 00:17:28,750
+لأنه قد تكون الـ straight line distance هذه مش
+
+190
+00:17:28,750 --> 00:17:33,990
+عبرة عن الوضع الحقيقي اللي على الأرض الواقع
+
+191
+00:17:33,990 --> 00:17:37,130
+وبتدخلني في مصر طبعا بعد ما توصل تعمل ال check
+
+192
+00:17:37,130 --> 00:17:40,050
+وهذا يمكن تأثير على ال preference لا لا هو دايما
+
+193
+00:17:40,050 --> 00:17:42,410
+بعد ما توصل تعمل ال check احنا أكتر بنعمل ال check
+
+194
+00:17:42,410 --> 00:17:45,110
+و بعدين .. لا لا احنا في كل حاجتين بتميز ما بينهم
+
+195
+00:17:45,110 --> 00:17:49,380
+ال check له test goalوال evaluation اللى هو
+
+196
+00:17:49,380 --> 00:17:52,280
+التقييم ال evaluation بعد ما نوصل لأ ال evaluation
+
+197
+00:17:52,280 --> 00:17:55,820
+اللى جاب المنصة طلع كيف احنا الآن على ال node هذه
+
+198
+00:17:55,820 --> 00:17:59,800
+لما اكتشفنا انه يلها two childrenإيش هنعمل فيهم
+
+199
+00:17:59,800 --> 00:18:02,600
+هدول ال two children هنعملهم evaluation ولا goal
+
+200
+00:18:02,600 --> 00:18:08,380
+test؟ الكلام كله طول الوقت كان زي ذلك نعمل دايما
+
+201
+00:18:08,380 --> 00:18:11,200
+اي node بنستكشفها نعملها evaluation ونصفها في ال
+
+202
+00:18:11,200 --> 00:18:15,640
+fringe عشان بعد ما نطقناها لما نيجي ناخد من ال
+
+203
+00:18:15,640 --> 00:18:20,260
+fringe ناخد ال evaluation أحسن تمام؟ الآن أخدت و
+
+204
+00:18:20,260 --> 00:18:22,980
+أنا لسه مش عارف اللي أخدتها هي دي هتكون goal ولا
+
+205
+00:18:22,980 --> 00:18:27,200
+لا باخدها و بعد هي كده و لما أخدها بعمل إيهاش؟
+
+206
+00:18:28,250 --> 00:18:31,010
+السيباك مكان ال check ال test ال goal test بالظبط
+
+207
+00:18:31,010 --> 00:18:34,050
+فاحنا بيقعد شغل تاني ال evaluation وال goal test
+
+208
+00:18:34,050 --> 00:18:37,170
+مظبوط ال evaluation هتبقى مجرد ما استكشف ال note
+
+209
+00:18:37,170 --> 00:18:41,730
+بعمل evaluation و بصفه في ال fringe و بحطه أنا مش
+
+210
+00:18:41,730 --> 00:18:44,750
+عارف هال evaluation هيكون هو الأفضل ولا فيه أفضل
+
+211
+00:18:44,750 --> 00:18:50,390
+منه ولا الأسوأ ولا أقل منه عملت واحد واحدة كل اللي
+
+212
+00:18:50,390 --> 00:18:55,510
+استكشفتهم عملتلهم evaluation و حطيتهم الآن بطبع من
+
+213
+00:18:55,510 --> 00:18:59,030
+اللي أنا فيها و أخد واحد بدالهابقوه على ال fringe
+
+214
+00:18:59,030 --> 00:19:02,530
+و باخد على أساس ايش؟ على أساس ال variation من
+
+215
+00:19:02,530 --> 00:19:07,210
+الأفضل أخدتها الان بعمل goal test عشان أشوف هل هي
+
+216
+00:19:07,210 --> 00:19:11,390
+goal اللي ربما اتعنى ولا لأ إذا لأ بدي أعمل من
+
+217
+00:19:11,390 --> 00:19:15,670
+جديد expansion expansion يعني أستكشف هل في ال
+
+218
+00:19:15,670 --> 00:19:18,770
+children ولا لأ إذا في بعمله variation و برصهم على
+
+219
+00:19:18,770 --> 00:19:23,640
+الوضع الصورة الجميلة الآنبنقول مرة أخرى إن
+
+220
+00:19:23,640 --> 00:19:27,040
+الإشكالية الآن في ال greedy search هو إشكالتها إن
+
+221
+00:19:27,040 --> 00:19:34,280
+العامل اللي على أساسه بتختار ما هوش مضمون العامل
+
+222
+00:19:34,280 --> 00:19:38,440
+اللي هو مين هو ال straight line distance ما هوش
+
+223
+00:19:38,440 --> 00:19:43,840
+مضمون فهي
+
+224
+00:19:43,840 --> 00:19:46,160
+من ناحية complete هل هي complete؟ من ناحية
+
+225
+00:19:46,160 --> 00:19:48,880
+complete بمعنى إيش؟great researcher بمعنى إنه
+
+226
+00:19:48,880 --> 00:19:53,880
+دايما إذا ال goal موجود بتلاقيه هل complete لأ ليش
+
+227
+00:19:53,880 --> 00:19:58,380
+لأنه ممكن تدخل في loops تذكر إن هذا الأمر المثال
+
+228
+00:19:58,380 --> 00:20:01,180
+اللي احنا عرفناه هو عبارة عن graph و ال graph ي
+
+229
+00:20:01,180 --> 00:20:05,940
+loops و ال algorithm مافي شي بتعمله بيمنعها من
+
+230
+00:20:05,940 --> 00:20:10,720
+الدخول في loops دكتورة تجيبه شوية لما صورة 3 تشترك
+
+231
+00:20:10,720 --> 00:20:14,780
+و تقولت احنا نفقه خلاص فاستثنيتها
+
+232
+00:20:18,680 --> 00:20:23,220
+أنا بعد ما قلت إن أحنا في بوخرست استثنيتها وقلت
+
+233
+00:20:23,220 --> 00:20:27,420
+خلّيني أشوف غيرها، أنا قلت إنه إحنا هنا كنا في
+
+234
+00:20:27,420 --> 00:20:33,420
+فدارس، صح؟ أنا خيار الأربعة دولة، فيهم بوخرست،
+
+235
+00:20:33,420 --> 00:20:36,700
+استثنين أراضي، استثنين أراضي، لأن الأراضي كانت ال
+
+236
+00:20:36,700 --> 00:20:41,820
+start cityاللي بدأنا منها بس بعد ما استثنيتها و
+
+237
+00:20:41,820 --> 00:20:46,180
+جينا أخدنا هذه لإنها إيش أخدناها؟ لإنها كانت أقل
+
+238
+00:20:46,180 --> 00:20:48,600
+إيش مية و أربع سبعين؟ استثنتى استثنتى أراضي
+
+239
+00:20:48,600 --> 00:20:52,280
+استثنتى أراضي لإنها جاني أراضي لإنها مش goal لإنها
+
+240
+00:20:52,280 --> 00:20:55,620
+start بنتهيأك لغيت اللغة يعني بطلت من كلمة لا
+
+241
+00:20:55,620 --> 00:21:03,660
+اللغة ممكن تجيني من إنه إيش ب .. ب .. هذا خلي بالك
+
+242
+00:21:03,660 --> 00:21:08,670
+طلعاللي هو ممكن تجيلي من انه انا لو ممكن اخش على
+
+243
+00:21:08,670 --> 00:21:15,030
+مدينة و اخش هيك و من هنا ارجع هنا يعني انا من هنا
+
+244
+00:21:15,030 --> 00:21:18,930
+مش هرجع على ال CPU بس هرجع على هذا وهذا هجيبني على
+
+245
+00:21:18,930 --> 00:21:23,070
+هذا وهذا هجيبني على هذا يعني غير طريقة .. غير ان
+
+246
+00:21:23,070 --> 00:21:28,570
+انا رجعت لمدينة انا كنت شفتها قبل هيك واضحة؟ حلو
+
+247
+00:21:28,570 --> 00:21:35,430
+كتير okay طيب فاحنا بنقول هنا مناعة completeit is
+
+248
+00:21:35,430 --> 00:21:39,250
+not complete لأنه كان get in stuck in loops يعني
+
+249
+00:21:39,250 --> 00:21:44,290
+هي راح تضغط لكنتها ان احنا كنا لو نضغط على radia
+
+250
+00:21:44,290 --> 00:21:50,750
+as goal بعدي انا من lassi بعد lassi بعدين هي تنقل
+
+251
+00:21:50,750 --> 00:21:57,550
+لحظة شوية نرجع من lassi عشان تشتغل في هذه الخريطة
+
+252
+00:21:57,550 --> 00:22:03,310
+عشان تشتغل في هذه الخريطة عشان تشتغل في هذه
+
+253
+00:22:03,310 --> 00:22:03,410
+الخريطة عشان تشتغل في هذه الخريطة عشان تشتغل في
+
+254
+00:22:03,410 --> 00:22:07,190
+هذه الخريطةيا إما بقالي loop يا إما بقف هنا و لا
+
+255
+00:22:07,190 --> 00:22:12,110
+أتحرك يا إما loop يا إما local minima بنسميها اللي
+
+256
+00:22:12,110 --> 00:22:16,490
+هو minimum صحيح لكن يعني أنا اخترت رقم قليل لكنه
+
+257
+00:22:16,490 --> 00:22:21,330
+ليس الأقل على القاريطة كلها هو الأقل اللي أنا جادر
+
+258
+00:22:21,330 --> 00:22:28,650
+أشوفه حتى الآن local minima واضح؟
+
+259
+00:22:28,650 --> 00:22:32,790
+okay أما
+
+260
+00:22:32,790 --> 00:22:37,370
+إذاعندي repeated state checking إذا كان عندي قالية
+
+261
+00:22:37,370 --> 00:22:42,370
+لفحص إن هذا ال state كانت .. شوفتها قبل هيك فمش
+
+262
+00:22:42,370 --> 00:22:51,850
+هعكش loop صح؟ طيب الآن ال timeالوقت O to the big O
+
+263
+00:22:51,850 --> 00:22:56,950
+of B to the M لكن طبعا إذا فيها ديورستيك اللي احنا
+
+264
+00:22:56,950 --> 00:23:00,010
+هنحكي عنه ديورستيك ممكن تحسن هذا الأداء و ال space
+
+265
+00:23:00,010 --> 00:23:03,330
+زيه برضه ال complexity ال space complexity زيه من
+
+266
+00:23:03,330 --> 00:23:06,330
+ناحية ال optimality لأ مش optimal ليش مش optimal
+
+267
+00:23:06,330 --> 00:23:09,580
+لنفس السؤال اللي قتله اناحكيته قبل شويه و هو ان ال
+
+268
+00:23:09,580 --> 00:23:13,120
+straight line distance مش مضمون ان انا فعلا
+
+269
+00:23:13,120 --> 00:23:16,260
+اتواصلني على الهدف بأكثر الطرق ممكن يبقى في طريق
+
+270
+00:23:16,260 --> 00:23:21,860
+آخر صح من برا يبدو لي ان المدينة هذه أبعد عن الهدف
+
+271
+00:23:21,860 --> 00:23:26,280
+لكن هي بتواصلني أقرب من اللي .. من اللي انبينالي
+
+272
+00:23:26,280 --> 00:23:31,800
+في الظاهر انها أقرب حلو كتير يعني ال a search ال a
+
+273
+00:23:31,800 --> 00:23:36,800
+start .. ال a start search ال a start searchبيتخلص
+
+274
+00:23:36,800 --> 00:23:39,320
+من عيوب الـ greedy لإيه؟
+
+275
+00:23:39,320 --> 00:23:59,020
+ببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببب
+
+276
+00:24:04,750 --> 00:24:14,870
+بيذكر هذا الأمر of how
+
+277
+00:24:14,870 --> 00:24:27,670
+close a child to .. to إيش؟ جديش قرب ال child من
+
+278
+00:24:27,670 --> 00:24:36,390
+إيش؟ من الجولStraight line distance ايش كانت
+
+279
+00:24:36,390 --> 00:24:42,450
+اعتقادي كده كانت قريبة من الهدف والنقطة الأخرى
+
+280
+00:24:42,450 --> 00:24:52,090
+زائد كده انا الان مشيت عشان اصل الى هذا ال child
+
+281
+00:24:52,090 --> 00:24:58,410
+ال distance اللى كلفتني لوصول الى هذا ال child
+
+282
+00:24:58,410 --> 00:25:00,830
+دعونا نختار باختصار مو ال cost
+
+283
+00:25:03,850 --> 00:25:09,450
+الطفل اصبح اختصار شديد لو انا بدي ابص على المسألة
+
+284
+00:25:09,450 --> 00:25:15,190
+كتالة عشان بصي نوضح الفكرة لو
+
+285
+00:25:15,190 --> 00:25:21,110
+انا عندي هاي ال start state وهي ال goal وهي في
+
+286
+00:25:21,110 --> 00:25:30,230
+عندي add children هاي ال node in فانا
+
+287
+00:25:30,230 --> 00:25:36,120
+بحسبهذا الـ distance جداش خلّينا برضه نعملها على
+
+288
+00:25:36,120 --> 00:25:41,140
+شكل level آخر هذا ال
+
+289
+00:25:41,140 --> 00:25:46,360
+distance كلها هذا ال distance كلها زائد اللي أنا
+
+290
+00:25:46,360 --> 00:25:50,020
+متوقعه
+
+291
+00:25:50,020 --> 00:25:53,800
+من عند هذا ال node إلى هنا فانا الان واقف هنا و
+
+292
+00:25:53,800 --> 00:25:59,210
+متفرع من هذا ال node عند ال childrenهذه اللون و
+
+293
+00:25:59,210 --> 00:26:01,910
+هذه اللون و هذه اللون هم الأطفال اللي أمامي هم
+
+294
+00:26:01,910 --> 00:26:04,690
+الخيارات اللي انا بتختار ما بينهم كل واحدة فيهم
+
+295
+00:26:04,690 --> 00:26:13,570
+بدي أحسب قداش أنا بكلفني عشان أصالها صح هذا بدي
+
+296
+00:26:13,570 --> 00:26:18,590
+أسميه G of N G
+
+297
+00:26:18,590 --> 00:26:23,170
+of N هو ايش cost to child
+
+298
+00:26:29,980 --> 00:26:39,260
+G of N equals to child تمام
+
+299
+00:26:39,260 --> 00:26:46,660
+فهذا نقول عنه هكذا G of N صح؟ وهذا ايش نسميه هذا
+
+300
+00:26:46,660 --> 00:26:50,340
+بنسميه الان H of N to
+
+301
+00:26:59,390 --> 00:27:12,390
+estimated cost to goal مع بعض الأثنين هم
+
+302
+00:27:12,390 --> 00:27:18,350
+ال total evaluation هم القيمة اللى على أساسها بدى
+
+303
+00:27:18,350 --> 00:27:25,610
+أختار ال best جيو بن في الأول لإن هي اللى بتيجي
+
+304
+00:27:25,610 --> 00:27:29,150
+جابت جيو بن plus H of N
+
+305
+00:27:32,370 --> 00:27:39,910
+G of N cost so far to reach N H of N estimated
+
+306
+00:27:39,910 --> 00:27:49,290
+cost to go from N F of N هي estimated total cost
+
+307
+00:27:49,290 --> 00:27:57,530
+of الpath كله خلينا نطلع عمديا هذا الكلام كيف ال
+
+308
+00:27:57,530 --> 00:28:01,260
+algorithm الان بدها عيشتشتغل لو احنا ايش اللي
+
+309
+00:28:01,260 --> 00:28:05,560
+غيرناه هو greedy او او كان greedy بس غيرناه و ايش
+
+310
+00:28:05,560 --> 00:28:11,280
+ادخلناه انه ال evaluation اللي بنحط هنا لل notes
+
+311
+00:28:11,280 --> 00:28:19,380
+مش فقط كان مش فقط ال ال ال h of n اللي دخل معاه ال
+
+312
+00:28:19,380 --> 00:28:24,420
+Geography اصبح الان من قرار انا بدي اطلع على ال
+
+313
+00:28:24,420 --> 00:28:32,180
+children التلاتة و احسب ايشهذا جي وهذا H جي اللي
+
+314
+00:28:32,180 --> 00:28:37,480
+هي جداش اللي هتكلفنا عشان أصل ال CPU صح اللي هي
+
+315
+00:28:37,480 --> 00:28:41,780
+المسافة من قرار ال CPU وصفة وهذا الـ 253 اللي هو
+
+316
+00:28:41,780 --> 00:28:44,780
+ال direct .. لسه احنا بعتمدين على نفس الاشي ال
+
+317
+00:28:44,780 --> 00:28:50,420
+direct .. صح ال direct straight line distance فمع
+
+318
+00:28:50,420 --> 00:28:57,680
+بعض طلع 393 هنا طلع 447 هنا طلع 449 فطبعا ال 393
+
+319
+00:28:57,680 --> 00:28:58,580
+هتفجأ أقل
+
+320
+00:29:02,210 --> 00:29:06,750
+الان احنا عمليا مااختلفش الجريدي عن ال a*) حتى
+
+321
+00:29:06,750 --> 00:29:09,910
+الان لأن في الجريدي برضه انتقلنا من الأراضي إلى
+
+322
+00:29:09,910 --> 00:29:13,910
+سيبيو بس هنا اللي هيختلف لأن من سيبيو في الجريدي
+
+323
+00:29:13,910 --> 00:29:19,150
+روحنا انتقلنا على طولة فجارس لأن فجارس كانت 176
+
+324
+00:29:19,150 --> 00:29:24,690
+بالمقارنة مع الأخريات هي الأقل لكن لما أدخلنا في
+
+325
+00:29:24,690 --> 00:29:27,270
+الأمر ال G طلعت
+
+326
+00:29:29,750 --> 00:29:37,170
+قلت ريمينيشيو بي الأقل لأنه لما تجمع ال 220 لما
+
+327
+00:29:37,170 --> 00:29:42,490
+تجمع ال G تمام هذه ال G تبعتها كبيرة هذه ال G
+
+328
+00:29:42,490 --> 00:29:48,110
+تبعتها صغيرة ففي المجموع قلت هذه 414 بينما هذه
+
+329
+00:29:48,110 --> 00:29:54,890
+فلقت بس اتنين هذه 415 فإيش قرر او ايش ال algorithm
+
+330
+00:29:54,890 --> 00:30:02,350
+حتي ياخد حتي ياخد اللي هو ريمينيشيولغة منيشيو هذه
+
+331
+00:30:02,350 --> 00:30:26,770
+لغة
+
+332
+00:30:26,770 --> 00:30:32,340
+منيشيو هذههتبقى هنا المدينة 417 ال total تبعها 417
+
+333
+00:30:32,340 --> 00:30:40,360
+و بعدين كامل بتاستي ل بوخرست طب اش استفدنا ايه اش
+
+334
+00:30:40,360 --> 00:30:47,180
+استفدنا هذه كانت وصلتني ل بوخرست بحاجة لقفزات اقل
+
+335
+00:30:47,180 --> 00:30:52,240
+صح ولا لأ من اراضي ل CPU لفجرس و بعدين ودتنا ل
+
+336
+00:30:52,240 --> 00:30:59,700
+بوخرست على طول بالظبط ال course تبعك دي جديشلو انا
+
+337
+00:30:59,700 --> 00:31:02,720
+.. صح عدد القرار .. هذا كنت انا قلته قبل هيك في
+
+338
+00:31:02,720 --> 00:31:06,500
+المحاضر السابق صح عدد ال hops أقل هذه ال hops فا
+
+339
+00:31:06,500 --> 00:31:11,160
+كم واحدة؟ هي قفزة هي قفزتين هي تلاتة ثم اربع هذه
+
+340
+00:31:11,160 --> 00:31:15,800
+بس تلات قفزات واحد اتنين تلاتة صح؟ صح لكن ال total
+
+341
+00:31:15,800 --> 00:31:19,800
+cost ال total cost هنا احنا مش عارفين هو جزده ال
+
+342
+00:31:19,800 --> 00:31:23,980
+total cost بال distance يعني كيلومتر على الطريق
+
+343
+00:31:23,980 --> 00:31:28,600
+ولا ال time مش مشكلةالمهم ان ال cost وفرجة تبقى
+
+344
+00:31:28,600 --> 00:31:36,820
+ايش مقدار 32 صح 32 هنا 54 هنا 418 طبعا بتفرق حتى
+
+345
+00:31:36,820 --> 00:31:40,520
+لو واحد بتفرق احنا في الآخر بدنا to minimize ال
+
+346
+00:31:40,520 --> 00:31:44,520
+cost بغض النظر لرحلتنا على بخرس و لرحلتنا على اي
+
+347
+00:31:44,520 --> 00:31:49,340
+مدينة اخرى فالقصد انه صح عدد قفزات اكتر ولكن
+
+348
+00:31:49,340 --> 00:31:56,680
+عطاتني ايش optimalعطتني أفضل حلول و لو جيت تطلعها
+
+349
+00:31:56,680 --> 00:32:00,940
+ستجد أنها أفضل يعني أن أي طريق أخر لن يكون أفضل
+
+350
+00:32:00,940 --> 00:32:11,000
+منه فبس بمجرد أننا أدخلنا الـ G of N الـ cost to
+
+351
+00:32:11,000 --> 00:32:18,700
+the child الأحسن من كل هذا الكلام أن أنا أبحث عن H
+
+352
+00:32:18,700 --> 00:32:22,550
+of Nبس أفضل من ال straight line distance يعني ربما
+
+353
+00:32:22,550 --> 00:32:28,670
+يكون في هناك تقديرات أخرى أفضل من مجرد النظر على
+
+354
+00:32:28,670 --> 00:32:33,530
+الخريطة و قياس المسافة المباشرة هذا الأمر بيتمد من
+
+355
+00:32:33,530 --> 00:32:37,190
+problem ل problem يعني من مسألة ل مسألة انت ممكن
+
+356
+00:32:37,190 --> 00:32:42,750
+تلاقي اعتبارات اللي تنظر اليها اللي تعطيلك
+
+357
+00:32:42,750 --> 00:32:49,150
+performance أفضل يعني مثلاخلّينا نقفز قفزة بسيطة
+
+358
+00:32:49,150 --> 00:33:03,870
+هنا تذكروا
+
+359
+00:33:03,870 --> 00:33:12,010
+نحن نحكي عن لغة التمانية puzzle فلو أنا عندي state
+
+360
+00:33:12,840 --> 00:33:18,500
+أقيمها على إيش طبعا هنا مافي سفر من لوحة ل لوحة
+
+361
+00:33:18,500 --> 00:33:22,960
+صح؟ مافي distance و travel كده هي نفسها على أي
+
+362
+00:33:22,960 --> 00:33:29,240
+اعتبار أقدر قربها من الهدف قولنا احنا عدد النقاط
+
+363
+00:33:29,240 --> 00:33:32,880
+ال tile ال tile اللي هو القطعة الواحد اللي نسميه
+
+364
+00:33:32,880 --> 00:33:42,360
+ال tile out of place هو كتب هنا misplacedmisplaced
+
+365
+00:33:42,360 --> 00:33:46,200
+number of misplaced files عدد القطع اللي مش قاعدة
+
+366
+00:33:46,200 --> 00:33:51,700
+في مكانها يعني مثلا ال 2 في مكانها الصح ال 4 مش في
+
+367
+00:33:51,700 --> 00:33:57,940
+مكانها ال 5 مش في مكانها ال 6 في مكانها بس ال 2 و
+
+368
+00:33:57,940 --> 00:34:04,900
+ال 6 صح ممكن
+
+369
+00:34:04,900 --> 00:34:10,550
+احنا ناخد هذا على ان هو عبارة عن تقييمممكن ناخد
+
+370
+00:34:10,550 --> 00:34:15,130
+حاجة تانى انه طيب قداش هي بعيدة عن مكانها كل ما
+
+371
+00:34:15,130 --> 00:34:20,310
+بعد القطع عن مكانها كل ما كان أسوأ صح؟ لأنه
+
+372
+00:34:20,310 --> 00:34:25,190
+بيكلفني عدد moves أكتر عشان أحطها في مكانها فهنا
+
+373
+00:34:25,190 --> 00:34:32,010
+السبعة و المكان الأصلي أيه اتوا؟ أو خلينا نبدأ
+
+374
+00:34:32,010 --> 00:34:37,570
+بالواحد الواحد و المكان الأصلي هنا الواحد و المكان
+
+375
+00:34:37,570 --> 00:34:44,100
+الأصلي هناعدد النقلات
+
+376
+00:34:44,100 --> 00:34:54,240
+اللي انا محتاجها عشان ارجع لمكانه مش عارف انا مش
+
+377
+00:34:54,240 --> 00:34:59,980
+عارف
+
+378
+00:34:59,980 --> 00:35:02,240
+انا مش عارف انا مش عارف انا مش عارف انا مش عارف
+
+379
+00:35:02,240 --> 00:35:07,220
+انا مش عارف انا مش عارف انا مش عارف انا مش عارف
+
+380
+00:35:07,370 --> 00:35:12,470
+الفاصلة ما بينه و ما بين مكانه هو تقييم يعني هذا
+
+381
+00:35:12,470 --> 00:35:16,490
+بعيد عن مكانه هذا بعيد عن مكانه أربعة يبقى خلاص
+
+382
+00:35:16,490 --> 00:35:20,130
+الواحد التانين
+
+383
+00:35:20,130 --> 00:35:26,670
+ما كانت بعيدة عن مكانه صفر التلاتة هي مكانها صح
+
+384
+00:35:26,670 --> 00:35:33,910
+برضه أربعة التلاتة التلاتة هي
+
+385
+00:35:33,910 --> 00:35:37,810
+التلاتة ما كانت بعيدة عن مكانهامش هاي مكانة صحية
+
+386
+00:35:37,810 --> 00:35:43,370
+الاربعة
+
+387
+00:35:43,370 --> 00:35:50,170
+مش هاي مكانة مظبوط برضه تلاتة الخمسة
+
+388
+00:35:50,170 --> 00:35:58,010
+واحد عموما هي اتنمون اربعة صفر تلاتة واحد صفر
+
+389
+00:35:58,010 --> 00:36:04,550
+اتنين واحد مشكلة كل القطع حسب اربع اتاش هنا لما
+
+390
+00:36:04,550 --> 00:36:08,420
+الأجة بس حسباللي هو number of tiles in misplaced
+
+391
+00:36:08,420 --> 00:36:12,660
+tiles يعني اللي مش في مكانها، كانتش كانوا مين و
+
+392
+00:36:12,660 --> 00:36:16,520
+اتنين اللي كانوا كل سبعة مش في مكانها يعني كلهم
+
+393
+00:36:16,520 --> 00:36:23,860
+عدد نوع ست صح؟ بست قطع هذا الآن عبارة عن طريقة
+
+394
+00:36:23,860 --> 00:36:29,340
+للتقييم وهذا طريقة أخرى هذا طريقة وهذا طريقة أخرى
+
+395
+00:36:29,340 --> 00:36:33,800
+فإحنا ممكن يكون في هندي أكتر من طريقة أو معيار
+
+396
+00:36:33,800 --> 00:36:41,350
+لتقييمالـ nodes هنا التقييم كان على أساس المسافة
+
+397
+00:36:41,350 --> 00:36:45,250
+هنا التقييم كان على أساس العدد، عدد اللي مش في
+
+398
+00:36:45,250 --> 00:36:48,370
+مكانهم هنا على أساس اللي مش في مكانهم، جداش
+
+399
+00:36:48,370 --> 00:36:53,590
+مبعيدين عن مكانهم، صح؟ فواحد منهم هتكون بتقربني
+
+400
+00:36:53,590 --> 00:37:00,090
+أكتر واحد منهم، واحد من هذه المعايير هيكون بيقربني
+
+401
+00:37:00,090 --> 00:37:06,660
+إلىأو بيسرع ال algorithm أكتر من الآخر نطلع على ال
+
+402
+00:37:06,660 --> 00:37:09,800
+property السبعة ال a star algorithm احنا فهمنا ايش
+
+403
+00:37:09,800 --> 00:37:13,980
+ان ال a star algorithm لان هي عبارة عن best first
+
+404
+00:37:13,980 --> 00:37:21,440
+search algorithm بتستخدم heuristic الهوريستيك اللي
+
+405
+00:37:21,440 --> 00:37:25,820
+هو evaluation function evaluation function لدى ال
+
+406
+00:37:25,820 --> 00:37:29,420
+children وبتضيفها
+
+407
+00:37:29,420 --> 00:37:39,840
+علىالعيش على ال cost اللي تم ال cost طبعات ال
+
+408
+00:37:39,840 --> 00:37:43,940
+child يعني ال cost طبعات ال child زائد ال cost
+
+409
+00:37:43,940 --> 00:37:47,740
+طبعات ال estimated cost طبعات واحده عن ال goal فمن
+
+410
+00:37:47,740 --> 00:37:51,340
+ناحية ال completeness هي complete بمعنى عيش أنه
+
+411
+00:37:51,340 --> 00:37:55,320
+إذا في goal موجود هتلاقيه من ناحية ال time
+
+412
+00:37:55,320 --> 00:37:58,020
+complexity exponential لأنه احنا
+
+413
+00:38:01,450 --> 00:38:07,110
+بنان على الهيروستيك فانتش
+
+414
+00:38:07,110 --> 00:38:10,350
+يعني وهي
+
+415
+00:38:10,350 --> 00:38:16,290
+بتقدر صح أو غلط باعتماد الوقت
+
+416
+00:38:21,330 --> 00:38:27,310
+بعيد عن الحقيقة فبتجلل الزمن و ال space كذا كالحال
+
+417
+00:38:27,310 --> 00:38:33,690
+لأنها بتخزن كل node فعبارة عنها بيكون B to the M
+
+418
+00:38:33,690 --> 00:38:39,970
+لأن هل هي optimal ولا لأ بمعنى هل بتلاقي ال goal
+
+419
+00:38:39,970 --> 00:38:47,030
+بالمصاري أفضل نعم لأنه لا يمكن بناء على المعادلة
+
+420
+00:38:47,030 --> 00:38:51,640
+هذهلا يمكن طبعا تاخد F of N اقل اكبر من واحدة
+
+421
+00:38:51,640 --> 00:38:56,840
+تانية موجودة احسن منها ال F of N الان جاية من
+
+422
+00:38:56,840 --> 00:39:00,780
+بعدين من بعد المسافة اللي احنا خشينا و جينا منها و
+
+423
+00:39:00,780 --> 00:39:06,940
+مسافة و هذا هو ال total cost تبع المسار فاحنا ننظر
+
+424
+00:39:06,940 --> 00:39:10,340
+على المسار كله و نختار الأفضل نحكي فيهم في
+
+425
+00:39:10,340 --> 00:39:16,060
+هالمصطلحين بس اللي هو ان من خصائص ال .. و بعد احنا
+
+426
+00:39:16,060 --> 00:39:20,680
+الانالـ H of N هي تقديرنا لجداش بقعد الـ child عن
+
+427
+00:39:20,680 --> 00:39:24,620
+ال goal والاسم H جاي من كلمة heuristic الـ
+
+428
+00:39:24,620 --> 00:39:33,800
+heuristic الأقصوف بيها اللي هي rule قائدة
+
+429
+00:39:33,800 --> 00:39:37,840
+على أساسها أنا بقى قارف وال rule هذه مش يعني إشي
+
+430
+00:39:37,840 --> 00:39:44,100
+محكم خلاص إنما هي بتعطيني estimation بتعطيني
+
+431
+00:39:44,100 --> 00:39:44,720
+estimation
+
+432
+00:39:47,680 --> 00:39:54,140
+للتقييم مش اشي محكم انه حتما هيكون ال value هكذا
+
+433
+00:39:54,140 --> 00:39:58,920
+فقلنا هنا ممكن يكون فيها اكتر من heuristic اللى
+
+434
+00:39:58,920 --> 00:40:03,580
+تستخدم زى ما تشوفنا في لعبة 8 puzzle انه عدد ال
+
+435
+00:40:03,580 --> 00:40:08,540
+tiles out of place او اجمال ال distance out of
+
+436
+00:40:08,540 --> 00:40:15,070
+place مظبوط فاحنا الآن اللىالـ heuristic هذه لها
+
+437
+00:40:15,070 --> 00:40:21,310
+دور كبير في أداء الـ A star algorithm لنختار
+
+438
+00:40:21,310 --> 00:40:27,190
+للمشكلة المناسبة لـ heuristic المناسبة وبالتالي
+
+439
+00:40:27,190 --> 00:40:33,570
+يجب أن نتأكد أن الـ heuristic هذه جيدة فجودة الـ
+
+440
+00:40:33,570 --> 00:40:37,650
+heuristic تعتمد على عدة عناصر أو عدة attributes
+
+441
+00:41:11,340 --> 00:41:22,000
+خلاص بس طبعا طبعا طبعا طبعا
+
+442
+00:41:22,000 --> 00:41:24,840
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+443
+00:41:24,840 --> 00:41:24,960
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+444
+00:41:24,960 --> 00:41:25,860
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+445
+00:41:25,860 --> 00:41:29,140
+طبعا طبعا طبعا طبعا
+
+446
+00:41:38,660 --> 00:41:41,560
+أنا عندي two evaluations في عندي ال evaluation تبع
+
+447
+00:41:41,560 --> 00:41:47,320
+ال node نفسها هذا H of N صح؟ وفي evaluation تبع ال
+
+448
+00:41:47,320 --> 00:41:53,180
+child هذا H of N' مظبوط؟ مظبوط مظبوط صح؟ الان أنا
+
+449
+00:41:53,180 --> 00:41:58,140
+من المنطقي انه طبعا في هذه ال course المباشرة من N
+
+450
+00:41:58,140 --> 00:42:04,620
+ل child تبعتها هذا C من N ل N' عبر ال action A
+
+451
+00:42:04,620 --> 00:42:11,520
+انسى ال action Aهنا لدي هذا ال cost و لدي بعد ذلك
+
+452
+00:42:11,520 --> 00:42:14,780
+التقدير إذا كان ال heuristic اللي بدنا نستخدمها
+
+453
+00:42:14,780 --> 00:42:19,940
+بتعطيني قيمة
+
+454
+00:42:19,940 --> 00:42:24,480
+لهذه مثلا تلاتة قيمة لهذه يكون اتنين طبعا لإن ال
+
+455
+00:42:24,480 --> 00:42:28,220
+heuristic بتعطينيش اتنين ال cost هذا جزء من بيانات
+
+456
+00:42:28,220 --> 00:42:36,280
+المثالة وهنا بتعطيني اربعة ايش
+
+457
+00:42:36,280 --> 00:42:40,490
+معناه ذلك؟يعني إيش؟ يعني الهيروستيك من N تقدير
+
+458
+00:42:40,490 --> 00:42:46,710
+الهيروستيك للانتقال من N ل G بكلفني أربعة وتقدير
+
+459
+00:42:46,710 --> 00:42:53,190
+نفس الهيروستيك للانتقال من N' ل G بساوية تلاتة في
+
+460
+00:42:53,190 --> 00:42:58,970
+وقت اللي ال link من N ل N' هنا مجموح هذا الكلام
+
+461
+00:42:58,970 --> 00:43:05,630
+أكبر من هذا هذا إشي منطقي؟ ليش؟
+
+462
+00:43:06,280 --> 00:43:14,500
+هل هذا منطقي؟ إذا كنت تقول direct من N إلى G ستة
+
+463
+00:43:14,500 --> 00:43:21,020
+بينما لو انتقلت من هنا أقل هذا ليس منطقي المنطقي
+
+464
+00:43:21,020 --> 00:43:25,900
+أن يقول مثل قاعدة المثلث أن مجموعة أي ضلعين تكون
+
+465
+00:43:25,900 --> 00:43:30,000
+أطول من الضلعتين فهذا ليس منطقي المنطقي أن يكون
+
+466
+00:43:30,000 --> 00:43:37,030
+هذا المجموعة و إلافإلا إذا كان هيك معناه ذلك هو
+
+467
+00:43:37,030 --> 00:43:42,130
+اخترت طريقة ايش اللي بيعرفها ان ال 6 هذه سيئة إذا
+
+468
+00:43:42,130 --> 00:43:45,790
+انت بتقولي من هنا لهنا ستة فإيش اللي بيعرفني ان
+
+469
+00:43:45,790 --> 00:43:52,490
+انا ممكن ألاقي ايش طريق أخد اتنين و بعدين و بعدين
+
+470
+00:43:52,490 --> 00:43:58,550
+أخد N prime و بوصلني أقصر من ستة صح أو لأ فلازم
+
+471
+00:43:58,550 --> 00:44:05,590
+يكون دايما ال cost المباشرةمن الـ estimated من N ل
+
+472
+00:44:05,590 --> 00:44:12,130
+G من ال node لل goal أقل من مجموعة اللي هو ال cost
+
+473
+00:44:12,130 --> 00:44:18,150
+من N ل child و بعدين من ال child ل goalمفروض ان
+
+474
+00:44:18,150 --> 00:44:21,750
+تكون تتوقع المسافة بين ال نوت بصرا كل هي تتوقعها
+
+475
+00:44:21,750 --> 00:44:25,690
+بس التوقع لازم يبقى نفس المعيار مش مرة استخدم
+
+476
+00:44:25,690 --> 00:44:29,190
+معيار و مرة استخدم معيار اخر انا سؤال كذا بصرا
+
+477
+00:44:29,190 --> 00:44:32,110
+التوقع اللي بتجيبه يكون في description تحت ال
+
+478
+00:44:32,110 --> 00:44:35,450
+state يعني description لل نوت اه بدأنا على
+
+479
+00:44:35,450 --> 00:44:38,270
+description تبع النوت اه ده المفترض ان يكون التوقع
+
+480
+00:44:38,270 --> 00:44:43,410
+يوصل 100% والله هذا بتبقى perfect heuristic إذا
+
+481
+00:44:43,410 --> 00:44:47,660
+دايما بتعطيلك exactو قلت هى على فكرة مش هتحتاج انت
+
+482
+00:44:47,660 --> 00:44:52,360
+اذا عندك انت شي يقدر بالظبط كده هتكلفك الانتقال من
+
+483
+00:44:52,360 --> 00:44:57,100
+ال node الى ال goal اه خلاص انتهى الموضوع بس احنا
+
+484
+00:44:57,100 --> 00:45:02,000
+لان معطيات ال node ما بتقولى يعني انا الان روحت
+
+485
+00:45:02,000 --> 00:45:06,230
+على إدارة بلح البحرهي انا قبل ما اروح كنت اعلم لو
+
+486
+00:45:06,230 --> 00:45:10,650
+انا كنت اعلم انا كنت مجدر انه وصولي من الدير البلح
+
+487
+00:45:10,650 --> 00:45:14,530
+الى شاط دير البلح الى شاط خانيونس هيكون اجرابلي من
+
+488
+00:45:14,530 --> 00:45:18,330
+ان انزل على خانيونس و بعدين الخانيونس ازل على
+
+489
+00:45:18,330 --> 00:45:23,190
+البحر هذا تقديري لكن اذا كنت انا بتجيبها صح يمكن
+
+490
+00:45:23,190 --> 00:45:26,650
+ان انا مش محتاج كل هالغالبات طيب النقطة التانية
+
+491
+00:45:26,650 --> 00:45:29,130
+الخاصية التانية غير ال consistency اللي هي
+
+492
+00:45:29,130 --> 00:45:35,980
+admissibility اللي هي ان يكون دايما تقديراتهادائما
+
+493
+00:45:35,980 --> 00:45:41,620
+تقديرات ال algorithm أقل من أو تساوي .. أقل من أو
+
+494
+00:45:41,620 --> 00:45:47,300
+تساوي اللي على أرض الواقع تمام؟ بمعنى أنه يعني ..
+
+495
+00:45:47,300 --> 00:45:50,420
+يعني مثلا ال straight line distance .. ال straight
+
+496
+00:45:50,420 --> 00:45:55,200
+line distance هل ممكن يبقى على أرض الواقع مسار
+
+497
+00:45:55,200 --> 00:46:00,060
+طريق موجود على الأرض أكثر من ال straight line
+
+498
+00:46:00,060 --> 00:46:08,190
+distance؟مستحيل حتى لو كان نفج مش هيوجه أقصر لأنه
+
+499
+00:46:08,190 --> 00:46:12,410
+لازم تنزله وبعدها تطلع تاني فال admissible
+
+500
+00:46:12,410 --> 00:46:21,310
+heuristic هي تقديراتها أقل من أو تساوي الواقع هذا
+
+501
+00:46:21,310 --> 00:46:26,290
+بنسميها admissible بإنكمل المحاضرة الجاية ان شاء
+
+502
+00:46:26,290 --> 00:46:31,410
+اللهبنعمل مراجع على كلام اللي حكيناه وبنكمل في ال
+
+503
+00:46:31,410 --> 00:46:35,330
+search مرة تانية وفي موضوع ال heuristics بشكل مفصل
+
+504
+00:46:35,330 --> 00:46:35,730
+اكتر
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe00bc0c0bed32c82c001852faab36dcb0b98756
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.json
@@ -0,0 +1 @@
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"text": "من منهم إذا كان عندي note و ال note هذه بتفرع منها عدة children من منهم يترى مش مدور رهادي و لا هدرهادي من منهم يترى التقييم تبعها أعلى أبدأ فيها هي في الأول في هذا الحال إذا كانت إذا اتبعنا هذا الأسلوب هذا بيختصر علينا بحث ماكانش له لازمة من اختصر الطريق إلى ال goal بشكل أسرع", "tokens": [27842, 9154, 16095, 11933, 15730, 25961, 18871, 16254, 3637, 4032, 2423, 3637, 29538, 39894, 5172, 2288, 3615, 9154, 11296, 6225, 41891, 2227, 9154, 9154, 16095, 7251, 2655, 2288, 7578, 37893, 3714, 3215, 13063, 12602, 11296, 16254, 4032, 20193, 8032, 3215, 2288, 11296, 16254, 9154, 9154, 16095, 7251, 2655, 2288, 7578, 16712, 38436, 32640, 6055, 3555, 3615, 11296, 5551, 3615, 23942, 5551, 44510, 10721, 8978, 11296, 39896, 8978, 16247, 12610, 8978, 23758, 21542, 6027, 11933, 15730, 25961, 2655, 11933, 15730, 1975, 2655, 3555, 3615, 8315, 23758, 16247, 3794, 1211, 37746, 23758, 4724, 1829, 46456, 9381, 2288, 25894, 8315, 4724, 5016, 12984, 19446, 41361, 8592, 46740, 5296, 31377, 46007, 9154, 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evaluation اللى هو التقييم ال evaluation بعد ما نوصل لأ ال evaluation اللى جاب المنصة طلع كيف احنا الآن على ال node هذه لما اكتشفنا انه يلها two children", "tokens": [2407, 6027, 13344, 13672, 7578, 31439, 16712, 38436, 32640, 2423, 13344, 39182, 19446, 8717, 2407, 36520, 5296, 10721, 2423, 13344, 13672, 7578, 10874, 16758, 9673, 1863, 9381, 3660, 23032, 1211, 3615, 9122, 33911, 1975, 5016, 8315, 6024, 48506, 15844, 2423, 9984, 29538, 5296, 15042, 1975, 4117, 2655, 8592, 5172, 8315, 16472, 3224, 7251, 1211, 11296, 732, 2227], "avg_logprob": -0.264008609385326, "compression_ratio": 1.5584415584415585, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 1067.58, "end": 1068.02, "word": "وال", "probability": 0.5697021484375}, {"start": 1068.02, "end": 1068.76, "word": " evaluation", "probability": 0.90869140625}, {"start": 1068.76, "end": 1069.22, "word": " اللى", "probability": 0.701416015625}, {"start": 1069.22, "end": 1069.38, "word": " هو", "probability": 0.8876953125}, 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{"start": 1905.6, "end": 1906.18, "word": " فالقصد", "probability": 0.624169921875}, {"start": 1906.18, "end": 1906.88, "word": " انه", "probability": 0.906005859375}, {"start": 1906.88, "end": 1907.26, "word": " صح", "probability": 0.99072265625}, {"start": 1907.26, "end": 1907.6, "word": " عدد", "probability": 0.9025065104166666}, {"start": 1907.6, "end": 1908.0, "word": " قفزات", "probability": 0.858154296875}, {"start": 1908.0, "end": 1908.34, "word": " اكتر", "probability": 0.9466552734375}, {"start": 1908.34, "end": 1909.34, "word": " ولكن", "probability": 0.831787109375}, {"start": 1909.34, "end": 1909.86, "word": " عطاتني", "probability": 0.652587890625}, {"start": 1909.86, "end": 1910.14, "word": " ايش", "probability": 0.9029947916666666}, {"start": 1910.14, "end": 1911.44, "word": " optimal", "probability": 0.880859375}], "temperature": 1.0}, {"id": 69, "seek": 193916, "start": 1912.58, "end": 1939.16, "text": "عطتني أفضل حلول و لو جيت تطلعها ستجد أنها أفضل يعني أن أي طريق أخر لن يكون أفضل منه فبس بمجرد أننا أدخلنا الـ G of N الـ cost to the child الأحسن من كل هذا الكلام أن أنا أبحث عن H of N", "tokens": [3615, 9566, 2655, 22653, 5551, 5172, 11242, 1211, 11331, 1211, 12610, 4032, 45164, 10874, 36081, 6055, 9566, 1211, 3615, 11296, 8608, 2655, 7435, 3215, 14739, 11296, 5551, 5172, 11242, 1211, 37495, 22653, 14739, 36632, 23032, 16572, 4587, 5551, 34740, 5296, 1863, 7251, 30544, 5551, 5172, 11242, 1211, 9154, 3224, 6156, 3555, 3794, 4724, 2304, 7435, 2288, 3215, 14739, 8315, 5551, 3215, 9778, 1211, 8315, 2423, 39184, 460, 295, 426, 2423, 39184, 2063, 281, 264, 1440, 16247, 5016, 3794, 1863, 9154, 28242, 23758, 2423, 28820, 10943, 14739, 41850, 5551, 49628, 12984, 18871, 389, 295, 426], "avg_logprob": -0.45723685026168825, "compression_ratio": 1.6290322580645162, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1912.58, "end": 1913.54, "word": "عطتني", "probability": 0.55731201171875}, {"start": 1913.54, "end": 1914.12, "word": " أفضل", 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التانين ما كانت بعيدة عن مكانه صفر التلاتة هي مكانها صح برضه أربعة التلاتة التلاتة هي التلاتة ما كانت بعيدة عن مكانها", "tokens": [6027, 5172, 33546, 37977, 19446, 49374, 3224, 4032, 19446, 49374, 3714, 41361, 3224, 31439, 6055, 38436, 32640, 37495, 22653, 23758, 45030, 25708, 18871, 3714, 41361, 3224, 23758, 45030, 25708, 18871, 3714, 41361, 3224, 5551, 25513, 27884, 7251, 3555, 4587, 7578, 16490, 1211, 33546, 2423, 14407, 24401, 16712, 7649, 9957, 19446, 25961, 2655, 45030, 25708, 3660, 18871, 3714, 41361, 3224, 20328, 5172, 2288, 16712, 1211, 9307, 3660, 39896, 3714, 41361, 11296, 20328, 5016, 4724, 43042, 3224, 5551, 25513, 27884, 16712, 1211, 9307, 3660, 16712, 1211, 9307, 3660, 39896, 16712, 1211, 9307, 3660, 19446, 25961, 2655, 45030, 25708, 3660, 18871, 3714, 41361, 11296], "avg_logprob": -0.2568933768015282, "compression_ratio": 2.5414012738853504, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 2107.37, "end": 2108.33, "word": "الفاصلة", "probability": 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value هكذا فقلنا هنا ممكن يكون فيها اكتر من heuristic اللى تستخدم زى ما تشوفنا في لعبة 8 puzzle انه عدد ال tiles out of place او اجمال ال distance out of place مظبوط فاحنا الآن اللى", "tokens": [1211, 1211, 2655, 38436, 32640, 37893, 1975, 8592, 1829, 3714, 5016, 24793, 16472, 3224, 11331, 2655, 15042, 39896, 30544, 2423, 2158, 8032, 4117, 15730, 6156, 4587, 1211, 8315, 34105, 3714, 43020, 7251, 30544, 8978, 11296, 1975, 4117, 2655, 2288, 9154, 415, 374, 3142, 13672, 7578, 6055, 14851, 9778, 40448, 30767, 7578, 19446, 6055, 8592, 38688, 8315, 8978, 5296, 3615, 49401, 1649, 12805, 16472, 3224, 6225, 3215, 3215, 2423, 21982, 484, 295, 1081, 1975, 2407, 1975, 7435, 2304, 6027, 2423, 4560, 484, 295, 1081, 3714, 19913, 3555, 2407, 9566, 6156, 39319, 8315, 6024, 48506, 13672, 7578], "avg_logprob": -0.2827148387829463, "compression_ratio": 1.5384615384615385, "no_speech_prob": 1.0132789611816406e-06, "words": [{"start": 2387.68, "end": 2388.52, "word": "للتقييم", "probability": 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{"start": 2523.28, "end": 2523.78, "word": " عبر", "probability": 0.992431640625}, {"start": 2523.78, "end": 2523.92, "word": " ال", "probability": 0.9296875}, {"start": 2523.92, "end": 2524.32, "word": " action", "probability": 0.962890625}, {"start": 2524.32, "end": 2524.62, "word": " A", "probability": 0.8671875}, {"start": 2524.62, "end": 2524.96, "word": " انسى", "probability": 0.8505859375}, {"start": 2524.96, "end": 2525.06, "word": " ال", "probability": 0.90380859375}, {"start": 2525.06, "end": 2525.34, "word": " action", "probability": 0.953125}, {"start": 2525.34, "end": 2525.54, "word": " A", "probability": 0.41650390625}], "temperature": 1.0}, {"id": 90, "seek": 255704, "start": 2528.28, "end": 2557.04, "text": "هنا لدي هذا ال cost و لدي بعد ذلك التقدير إذا كان ال heuristic اللي بدنا نستخدمها بتعطيني قيمة لهذه مثلا تلاتة قيمة لهذه يكون اتنين طبعا لإن ال heuristic بتعطينيش اتنين ال cost هذا جزء من بيانات المثالة وهنا بتعطيني اربعة ايش معناه ذلك؟", "tokens": [3224, 8315, 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0.4402669270833333}, {"start": 2768.19, "end": 2768.43, "word": " لازم", "probability": 0.94287109375}, {"start": 2768.43, "end": 2769.07, "word": " تنزله", "probability": 0.9619140625}, {"start": 2769.07, "end": 2769.73, "word": " وبعدها", "probability": 0.6907552083333334}, {"start": 2769.73, "end": 2770.03, "word": " تطلع", "probability": 0.8828125}, {"start": 2770.03, "end": 2770.47, "word": " تاني", "probability": 0.7760416666666666}, {"start": 2770.47, "end": 2771.81, "word": " فال", "probability": 0.560546875}, {"start": 2771.81, "end": 2772.41, "word": " admissible", "probability": 0.684326171875}, {"start": 2772.41, "end": 2773.31, "word": " heuristic", "probability": 0.8453776041666666}, {"start": 2773.31, "end": 2773.47, "word": " هي", "probability": 0.75634765625}, {"start": 2773.47, "end": 2775.47, "word": " تقديراتها", "probability": 0.798828125}, {"start": 2775.47, "end": 2777.03, "word": " أقل", "probability": 0.9210611979166666}, {"start": 2777.03, "end": 2777.43, "word": " من", "probability": 0.97314453125}, {"start": 2777.43, "end": 2778.85, "word": " أو", "probability": 0.89453125}, {"start": 2778.85, "end": 2779.49, "word": " تساوي", "probability": 0.975341796875}, {"start": 2779.49, "end": 2780.63, "word": " الواقع", "probability": 0.9803466796875}, {"start": 2780.63, "end": 2781.31, "word": " هذا", "probability": 0.53466796875}, {"start": 2781.31, "end": 2781.71, "word": " بنسميها", "probability": 0.778076171875}, {"start": 2781.71, "end": 2782.41, "word": " admissible", "probability": 0.97412109375}, {"start": 2782.41, "end": 2785.19, "word": " بإنكمل", "probability": 0.722607421875}, {"start": 2785.19, "end": 2785.69, "word": " المحاضرة", "probability": 0.9735107421875}, {"start": 2785.69, "end": 2786.03, "word": " الجاية", "probability": 0.5852864583333334}, {"start": 2786.03, "end": 2786.17, "word": " ان", "probability": 0.43408203125}, {"start": 2786.17, "end": 2786.29, "word": " شاء", "probability": 0.982666015625}, {"start": 2786.29, "end": 2786.45, "word": " الله", "probability": 0.95751953125}], "temperature": 1.0}, {"id": 100, "seek": 279573, "start": 2787.53, "end": 2795.73, "text": "بنعمل مراجع على كلام اللي حكيناه وبنكمل في ال search مرة تانية وفي موضوع ال heuristics بشكل مفصل اكتر", "tokens": [3555, 1863, 25957, 1211, 3714, 2288, 26108, 3615, 15844, 28242, 10943, 13672, 1829, 11331, 4117, 1829, 8315, 3224, 46599, 1863, 24793, 1211, 8978, 2423, 3164, 3714, 25720, 6055, 7649, 10632, 4032, 41185, 3714, 2407, 11242, 45367, 2423, 415, 374, 6006, 4724, 8592, 28820, 3714, 5172, 36520, 1975, 4117, 2655, 2288], "avg_logprob": -0.20373774801983552, "compression_ratio": 1.3125, "no_speech_prob": 8.344650268554688e-07, "words": [{"start": 2787.5299999999997, "end": 2788.33, "word": "بنعمل", "probability": 0.82513427734375}, {"start": 2788.33, "end": 2788.73, "word": " مراجع", "probability": 0.861083984375}, {"start": 2788.73, "end": 2788.85, "word": " على", "probability": 0.6171875}, {"start": 2788.85, "end": 2789.17, "word": " كلام", "probability": 0.78564453125}, {"start": 2789.17, "end": 2789.29, "word": " اللي", "probability": 0.673095703125}, {"start": 2789.29, "end": 2789.71, "word": " حكيناه", "probability": 0.940625}, {"start": 2789.71, "end": 2790.41, "word": " وبنكمل", "probability": 0.81689453125}, {"start": 2790.41, "end": 2790.73, "word": " في", "probability": 0.896484375}, {"start": 2790.73, "end": 2791.41, "word": " ال", "probability": 0.86767578125}, {"start": 2791.41, "end": 2791.85, "word": " search", "probability": 0.94482421875}, {"start": 2791.85, "end": 2792.45, "word": " مرة", "probability": 0.9765625}, {"start": 2792.45, "end": 2792.87, "word": " تانية", "probability": 0.9749348958333334}, {"start": 2792.87, "end": 2793.11, "word": " وفي", "probability": 0.8544921875}, {"start": 2793.11, "end": 2793.43, "word": " موضوع", "probability": 0.9525146484375}, {"start": 2793.43, "end": 2793.57, "word": " ال", "probability": 0.60791015625}, {"start": 2793.57, "end": 2794.07, "word": " heuristics", "probability": 0.7787272135416666}, {"start": 2794.07, "end": 2794.93, "word": " بشكل", "probability": 0.9869791666666666}, {"start": 2794.93, "end": 2795.33, "word": " مفصل", "probability": 0.7672526041666666}, {"start": 2795.33, "end": 2795.73, "word": " اكتر", "probability": 0.89501953125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2796.797, "duration_after_vad": 2662.5843749999913}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f0591d7962f94ea613afdcbe33eea6de4d1b6414
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/Lz-Fx6z1fXU_raw.srt
@@ -0,0 +1,2016 @@
+1
+00:00:20,650 --> 00:00:25,950
+طيب شباب السلام عليكم و عطيكم العفو المحاضرة
+
+2
+00:00:25,950 --> 00:00:32,810
+دي احنا بنكون انتقلنا من موضوع ال uninformed
+
+3
+00:00:32,810 --> 00:00:38,710
+search strategies و احنا في المحاضرة اللي فاتت كنا
+
+4
+00:00:38,710 --> 00:00:44,010
+مارين عليهم افهمنا قلياتهم و افهمنا ال properties
+
+5
+00:00:44,010 --> 00:00:47,830
+تبعتهم من ناحية يعني ايش properties يعني ال
+
+6
+00:00:47,830 --> 00:00:52,160
+completeness من عدمهالـ optimality من عدمه و كذلك
+
+7
+00:00:52,160 --> 00:00:57,800
+الحال ال complexity time و space complexity ماشي و
+
+8
+00:00:57,800 --> 00:01:03,280
+الآن بننتقل إلى الحكي عن إيش النوع الآخر من ال
+
+9
+00:01:03,280 --> 00:01:06,760
+strategies اللي هو ال informed الأول كان حاكينا عن
+
+10
+00:01:06,760 --> 00:01:13,840
+ال uninformed ثم
+
+11
+00:01:13,840 --> 00:01:16,560
+نحكي عن ال informed serve strategies
+
+12
+00:01:26,990 --> 00:01:31,970
+وهذا الموضوع هو الموضوع اللى فى ال chapter اللى
+
+13
+00:01:31,970 --> 00:01:36,530
+احنا بدنا نتجلى من اللى اللى هو ال informed search
+
+14
+00:01:36,530 --> 00:01:44,070
+strategies اللى هى قولنا فحوة chapter أربعة فى
+
+15
+00:01:44,070 --> 00:01:46,090
+الكتاب اللى معانا ال modern approach
+
+16
+00:02:03,700 --> 00:02:15,000
+هذا الموضوع يندرج تحته أن نفهم best first search
+
+17
+00:02:15,000 --> 00:02:19,260
+ونتضل
+
+18
+00:02:19,260 --> 00:02:23,860
+على algorithm
+
+19
+00:02:23,860 --> 00:02:28,200
+معروفة في مجال best first
+
+20
+00:02:31,890 --> 00:02:39,290
+بينضطر من هذا الكلام انه نفسر اكتر شوية في مفهوم
+
+21
+00:02:39,290 --> 00:02:44,350
+linguistics هذه
+
+22
+00:02:44,350 --> 00:02:50,110
+هي المواضيع الأساسية اللي في محاضرتنا اليوم قبل ان
+
+23
+00:02:50,110 --> 00:02:53,750
+نستطيع ان نخلص منها بنحاول و الباقى بيبقى محاضرة
+
+24
+00:02:53,750 --> 00:02:59,350
+تانية ان شاء الله مرة
+
+25
+00:02:59,350 --> 00:03:03,980
+أخرى هل ال slideبتذكرنا بالاش بيتعمل على research
+
+26
+00:03:03,980 --> 00:03:10,140
+بيتعمل
+
+27
+00:03:10,140 --> 00:03:15,020
+على أساس أنه بغض النظر إيش هي ال strategy إيش هي
+
+28
+00:03:15,020 --> 00:03:19,680
+ال strategy أنا في كل خطوة من خطوات ال algorithm
+
+29
+00:03:19,680 --> 00:03:26,180
+بدي أطلع هل خلص ال fringe ولا لسه إذا ما خلصت بقى
+
+30
+00:03:26,180 --> 00:03:29,960
+بدي أستمر وإذا خلصت بقى بدي أوقف ال fringe اللي هو
+
+31
+00:03:29,960 --> 00:03:36,200
+قلنامجموعة ال space اللى لسه مفحصنهاش احنا بناخد
+
+32
+00:03:36,200 --> 00:03:41,360
+اذا لسه فيه بناخد node من ال fringe بنفحص ال node
+
+33
+00:03:41,360 --> 00:03:47,800
+هالى هل هي goal ولا لأ طبعا اذا goal خلاص احنا
+
+34
+00:03:47,800 --> 00:03:53,020
+وجدنا اللى بنبحث عنه و بنوقف و الا بنروح من ايش
+
+35
+00:03:53,020 --> 00:03:59,440
+نعمل expand expand لل node هالى expand لل node
+
+36
+00:04:00,380 --> 00:04:05,780
+وبنشوف إيش بيطلع منها إيش في actions ممكن تتنفذ
+
+37
+00:04:05,780 --> 00:04:10,140
+عليها ويتولد من ذلك states وهذه ال series بتبتدوش
+
+38
+00:04:10,140 --> 00:04:15,380
+بيضحك إنها ال search في ال friend ال algorithm
+
+39
+00:04:15,380 --> 00:04:22,340
+بتعبر عن آية اللي هو ال search في ال trees و ال
+
+40
+00:04:22,340 --> 00:04:27,820
+strategy هي اللي بتحكمأنا اختار ايش ال node اللى
+
+41
+00:04:27,820 --> 00:04:30,920
+انا اخدها من ال fringe هل اخد ال child اولا ولا
+
+42
+00:04:30,920 --> 00:04:39,960
+اخد sibling اولا ولا اخد بناء على اقصر طريق مودية
+
+43
+00:04:39,960 --> 00:04:46,180
+ال node تمام ولا اعمل iterative deepening ولا اعمل
+
+44
+00:04:46,180 --> 00:04:53,220
+depth limited كل هذا معتمد على ال strategy فهذا
+
+45
+00:04:53,220 --> 00:04:59,890
+كان موضوعنا في الشابط اللى فاترالان نغيّر نظرتنا
+
+46
+00:04:59,890 --> 00:05:05,650
+لعملية البحث بحيث ان انا ماضليش اعمل blind search
+
+47
+00:05:05,650 --> 00:05:11,470
+ابحث ولا ما يصدف ال goal قدامي الى G انما بدنا
+
+48
+00:05:11,470 --> 00:05:16,510
+وسيلة ان احنا نختار ما بين ال notes اللي موجودة
+
+49
+00:05:16,510 --> 00:05:22,290
+امامنا على اساس تقييم لهم مين نعتقد او ال
+
+50
+00:05:22,290 --> 00:05:27,690
+algorithm مين تظن ان هذامن منهم إذا كان عندي note
+
+51
+00:05:27,690 --> 00:05:32,730
+و ال note هذه بتفرع منها عدة children من منهم يترى
+
+52
+00:05:32,730 --> 00:05:37,190
+مش مدور رهادي و لا هدرهادي من منهم يترى التقييم
+
+53
+00:05:37,190 --> 00:05:41,730
+تبعها أعلى أبدأ فيها هي في الأول في هذا الحال إذا
+
+54
+00:05:41,730 --> 00:05:48,330
+كانت إذا اتبعنا هذا الأسلوب هذا بيختصر علينا بحث
+
+55
+00:05:48,330 --> 00:05:52,150
+ماكانش له لازمة من اختصر الطريق إلى ال goal بشكل
+
+56
+00:05:52,150 --> 00:05:57,090
+أسرعفالفكرة الأساسية أن تستخدم تجارب تجارب تجارب
+
+57
+00:05:57,090 --> 00:06:16,350
+تجارب تجارب تجارب تجارب تجارب تجارب تجارب تجارب
+
+58
+00:06:16,350 --> 00:06:21,510
+تجارب
+
+59
+00:06:22,660 --> 00:06:27,740
+بنختار منه على أساس تقييم يعني كل node اتخيل انت
+
+60
+00:06:27,740 --> 00:06:33,040
+ال node أخدناهم و أعطينا لكل واحدة ال evaluation
+
+61
+00:06:33,040 --> 00:06:39,080
+تبعها قيمنا هذه node سبعة مثلا تقييم هذه خمسة هذه
+
+62
+00:06:39,080 --> 00:06:44,320
+تلاتة هذه أربعة باخد أفضل برد فيها وبعدين اللي
+
+63
+00:06:44,320 --> 00:06:51,100
+بعدها وبعدين اللي بعدها في التقييمالأساس هو
+
+64
+00:06:51,100 --> 00:06:56,920
+إستخدام عملية تجارب لكل نوت وهذا العملية تجارب هي
+
+65
+00:06:56,920 --> 00:07:01,740
+استخدام عملية تجارب لكل نوت يعني انا أرغب ان انا
+
+66
+00:07:01,740 --> 00:07:07,180
+اخد هذا نوت قبل وبالتالي اقوم باستخدام عملية تجارب
+
+67
+00:07:07,180 --> 00:07:12,460
+لكل نوت اولا فمن هنا بيست اولا بيست يعني افضل من
+
+68
+00:07:12,460 --> 00:07:17,320
+ناحية رشد تقييم تحت
+
+69
+00:07:17,320 --> 00:07:23,580
+هذا البينجي اللي هو ال greedy search تحت بنت ال
+
+70
+00:07:23,580 --> 00:07:27,200
+best first search كما قلنا ال a star search هي نوع
+
+71
+00:07:27,200 --> 00:07:32,800
+اكتر algorithm مشهورة تحت بنت ال best first search
+
+72
+00:07:32,800 --> 00:07:43,160
+اللي اقل جودة منها اللي هي ال greedy search بنطلع
+
+73
+00:07:43,160 --> 00:07:47,960
+اول اشي على ال greedy search بعدين بنفهم ال a star
+
+74
+00:07:47,960 --> 00:07:55,850
+searchبنشوف ايش ميزتها على مجرد greedy search طيب
+
+75
+00:07:55,850 --> 00:08:00,750
+ايش يعني عشان نفهم ال greedy search في الأول بدنا
+
+76
+00:08:00,750 --> 00:08:04,810
+نطلع على المثال تبع خريطة رومانيا خريطة رومانيا
+
+77
+00:08:04,810 --> 00:08:08,850
+بتاعه المطلوب هو ان انا لو بدأ انتقل من initial
+
+78
+00:08:08,850 --> 00:08:14,130
+city من مدينة ابتدائية و اروح على بوخرست كمدينة
+
+79
+00:08:14,130 --> 00:08:21,220
+الوجهة تبعتي بدى احسببدي اشوف ايش المسارات المؤدية
+
+80
+00:08:21,220 --> 00:08:26,240
+و اخد المسار الأفضل ال algorithm بدها تاخد المسار
+
+81
+00:08:26,240 --> 00:08:30,040
+الأفضل انا بدي اعطي الخريطة ال algorithm و اوصي
+
+82
+00:08:30,040 --> 00:08:34,340
+فيها ال problem و هي تبحث في هذه الخريطة عن المسار
+
+83
+00:08:34,340 --> 00:08:41,220
+الأقصر المؤدى من أراد إلى بوخرست هذا الجدول هنا
+
+84
+00:08:41,220 --> 00:08:45,740
+طبعا هذه الخريطة عليها ال direct link مسافة من
+
+85
+00:08:45,740 --> 00:08:51,510
+أراد إلىمن كل مدينة إلى اخر مدينة جديش المسافة
+
+86
+00:08:51,510 --> 00:08:58,310
+الجدول هذا يشبه الـ straight line distance to
+
+87
+00:08:58,310 --> 00:09:05,350
+بوخرست يعني من كل واحدة من المدن من كل واحدة من
+
+88
+00:09:05,350 --> 00:09:10,130
+المدن جديش المسافة المباشرة المباشرة على الخريطة
+
+89
+00:09:10,130 --> 00:09:13,390
+يعني لو أنا جيت على خريطة رومانيا على google earth
+
+90
+00:09:13,390 --> 00:09:18,860
+و سحبت خط مباشر من المدينة إلى بوخرستالخط المباشر
+
+91
+00:09:18,860 --> 00:09:23,440
+هذا جديش بيكون طوله بالكيلومتر فمن بُخر استئلة
+
+92
+00:09:23,440 --> 00:09:29,680
+نفسها هيكون ايش؟ صفر تمام و بدون باقى المدن هي
+
+93
+00:09:29,680 --> 00:09:33,780
+عندي الاشياء اللى ايش بيزمنى هذا القمر هذا القمر
+
+94
+00:09:33,780 --> 00:09:38,520
+بيزمنى عشان انا اميز مين اختار المدينة هدى ولا هدى
+
+95
+00:09:38,520 --> 00:09:44,080
+الآن هنشوف كيف الكلام احنا
+
+96
+00:09:44,080 --> 00:09:54,140
+بدنا نبدأمن أراضى الأراضى الآن ال 366 هدى إيش هدى
+
+97
+00:09:54,140 --> 00:09:58,860
+المسافة ال direct من أراضى أفسها إلى بوخرست لأن
+
+98
+00:09:58,860 --> 00:10:05,860
+أراضى بيتفرع منها سيبيو و زرقند و تمي سوارة صح
+
+99
+00:10:05,860 --> 00:10:09,840
+هدولة هم اللى مفترض هم ال children التلاتة اللى
+
+100
+00:10:09,840 --> 00:10:21,070
+هابدأ فيهم انا من الالـ Root Note الـ N الـ 253 هي
+
+101
+00:10:21,070 --> 00:10:29,450
+عبارة عن ياش برضه
+
+102
+00:10:29,450 --> 00:10:32,570
+ال Direct Straight Line Dist Straight Line
+
+103
+00:10:32,570 --> 00:10:38,150
+Distance ما بين كل هدولة و ما بينيها البخرة اسمها
+
+104
+00:10:38,150 --> 00:10:38,950
+الـ Goal To Write
+
+105
+00:10:43,160 --> 00:10:48,280
+فتقديرا .. بس طبعا الـ straight line distance هذه
+
+106
+00:10:48,280 --> 00:10:52,980
+مافي اصلا طريق على أرض الواقع ماشي على هذا ال
+
+107
+00:10:52,980 --> 00:10:58,700
+straight line صح؟ فهذا .. هذا بس مجرد احنا رقم
+
+108
+00:10:58,700 --> 00:11:02,380
+بدنا نسترشد ابو أو بدها تستهدي ابو ال algorithm
+
+109
+00:11:02,380 --> 00:11:08,920
+لتقدير يا ترى مين من هالولا هيكون يجربني على بخرس
+
+110
+00:11:08,920 --> 00:11:17,120
+اكتر؟ مين تتوقع؟ طبعا الأجلاللي هو إيش؟ 253 اللي
+
+111
+00:11:17,120 --> 00:11:21,520
+دي ال CPU هذه ال CPU هتكون هي الخيار مش لأنها على
+
+112
+00:11:21,520 --> 00:11:27,020
+الشمال بس لأنه ال straight line distance منها إلى
+
+113
+00:11:27,020 --> 00:11:33,020
+بوكرست أقل هذا الكلام مش كتير intelligent صح ولا
+
+114
+00:11:33,020 --> 00:11:37,040
+أه؟ مش كون هذه ال straight line distance هذا لا
+
+115
+00:11:37,040 --> 00:11:43,290
+يعني أنهالمسار من سيبيو إلى جول إلى بوخرست هيكون
+
+116
+00:11:43,290 --> 00:11:48,590
+فعلا أقصر من ما ممكن يكون الطرق الواصلة من سيبيو
+
+117
+00:11:48,590 --> 00:11:55,350
+إلى بوخرست طرق زراعية و ملتوية و بتاخد مسافة كبيرة
+
+118
+00:11:55,350 --> 00:12:00,130
+و بتاخد وقت كتير صح؟ فقد أكون أنا على الرغم من أن
+
+119
+00:12:00,130 --> 00:12:03,650
+هذه ال straight line distance تبعدها أكتر إلا إن
+
+120
+00:12:03,650 --> 00:12:08,490
+تكون هي في عرض الواقع أفضل من هذهطبعا يعني انا مرة
+
+121
+00:12:08,490 --> 00:12:12,090
+بجيت ببدأ اطلع من الجامعة من هنا و بدي اروح بس مش
+
+122
+00:12:12,090 --> 00:12:16,790
+على خانيونس البلد بدي اروح على خانيونس البحر في
+
+123
+00:12:16,790 --> 00:12:21,650
+واحد انا بينه و بينه و مواعد على شط خانيونس الدور
+
+124
+00:12:21,650 --> 00:12:26,150
+الساعة تلاتة بعد ما نخلص من الجامعة طبعا فانا اشغل
+
+125
+00:12:26,150 --> 00:12:29,190
+اكتر في بالي ان انا بانزل من هنا لوين لدير البلح
+
+126
+00:12:29,190 --> 00:12:35,030
+هيغزل احنا على .. على شط هيغزل و بنزل لدير البلح
+
+127
+00:12:35,030 --> 00:12:35,810
+طبعا بخرش
+
+128
+00:12:38,610 --> 00:12:43,650
+فجأتني على بحر خانونس فكرت ان انا بنزل ايش؟ على
+
+129
+00:12:43,650 --> 00:12:48,530
+دير البلاحي عند اللي هو المفترج اللي عند المدارس و
+
+130
+00:12:48,530 --> 00:12:52,290
+بعدين بلادي سيارة تاخدني على شط خانونس و عملتها
+
+131
+00:12:52,290 --> 00:12:57,830
+بالكلام لكن اكبر غلطة في التاريخ ليش؟ لأن مافيش
+
+132
+00:12:57,830 --> 00:13:03,540
+سيارات فاعلة تاخدك منشط دير البلح لشط خانيونس دا
+
+133
+00:13:03,540 --> 00:13:06,660
+كان وجد مع انه straight line ده يعني في موجود طريق
+
+134
+00:13:06,660 --> 00:13:10,840
+و الطريق مرسوف و straight و مافيش فيه اش انما ايش
+
+135
+00:13:10,840 --> 00:13:15,180
+المشكلة انه مافي مواصلات و جفت حوالي ربع ساعة و
+
+136
+00:13:15,180 --> 00:13:18,020
+انا اشهر و اصلا ماحدش كان يزمرلي و ليه اطلع فيا
+
+137
+00:13:18,020 --> 00:13:22,000
+انت ماخد بالك في الآخر ايش قرر خلاص ابدأ ألغي
+
+138
+00:13:22,000 --> 00:13:26,500
+الموعد تمام فقولت بدي اروح خانيونس فقولت بدي اركب
+
+139
+00:13:26,500 --> 00:13:33,090
+من هنا لدير البلحومن دير البلد اروع خانيونس برضه
+
+140
+00:13:33,090 --> 00:13:38,210
+كمان اتعذبت بعد ما وصلت لدير البلد اتعذبت لحد ما
+
+141
+00:13:38,210 --> 00:13:41,570
+لاجت سيارة اني لاجي سيارة من الدير البلد لخانيونس
+
+142
+00:13:41,570 --> 00:13:46,090
+البلد روحت راكبت كمان ووصلت للاي المحطة الدير
+
+143
+00:13:46,090 --> 00:13:50,510
+المحطة و هناك لاجت سيارة نازلة على خانيونس فقصد
+
+144
+00:13:50,510 --> 00:13:54,930
+انا وجود وجود النقطة هذه جريبة من الهدف تبعك ده لا
+
+145
+00:13:54,930 --> 00:13:59,160
+يعني ان ال cost هتكون .. وهنا نفس الشيءكون ان
+
+146
+00:13:59,160 --> 00:14:04,780
+سيبيو بعيدها على الخريطة بال google earth مسافة
+
+147
+00:14:04,780 --> 00:14:10,660
+الخط الواصل مباشرة من سيبيو الى بوخرست بتاعي 53
+
+148
+00:14:10,660 --> 00:14:14,680
+هذا لا يعني ان انت لو روحت على سيبيو بسهولة هتصل
+
+149
+00:14:14,680 --> 00:14:19,100
+او اسهل هيكون اسهل انك تصل لبوخرست من روح تلاتين
+
+150
+00:14:19,100 --> 00:14:23,600
+الصورة وبالتالي هذا المعيار اللي احنا استخدمنا مش
+
+151
+00:14:23,600 --> 00:14:29,510
+مضمون بس هو على الاقل افضل من ال blindأيش ال blind
+
+152
+00:14:29,510 --> 00:14:33,910
+اللي هو ال uninformed اللي هو ال strategies الأولى
+
+153
+00:14:33,910 --> 00:14:37,210
+depth first و breadth first و كده على الأقل ربما
+
+154
+00:14:37,210 --> 00:14:43,090
+ربما يكون والله فعلا انه كونه قريبة بال state line
+
+155
+00:14:43,090 --> 00:14:47,330
+انه فعلا يقربني انه فعلا يوصلني على الهدف تبعي
+
+156
+00:14:47,330 --> 00:14:52,430
+اصلا فهذا كده ال research example ال research
+
+157
+00:14:52,430 --> 00:14:56,950
+strategyبتعتمد بس شغل واحدة وهي ال straight line
+
+158
+00:14:56,950 --> 00:15:00,470
+distance في التمييز ما بين او في اختيار ما بين ايش
+
+159
+00:15:00,470 --> 00:15:05,470
+ما بين الخيارات اللي امامك okay الان بعد CPU بعد
+
+160
+00:15:05,470 --> 00:15:08,690
+ما اختارنا ال CPU طلعنا على طبعا هذه الأقرام الان
+
+161
+00:15:08,690 --> 00:15:13,990
+هي ايش هي ال evaluations اذا بتذكروا انا بديت في
+
+162
+00:15:13,990 --> 00:15:17,270
+الحكي وقولت انه ال notes اللي عندنا
+
+163
+00:15:19,910 --> 00:15:23,330
+بنقيمها و بنعطينا كل مرحلة ال evaluation هنا في ال
+
+164
+00:15:23,330 --> 00:15:28,630
+greedy search ال evaluation هو ببساطة شديدة هو
+
+165
+00:15:28,630 --> 00:15:31,310
+مجرد ال straight line distance فكل ما كانت ال
+
+166
+00:15:31,310 --> 00:15:34,230
+straight line distance أقل كل ما كان أفضل بدنا
+
+167
+00:15:34,230 --> 00:15:38,390
+احنا اللي يجربنا للهدف مظبوط بدنا اللي يجربنا صح
+
+168
+00:15:38,390 --> 00:15:43,870
+تمام فهنا من الطبيعي ايش هنختار اذا هذه 366 شوف
+
+169
+00:15:43,870 --> 00:15:47,770
+هذه أراضي اللي احنا كنا فيها هذه هتبعدنا نشيها
+
+170
+00:15:48,240 --> 00:15:55,300
+البجيء الفدارة 176 رادية 380 وهذه 193 فمن الطبيعي
+
+171
+00:15:55,300 --> 00:16:02,020
+ان انا اختار ايش هذه المدينة صح ؟ صح okay الان هذه
+
+172
+00:16:02,020 --> 00:16:08,620
+المدينة على الخريطة لو طلعت فيه بيطلع منها مدينتين
+
+173
+00:16:08,620 --> 00:16:14,660
+اللي هي بوخرستسيبيو فانا ايش استكشفكم
+
+174
+00:16:14,660 --> 00:16:20,880
+الان اختار هذه ولا هذهبقى لسه انا .. انا لسه لان
+
+175
+00:16:20,880 --> 00:16:25,940
+طالع من فجارة ال algorithm يعني قدامي على الشاشة و
+
+176
+00:16:25,940 --> 00:16:29,540
+قدامك هي مكتوب بخلاص بس ال algorithm مش عارفة ال
+
+177
+00:16:29,540 --> 00:16:34,080
+algorithm عندها فجارة فطالع منها two children لسه
+
+178
+00:16:34,080 --> 00:16:39,420
+ما قيمتهمش بس لسه ما فحصتهمش بس عندها ال jaguar
+
+179
+00:16:39,420 --> 00:16:43,380
+بيقول ان هذه البعد عن الهدف تبعي ال zero وهذه
+
+180
+00:16:43,380 --> 00:16:46,730
+البعد عن ال 253هتختار هذه المدينة ليست لأنها Zero
+
+181
+00:16:46,730 --> 00:16:51,450
+بس لأنها أقل بعد ما تصل إليها هتفحصها وتلاقيها هي
+
+182
+00:16:51,450 --> 00:16:56,510
+المدينة اللي احنا بندور عليها فهتراكيش صح؟ طب okay
+
+183
+00:16:56,510 --> 00:16:59,530
+الخلاص الكلام هذا كله الآن إيش؟ الخلاص الكلام هنا
+
+184
+00:16:59,530 --> 00:17:04,930
+إن إحنا انتقلنا one step أه لقدام أو beyond ال
+
+185
+00:17:04,930 --> 00:17:08,870
+blind search وصيرنا انفكر ال algorithm صارت تفكر
+
+186
+00:17:08,870 --> 00:17:14,530
+وتختار المدنمش بشكل أعمى إنما على أساس إيش هو
+
+187
+00:17:14,530 --> 00:17:18,370
+الأساس هنا في هذا الحالة ال straight line distance
+
+188
+00:17:18,370 --> 00:17:23,870
+هذا كويس ولكنه مش مضمون
+
+189
+00:17:24,170 --> 00:17:28,750
+لأنه قد تكون الـ straight line distance هذه مش
+
+190
+00:17:28,750 --> 00:17:33,990
+عبرة عن الوضع الحقيقي اللي على الأرض الواقع
+
+191
+00:17:33,990 --> 00:17:37,130
+وبتدخلني في مصر طبعا بعد ما توصل تعمل ال check
+
+192
+00:17:37,130 --> 00:17:40,050
+وهذا يمكن تأثير على ال preference لا لا هو دايما
+
+193
+00:17:40,050 --> 00:17:42,410
+بعد ما توصل تعمل ال check احنا أكتر بنعمل ال check
+
+194
+00:17:42,410 --> 00:17:45,110
+و بعدين .. لا لا احنا في كل حاجتين بتميز ما بينهم
+
+195
+00:17:45,110 --> 00:17:49,380
+ال check له test goalوال evaluation اللى هو
+
+196
+00:17:49,380 --> 00:17:52,280
+التقييم ال evaluation بعد ما نوصل لأ ال evaluation
+
+197
+00:17:52,280 --> 00:17:55,820
+اللى جاب المنصة طلع كيف احنا الآن على ال node هذه
+
+198
+00:17:55,820 --> 00:17:59,800
+لما اكتشفنا انه يلها two childrenإيش هنعمل فيهم
+
+199
+00:17:59,800 --> 00:18:02,600
+هدول ال two children هنعملهم evaluation ولا goal
+
+200
+00:18:02,600 --> 00:18:08,380
+test؟ الكلام كله طول الوقت كان زي ذلك نعمل دايما
+
+201
+00:18:08,380 --> 00:18:11,200
+اي node بنستكشفها نعملها evaluation ونصفها في ال
+
+202
+00:18:11,200 --> 00:18:15,640
+fringe عشان بعد ما نطقناها لما نيجي ناخد من ال
+
+203
+00:18:15,640 --> 00:18:20,260
+fringe ناخد ال evaluation أحسن تمام؟ الآن أخدت و
+
+204
+00:18:20,260 --> 00:18:22,980
+أنا لسه مش عارف اللي أخدتها هي دي هتكون goal ولا
+
+205
+00:18:22,980 --> 00:18:27,200
+لا باخدها و بعد هي كده و لما أخدها بعمل إيهاش؟
+
+206
+00:18:28,250 --> 00:18:31,010
+السيباك مكان ال check ال test ال goal test بالظبط
+
+207
+00:18:31,010 --> 00:18:34,050
+فاحنا بيقعد شغل تاني ال evaluation وال goal test
+
+208
+00:18:34,050 --> 00:18:37,170
+مظبوط ال evaluation هتبقى مجرد ما استكشف ال note
+
+209
+00:18:37,170 --> 00:18:41,730
+بعمل evaluation و بصفه في ال fringe و بحطه أنا مش
+
+210
+00:18:41,730 --> 00:18:44,750
+عارف هال evaluation هيكون هو الأفضل ولا فيه أفضل
+
+211
+00:18:44,750 --> 00:18:50,390
+منه ولا الأسوأ ولا أقل منه عملت واحد واحدة كل اللي
+
+212
+00:18:50,390 --> 00:18:55,510
+استكشفتهم عملتلهم evaluation و حطيتهم الآن بطبع من
+
+213
+00:18:55,510 --> 00:18:59,030
+اللي أنا فيها و أخد واحد بدالهابقوه على ال fringe
+
+214
+00:18:59,030 --> 00:19:02,530
+و باخد على أساس ايش؟ على أساس ال variation من
+
+215
+00:19:02,530 --> 00:19:07,210
+الأفضل أخدتها الان بعمل goal test عشان أشوف هل هي
+
+216
+00:19:07,210 --> 00:19:11,390
+goal اللي ربما اتعنى ولا لأ إذا لأ بدي أعمل من
+
+217
+00:19:11,390 --> 00:19:15,670
+جديد expansion expansion يعني أستكشف هل في ال
+
+218
+00:19:15,670 --> 00:19:18,770
+children ولا لأ إذا في بعمله variation و برصهم على
+
+219
+00:19:18,770 --> 00:19:23,640
+الوضع الصورة الجميلة الآنبنقول مرة أخرى إن
+
+220
+00:19:23,640 --> 00:19:27,040
+الإشكالية الآن في ال greedy search هو إشكالتها إن
+
+221
+00:19:27,040 --> 00:19:34,280
+العامل اللي على أساسه بتختار ما هوش مضمون العامل
+
+222
+00:19:34,280 --> 00:19:38,440
+اللي هو مين هو ال straight line distance ما هوش
+
+223
+00:19:38,440 --> 00:19:43,840
+مضمون فهي
+
+224
+00:19:43,840 --> 00:19:46,160
+من ناحية complete هل هي complete؟ من ناحية
+
+225
+00:19:46,160 --> 00:19:48,880
+complete بمعنى إيش؟great researcher بمعنى إنه
+
+226
+00:19:48,880 --> 00:19:53,880
+دايما إذا ال goal موجود بتلاقيه هل complete لأ ليش
+
+227
+00:19:53,880 --> 00:19:58,380
+لأنه ممكن تدخل في loops تذكر إن هذا الأمر المثال
+
+228
+00:19:58,380 --> 00:20:01,180
+اللي احنا عرفناه هو عبارة عن graph و ال graph ي
+
+229
+00:20:01,180 --> 00:20:05,940
+loops و ال algorithm مافي شي بتعمله بيمنعها من
+
+230
+00:20:05,940 --> 00:20:10,720
+الدخول في loops دكتورة تجيبه شوية لما صورة 3 تشترك
+
+231
+00:20:10,720 --> 00:20:14,780
+و تقولت احنا نفقه خلاص فاستثنيتها
+
+232
+00:20:18,680 --> 00:20:23,220
+أنا بعد ما قلت إن أحنا في بوخرست استثنيتها وقلت
+
+233
+00:20:23,220 --> 00:20:27,420
+خلّيني أشوف غيرها، أنا قلت إنه إحنا هنا كنا في
+
+234
+00:20:27,420 --> 00:20:33,420
+فدارس، صح؟ أنا خيار الأربعة دولة، فيهم بوخرست،
+
+235
+00:20:33,420 --> 00:20:36,700
+استثنين أراضي، استثنين أراضي، لأن الأراضي كانت ال
+
+236
+00:20:36,700 --> 00:20:41,820
+start cityاللي بدأنا منها بس بعد ما استثنيتها و
+
+237
+00:20:41,820 --> 00:20:46,180
+جينا أخدنا هذه لإنها إيش أخدناها؟ لإنها كانت أقل
+
+238
+00:20:46,180 --> 00:20:48,600
+إيش مية و أربع سبعين؟ استثنتى استثنتى أراضي
+
+239
+00:20:48,600 --> 00:20:52,280
+استثنتى أراضي لإنها جاني أراضي لإنها مش goal لإنها
+
+240
+00:20:52,280 --> 00:20:55,620
+start بنتهيأك لغيت اللغة يعني بطلت من كلمة لا
+
+241
+00:20:55,620 --> 00:21:03,660
+اللغة ممكن تجيني من إنه إيش ب .. ب .. هذا خلي بالك
+
+242
+00:21:03,660 --> 00:21:08,670
+طلعاللي هو ممكن تجيلي من انه انا لو ممكن اخش على
+
+243
+00:21:08,670 --> 00:21:15,030
+مدينة و اخش هيك و من هنا ارجع هنا يعني انا من هنا
+
+244
+00:21:15,030 --> 00:21:18,930
+مش هرجع على ال CPU بس هرجع على هذا وهذا هجيبني على
+
+245
+00:21:18,930 --> 00:21:23,070
+هذا وهذا هجيبني على هذا يعني غير طريقة .. غير ان
+
+246
+00:21:23,070 --> 00:21:28,570
+انا رجعت لمدينة انا كنت شفتها قبل هيك واضحة؟ حلو
+
+247
+00:21:28,570 --> 00:21:35,430
+كتير okay طيب فاحنا بنقول هنا مناعة completeit is
+
+248
+00:21:35,430 --> 00:21:39,250
+not complete لأنه كان get in stuck in loops يعني
+
+249
+00:21:39,250 --> 00:21:44,290
+هي راح تضغط لكنتها ان احنا كنا لو نضغط على radia
+
+250
+00:21:44,290 --> 00:21:50,750
+as goal بعدي انا من lassi بعد lassi بعدين هي تنقل
+
+251
+00:21:50,750 --> 00:21:57,550
+لحظة شوية نرجع من lassi عشان تشتغل في هذه الخريطة
+
+252
+00:21:57,550 --> 00:22:03,310
+عشان تشتغل في هذه الخريطة عشان تشتغل في هذه
+
+253
+00:22:03,310 --> 00:22:03,410
+الخريطة عشان تشتغل في هذه الخريطة عشان تشتغل في
+
+254
+00:22:03,410 --> 00:22:07,190
+هذه الخريطةيا إما بقالي loop يا إما بقف هنا و لا
+
+255
+00:22:07,190 --> 00:22:12,110
+أتحرك يا إما loop يا إما local minima بنسميها اللي
+
+256
+00:22:12,110 --> 00:22:16,490
+هو minimum صحيح لكن يعني أنا اخترت رقم قليل لكنه
+
+257
+00:22:16,490 --> 00:22:21,330
+ليس الأقل على القاريطة كلها هو الأقل اللي أنا جادر
+
+258
+00:22:21,330 --> 00:22:28,650
+أشوفه حتى الآن local minima واضح؟
+
+259
+00:22:28,650 --> 00:22:32,790
+okay أما
+
+260
+00:22:32,790 --> 00:22:37,370
+إذاعندي repeated state checking إذا كان عندي قالية
+
+261
+00:22:37,370 --> 00:22:42,370
+لفحص إن هذا ال state كانت .. شوفتها قبل هيك فمش
+
+262
+00:22:42,370 --> 00:22:51,850
+هعكش loop صح؟ طيب الآن ال timeالوقت O to the big O
+
+263
+00:22:51,850 --> 00:22:56,950
+of B to the M لكن طبعا إذا فيها ديورستيك اللي احنا
+
+264
+00:22:56,950 --> 00:23:00,010
+هنحكي عنه ديورستيك ممكن تحسن هذا الأداء و ال space
+
+265
+00:23:00,010 --> 00:23:03,330
+زيه برضه ال complexity ال space complexity زيه من
+
+266
+00:23:03,330 --> 00:23:06,330
+ناحية ال optimality لأ مش optimal ليش مش optimal
+
+267
+00:23:06,330 --> 00:23:09,580
+لنفس السؤال اللي قتله اناحكيته قبل شويه و هو ان ال
+
+268
+00:23:09,580 --> 00:23:13,120
+straight line distance مش مضمون ان انا فعلا
+
+269
+00:23:13,120 --> 00:23:16,260
+اتواصلني على الهدف بأكثر الطرق ممكن يبقى في طريق
+
+270
+00:23:16,260 --> 00:23:21,860
+آخر صح من برا يبدو لي ان المدينة هذه أبعد عن الهدف
+
+271
+00:23:21,860 --> 00:23:26,280
+لكن هي بتواصلني أقرب من اللي .. من اللي انبينالي
+
+272
+00:23:26,280 --> 00:23:31,800
+في الظاهر انها أقرب حلو كتير يعني ال a search ال a
+
+273
+00:23:31,800 --> 00:23:36,800
+start .. ال a start search ال a start searchبيتخلص
+
+274
+00:23:36,800 --> 00:23:39,320
+من عيوب الـ greedy لإيه؟
+
+275
+00:23:39,320 --> 00:23:59,020
+ببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببببب
+
+276
+00:24:04,750 --> 00:24:14,870
+بيذكر هذا الأمر of how
+
+277
+00:24:14,870 --> 00:24:27,670
+close a child to .. to إيش؟ جديش قرب ال child من
+
+278
+00:24:27,670 --> 00:24:36,390
+إيش؟ من الجولStraight line distance ايش كانت
+
+279
+00:24:36,390 --> 00:24:42,450
+اعتقادي كده كانت قريبة من الهدف والنقطة الأخرى
+
+280
+00:24:42,450 --> 00:24:52,090
+زائد كده انا الان مشيت عشان اصل الى هذا ال child
+
+281
+00:24:52,090 --> 00:24:58,410
+ال distance اللى كلفتني لوصول الى هذا ال child
+
+282
+00:24:58,410 --> 00:25:00,830
+دعونا نختار باختصار مو ال cost
+
+283
+00:25:03,850 --> 00:25:09,450
+الطفل اصبح اختصار شديد لو انا بدي ابص على المسألة
+
+284
+00:25:09,450 --> 00:25:15,190
+كتالة عشان بصي نوضح الفكرة لو
+
+285
+00:25:15,190 --> 00:25:21,110
+انا عندي هاي ال start state وهي ال goal وهي في
+
+286
+00:25:21,110 --> 00:25:30,230
+عندي add children هاي ال node in فانا
+
+287
+00:25:30,230 --> 00:25:36,120
+بحسبهذا الـ distance جداش خلّينا برضه نعملها على
+
+288
+00:25:36,120 --> 00:25:41,140
+شكل level آخر هذا ال
+
+289
+00:25:41,140 --> 00:25:46,360
+distance كلها هذا ال distance كلها زائد اللي أنا
+
+290
+00:25:46,360 --> 00:25:50,020
+متوقعه
+
+291
+00:25:50,020 --> 00:25:53,800
+من عند هذا ال node إلى هنا فانا الان واقف هنا و
+
+292
+00:25:53,800 --> 00:25:59,210
+متفرع من هذا ال node عند ال childrenهذه اللون و
+
+293
+00:25:59,210 --> 00:26:01,910
+هذه اللون و هذه اللون هم الأطفال اللي أمامي هم
+
+294
+00:26:01,910 --> 00:26:04,690
+الخيارات اللي انا بتختار ما بينهم كل واحدة فيهم
+
+295
+00:26:04,690 --> 00:26:13,570
+بدي أحسب قداش أنا بكلفني عشان أصالها صح هذا بدي
+
+296
+00:26:13,570 --> 00:26:18,590
+أسميه G of N G
+
+297
+00:26:18,590 --> 00:26:23,170
+of N هو ايش cost to child
+
+298
+00:26:29,980 --> 00:26:39,260
+G of N equals to child تمام
+
+299
+00:26:39,260 --> 00:26:46,660
+فهذا نقول عنه هكذا G of N صح؟ وهذا ايش نسميه هذا
+
+300
+00:26:46,660 --> 00:26:50,340
+بنسميه الان H of N to
+
+301
+00:26:59,390 --> 00:27:12,390
+estimated cost to goal مع بعض الأثنين هم
+
+302
+00:27:12,390 --> 00:27:18,350
+ال total evaluation هم القيمة اللى على أساسها بدى
+
+303
+00:27:18,350 --> 00:27:25,610
+أختار ال best جيو بن في الأول لإن هي اللى بتيجي
+
+304
+00:27:25,610 --> 00:27:29,150
+جابت جيو بن plus H of N
+
+305
+00:27:32,370 --> 00:27:39,910
+G of N cost so far to reach N H of N estimated
+
+306
+00:27:39,910 --> 00:27:49,290
+cost to go from N F of N هي estimated total cost
+
+307
+00:27:49,290 --> 00:27:57,530
+of الpath كله خلينا نطلع عمديا هذا الكلام كيف ال
+
+308
+00:27:57,530 --> 00:28:01,260
+algorithm الان بدها عيشتشتغل لو احنا ايش اللي
+
+309
+00:28:01,260 --> 00:28:05,560
+غيرناه هو greedy او او كان greedy بس غيرناه و ايش
+
+310
+00:28:05,560 --> 00:28:11,280
+ادخلناه انه ال evaluation اللي بنحط هنا لل notes
+
+311
+00:28:11,280 --> 00:28:19,380
+مش فقط كان مش فقط ال ال ال h of n اللي دخل معاه ال
+
+312
+00:28:19,380 --> 00:28:24,420
+Geography اصبح الان من قرار انا بدي اطلع على ال
+
+313
+00:28:24,420 --> 00:28:32,180
+children التلاتة و احسب ايشهذا جي وهذا H جي اللي
+
+314
+00:28:32,180 --> 00:28:37,480
+هي جداش اللي هتكلفنا عشان أصل ال CPU صح اللي هي
+
+315
+00:28:37,480 --> 00:28:41,780
+المسافة من قرار ال CPU وصفة وهذا الـ 253 اللي هو
+
+316
+00:28:41,780 --> 00:28:44,780
+ال direct .. لسه احنا بعتمدين على نفس الاشي ال
+
+317
+00:28:44,780 --> 00:28:50,420
+direct .. صح ال direct straight line distance فمع
+
+318
+00:28:50,420 --> 00:28:57,680
+بعض طلع 393 هنا طلع 447 هنا طلع 449 فطبعا ال 393
+
+319
+00:28:57,680 --> 00:28:58,580
+هتفجأ أقل
+
+320
+00:29:02,210 --> 00:29:06,750
+الان احنا عمليا مااختلفش الجريدي عن ال a*) حتى
+
+321
+00:29:06,750 --> 00:29:09,910
+الان لأن في الجريدي برضه انتقلنا من الأراضي إلى
+
+322
+00:29:09,910 --> 00:29:13,910
+سيبيو بس هنا اللي هيختلف لأن من سيبيو في الجريدي
+
+323
+00:29:13,910 --> 00:29:19,150
+روحنا انتقلنا على طولة فجارس لأن فجارس كانت 176
+
+324
+00:29:19,150 --> 00:29:24,690
+بالمقارنة مع الأخريات هي الأقل لكن لما أدخلنا في
+
+325
+00:29:24,690 --> 00:29:27,270
+الأمر ال G طلعت
+
+326
+00:29:29,750 --> 00:29:37,170
+قلت ريمينيشيو بي الأقل لأنه لما تجمع ال 220 لما
+
+327
+00:29:37,170 --> 00:29:42,490
+تجمع ال G تمام هذه ال G تبعتها كبيرة هذه ال G
+
+328
+00:29:42,490 --> 00:29:48,110
+تبعتها صغيرة ففي المجموع قلت هذه 414 بينما هذه
+
+329
+00:29:48,110 --> 00:29:54,890
+فلقت بس اتنين هذه 415 فإيش قرر او ايش ال algorithm
+
+330
+00:29:54,890 --> 00:30:02,350
+حتي ياخد حتي ياخد اللي هو ريمينيشيولغة منيشيو هذه
+
+331
+00:30:02,350 --> 00:30:26,770
+لغة
+
+332
+00:30:26,770 --> 00:30:32,340
+منيشيو هذههتبقى هنا المدينة 417 ال total تبعها 417
+
+333
+00:30:32,340 --> 00:30:40,360
+و بعدين كامل بتاستي ل بوخرست طب اش استفدنا ايه اش
+
+334
+00:30:40,360 --> 00:30:47,180
+استفدنا هذه كانت وصلتني ل بوخرست بحاجة لقفزات اقل
+
+335
+00:30:47,180 --> 00:30:52,240
+صح ولا لأ من اراضي ل CPU لفجرس و بعدين ودتنا ل
+
+336
+00:30:52,240 --> 00:30:59,700
+بوخرست على طول بالظبط ال course تبعك دي جديشلو انا
+
+337
+00:30:59,700 --> 00:31:02,720
+.. صح عدد القرار .. هذا كنت انا قلته قبل هيك في
+
+338
+00:31:02,720 --> 00:31:06,500
+المحاضر السابق صح عدد ال hops أقل هذه ال hops فا
+
+339
+00:31:06,500 --> 00:31:11,160
+كم واحدة؟ هي قفزة هي قفزتين هي تلاتة ثم اربع هذه
+
+340
+00:31:11,160 --> 00:31:15,800
+بس تلات قفزات واحد اتنين تلاتة صح؟ صح لكن ال total
+
+341
+00:31:15,800 --> 00:31:19,800
+cost ال total cost هنا احنا مش عارفين هو جزده ال
+
+342
+00:31:19,800 --> 00:31:23,980
+total cost بال distance يعني كيلومتر على الطريق
+
+343
+00:31:23,980 --> 00:31:28,600
+ولا ال time مش مشكلةالمهم ان ال cost وفرجة تبقى
+
+344
+00:31:28,600 --> 00:31:36,820
+ايش مقدار 32 صح 32 هنا 54 هنا 418 طبعا بتفرق حتى
+
+345
+00:31:36,820 --> 00:31:40,520
+لو واحد بتفرق احنا في الآخر بدنا to minimize ال
+
+346
+00:31:40,520 --> 00:31:44,520
+cost بغض النظر لرحلتنا على بخرس و لرحلتنا على اي
+
+347
+00:31:44,520 --> 00:31:49,340
+مدينة اخرى فالقصد انه صح عدد قفزات اكتر ولكن
+
+348
+00:31:49,340 --> 00:31:56,680
+عطاتني ايش optimalعطتني أفضل حلول و لو جيت تطلعها
+
+349
+00:31:56,680 --> 00:32:00,940
+ستجد أنها أفضل يعني أن أي طريق أخر لن يكون أفضل
+
+350
+00:32:00,940 --> 00:32:11,000
+منه فبس بمجرد أننا أدخلنا الـ G of N الـ cost to
+
+351
+00:32:11,000 --> 00:32:18,700
+the child الأحسن من كل هذا الكلام أن أنا أبحث عن H
+
+352
+00:32:18,700 --> 00:32:22,550
+of Nبس أفضل من ال straight line distance يعني ربما
+
+353
+00:32:22,550 --> 00:32:28,670
+يكون في هناك تقديرات أخرى أفضل من مجرد النظر على
+
+354
+00:32:28,670 --> 00:32:33,530
+الخريطة و قياس المسافة المباشرة هذا الأمر بيتمد من
+
+355
+00:32:33,530 --> 00:32:37,190
+problem ل problem يعني من مسألة ل مسألة انت ممكن
+
+356
+00:32:37,190 --> 00:32:42,750
+تلاقي اعتبارات اللي تنظر اليها اللي تعطيلك
+
+357
+00:32:42,750 --> 00:32:49,150
+performance أفضل يعني مثلاخلّينا نقفز قفزة بسيطة
+
+358
+00:32:49,150 --> 00:33:03,870
+هنا تذكروا
+
+359
+00:33:03,870 --> 00:33:12,010
+نحن نحكي عن لغة التمانية puzzle فلو أنا عندي state
+
+360
+00:33:12,840 --> 00:33:18,500
+أقيمها على إيش طبعا هنا مافي سفر من لوحة ل لوحة
+
+361
+00:33:18,500 --> 00:33:22,960
+صح؟ مافي distance و travel كده هي نفسها على أي
+
+362
+00:33:22,960 --> 00:33:29,240
+اعتبار أقدر قربها من الهدف قولنا احنا عدد النقاط
+
+363
+00:33:29,240 --> 00:33:32,880
+ال tile ال tile اللي هو القطعة الواحد اللي نسميه
+
+364
+00:33:32,880 --> 00:33:42,360
+ال tile out of place هو كتب هنا misplacedmisplaced
+
+365
+00:33:42,360 --> 00:33:46,200
+number of misplaced files عدد القطع اللي مش قاعدة
+
+366
+00:33:46,200 --> 00:33:51,700
+في مكانها يعني مثلا ال 2 في مكانها الصح ال 4 مش في
+
+367
+00:33:51,700 --> 00:33:57,940
+مكانها ال 5 مش في مكانها ال 6 في مكانها بس ال 2 و
+
+368
+00:33:57,940 --> 00:34:04,900
+ال 6 صح ممكن
+
+369
+00:34:04,900 --> 00:34:10,550
+احنا ناخد هذا على ان هو عبارة عن تقييمممكن ناخد
+
+370
+00:34:10,550 --> 00:34:15,130
+حاجة تانى انه طيب قداش هي بعيدة عن مكانها كل ما
+
+371
+00:34:15,130 --> 00:34:20,310
+بعد القطع عن مكانها كل ما كان أسوأ صح؟ لأنه
+
+372
+00:34:20,310 --> 00:34:25,190
+بيكلفني عدد moves أكتر عشان أحطها في مكانها فهنا
+
+373
+00:34:25,190 --> 00:34:32,010
+السبعة و المكان الأصلي أيه اتوا؟ أو خلينا نبدأ
+
+374
+00:34:32,010 --> 00:34:37,570
+بالواحد الواحد و المكان الأصلي هنا الواحد و المكان
+
+375
+00:34:37,570 --> 00:34:44,100
+الأصلي هناعدد النقلات
+
+376
+00:34:44,100 --> 00:34:54,240
+اللي انا محتاجها عشان ارجع لمكانه مش عارف انا مش
+
+377
+00:34:54,240 --> 00:34:59,980
+عارف
+
+378
+00:34:59,980 --> 00:35:02,240
+انا مش عارف انا مش عارف انا مش عارف انا مش عارف
+
+379
+00:35:02,240 --> 00:35:07,220
+انا مش عارف انا مش عارف انا مش عارف انا مش عارف
+
+380
+00:35:07,370 --> 00:35:12,470
+الفاصلة ما بينه و ما بين مكانه هو تقييم يعني هذا
+
+381
+00:35:12,470 --> 00:35:16,490
+بعيد عن مكانه هذا بعيد عن مكانه أربعة يبقى خلاص
+
+382
+00:35:16,490 --> 00:35:20,130
+الواحد التانين
+
+383
+00:35:20,130 --> 00:35:26,670
+ما كانت بعيدة عن مكانه صفر التلاتة هي مكانها صح
+
+384
+00:35:26,670 --> 00:35:33,910
+برضه أربعة التلاتة التلاتة هي
+
+385
+00:35:33,910 --> 00:35:37,810
+التلاتة ما كانت بعيدة عن مكانهامش هاي مكانة صحية
+
+386
+00:35:37,810 --> 00:35:43,370
+الاربعة
+
+387
+00:35:43,370 --> 00:35:50,170
+مش هاي مكانة مظبوط برضه تلاتة الخمسة
+
+388
+00:35:50,170 --> 00:35:58,010
+واحد عموما هي اتنمون اربعة صفر تلاتة واحد صفر
+
+389
+00:35:58,010 --> 00:36:04,550
+اتنين واحد مشكلة كل القطع حسب اربع اتاش هنا لما
+
+390
+00:36:04,550 --> 00:36:08,420
+الأجة بس حسباللي هو number of tiles in misplaced
+
+391
+00:36:08,420 --> 00:36:12,660
+tiles يعني اللي مش في مكانها، كانتش كانوا مين و
+
+392
+00:36:12,660 --> 00:36:16,520
+اتنين اللي كانوا كل سبعة مش في مكانها يعني كلهم
+
+393
+00:36:16,520 --> 00:36:23,860
+عدد نوع ست صح؟ بست قطع هذا الآن عبارة عن طريقة
+
+394
+00:36:23,860 --> 00:36:29,340
+للتقييم وهذا طريقة أخرى هذا طريقة وهذا طريقة أخرى
+
+395
+00:36:29,340 --> 00:36:33,800
+فإحنا ممكن يكون في هندي أكتر من طريقة أو معيار
+
+396
+00:36:33,800 --> 00:36:41,350
+لتقييمالـ nodes هنا التقييم كان على أساس المسافة
+
+397
+00:36:41,350 --> 00:36:45,250
+هنا التقييم كان على أساس العدد، عدد اللي مش في
+
+398
+00:36:45,250 --> 00:36:48,370
+مكانهم هنا على أساس اللي مش في مكانهم، جداش
+
+399
+00:36:48,370 --> 00:36:53,590
+مبعيدين عن مكانهم، صح؟ فواحد منهم هتكون بتقربني
+
+400
+00:36:53,590 --> 00:37:00,090
+أكتر واحد منهم، واحد من هذه المعايير هيكون بيقربني
+
+401
+00:37:00,090 --> 00:37:06,660
+إلىأو بيسرع ال algorithm أكتر من الآخر نطلع على ال
+
+402
+00:37:06,660 --> 00:37:09,800
+property السبعة ال a star algorithm احنا فهمنا ايش
+
+403
+00:37:09,800 --> 00:37:13,980
+ان ال a star algorithm لان هي عبارة عن best first
+
+404
+00:37:13,980 --> 00:37:21,440
+search algorithm بتستخدم heuristic الهوريستيك اللي
+
+405
+00:37:21,440 --> 00:37:25,820
+هو evaluation function evaluation function لدى ال
+
+406
+00:37:25,820 --> 00:37:29,420
+children وبتضيفها
+
+407
+00:37:29,420 --> 00:37:39,840
+علىالعيش على ال cost اللي تم ال cost طبعات ال
+
+408
+00:37:39,840 --> 00:37:43,940
+child يعني ال cost طبعات ال child زائد ال cost
+
+409
+00:37:43,940 --> 00:37:47,740
+طبعات ال estimated cost طبعات واحده عن ال goal فمن
+
+410
+00:37:47,740 --> 00:37:51,340
+ناحية ال completeness هي complete بمعنى عيش أنه
+
+411
+00:37:51,340 --> 00:37:55,320
+إذا في goal موجود هتلاقيه من ناحية ال time
+
+412
+00:37:55,320 --> 00:37:58,020
+complexity exponential لأنه احنا
+
+413
+00:38:01,450 --> 00:38:07,110
+بنان على الهيروستيك فانتش
+
+414
+00:38:07,110 --> 00:38:10,350
+يعني وهي
+
+415
+00:38:10,350 --> 00:38:16,290
+بتقدر صح أو غلط باعتماد الوقت
+
+416
+00:38:21,330 --> 00:38:27,310
+بعيد عن الحقيقة فبتجلل الزمن و ال space كذا كالحال
+
+417
+00:38:27,310 --> 00:38:33,690
+لأنها بتخزن كل node فعبارة عنها بيكون B to the M
+
+418
+00:38:33,690 --> 00:38:39,970
+لأن هل هي optimal ولا لأ بمعنى هل بتلاقي ال goal
+
+419
+00:38:39,970 --> 00:38:47,030
+بالمصاري أفضل نعم لأنه لا يمكن بناء على المعادلة
+
+420
+00:38:47,030 --> 00:38:51,640
+هذهلا يمكن طبعا تاخد F of N اقل اكبر من واحدة
+
+421
+00:38:51,640 --> 00:38:56,840
+تانية موجودة احسن منها ال F of N الان جاية من
+
+422
+00:38:56,840 --> 00:39:00,780
+بعدين من بعد المسافة اللي احنا خشينا و جينا منها و
+
+423
+00:39:00,780 --> 00:39:06,940
+مسافة و هذا هو ال total cost تبع المسار فاحنا ننظر
+
+424
+00:39:06,940 --> 00:39:10,340
+على المسار كله و نختار الأفضل نحكي فيهم في
+
+425
+00:39:10,340 --> 00:39:16,060
+هالمصطلحين بس اللي هو ان من خصائص ال .. و بعد احنا
+
+426
+00:39:16,060 --> 00:39:20,680
+الانالـ H of N هي تقديرنا لجداش بقعد الـ child عن
+
+427
+00:39:20,680 --> 00:39:24,620
+ال goal والاسم H جاي من كلمة heuristic الـ
+
+428
+00:39:24,620 --> 00:39:33,800
+heuristic الأقصوف بيها اللي هي rule قائدة
+
+429
+00:39:33,800 --> 00:39:37,840
+على أساسها أنا بقى قارف وال rule هذه مش يعني إشي
+
+430
+00:39:37,840 --> 00:39:44,100
+محكم خلاص إنما هي بتعطيني estimation بتعطيني
+
+431
+00:39:44,100 --> 00:39:44,720
+estimation
+
+432
+00:39:47,680 --> 00:39:54,140
+للتقييم مش اشي محكم انه حتما هيكون ال value هكذا
+
+433
+00:39:54,140 --> 00:39:58,920
+فقلنا هنا ممكن يكون فيها اكتر من heuristic اللى
+
+434
+00:39:58,920 --> 00:40:03,580
+تستخدم زى ما تشوفنا في لعبة 8 puzzle انه عدد ال
+
+435
+00:40:03,580 --> 00:40:08,540
+tiles out of place او اجمال ال distance out of
+
+436
+00:40:08,540 --> 00:40:15,070
+place مظبوط فاحنا الآن اللىالـ heuristic هذه لها
+
+437
+00:40:15,070 --> 00:40:21,310
+دور كبير في أداء الـ A star algorithm لنختار
+
+438
+00:40:21,310 --> 00:40:27,190
+للمشكلة المناسبة لـ heuristic المناسبة وبالتالي
+
+439
+00:40:27,190 --> 00:40:33,570
+يجب أن نتأكد أن الـ heuristic هذه جيدة فجودة الـ
+
+440
+00:40:33,570 --> 00:40:37,650
+heuristic تعتمد على عدة عناصر أو عدة attributes
+
+441
+00:41:11,340 --> 00:41:22,000
+خلاص بس طبعا طبعا طبعا طبعا
+
+442
+00:41:22,000 --> 00:41:24,840
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+443
+00:41:24,840 --> 00:41:24,960
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+444
+00:41:24,960 --> 00:41:25,860
+طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا طبعا
+
+445
+00:41:25,860 --> 00:41:29,140
+طبعا طبعا طبعا طبعا
+
+446
+00:41:38,660 --> 00:41:41,560
+أنا عندي two evaluations في عندي ال evaluation تبع
+
+447
+00:41:41,560 --> 00:41:47,320
+ال node نفسها هذا H of N صح؟ وفي evaluation تبع ال
+
+448
+00:41:47,320 --> 00:41:53,180
+child هذا H of N' مظبوط؟ مظبوط مظبوط صح؟ الان أنا
+
+449
+00:41:53,180 --> 00:41:58,140
+من المنطقي انه طبعا في هذه ال course المباشرة من N
+
+450
+00:41:58,140 --> 00:42:04,620
+ل child تبعتها هذا C من N ل N' عبر ال action A
+
+451
+00:42:04,620 --> 00:42:11,520
+انسى ال action Aهنا لدي هذا ال cost و لدي بعد ذلك
+
+452
+00:42:11,520 --> 00:42:14,780
+التقدير إذا كان ال heuristic اللي بدنا نستخدمها
+
+453
+00:42:14,780 --> 00:42:19,940
+بتعطيني قيمة
+
+454
+00:42:19,940 --> 00:42:24,480
+لهذه مثلا تلاتة قيمة لهذه يكون اتنين طبعا لإن ال
+
+455
+00:42:24,480 --> 00:42:28,220
+heuristic بتعطينيش اتنين ال cost هذا جزء من بيانات
+
+456
+00:42:28,220 --> 00:42:36,280
+المثالة وهنا بتعطيني اربعة ايش
+
+457
+00:42:36,280 --> 00:42:40,490
+معناه ذلك؟يعني إيش؟ يعني الهيروستيك من N تقدير
+
+458
+00:42:40,490 --> 00:42:46,710
+الهيروستيك للانتقال من N ل G بكلفني أربعة وتقدير
+
+459
+00:42:46,710 --> 00:42:53,190
+نفس الهيروستيك للانتقال من N' ل G بساوية تلاتة في
+
+460
+00:42:53,190 --> 00:42:58,970
+وقت اللي ال link من N ل N' هنا مجموح هذا الكلام
+
+461
+00:42:58,970 --> 00:43:05,630
+أكبر من هذا هذا إشي منطقي؟ ليش؟
+
+462
+00:43:06,280 --> 00:43:14,500
+هل هذا منطقي؟ إذا كنت تقول direct من N إلى G ستة
+
+463
+00:43:14,500 --> 00:43:21,020
+بينما لو انتقلت من هنا أقل هذا ليس منطقي المنطقي
+
+464
+00:43:21,020 --> 00:43:25,900
+أن يقول مثل قاعدة المثلث أن مجموعة أي ضلعين تكون
+
+465
+00:43:25,900 --> 00:43:30,000
+أطول من الضلعتين فهذا ليس منطقي المنطقي أن يكون
+
+466
+00:43:30,000 --> 00:43:37,030
+هذا المجموعة و إلافإلا إذا كان هيك معناه ذلك هو
+
+467
+00:43:37,030 --> 00:43:42,130
+اخترت طريقة ايش اللي بيعرفها ان ال 6 هذه سيئة إذا
+
+468
+00:43:42,130 --> 00:43:45,790
+انت بتقولي من هنا لهنا ستة فإيش اللي بيعرفني ان
+
+469
+00:43:45,790 --> 00:43:52,490
+انا ممكن ألاقي ايش طريق أخد اتنين و بعدين و بعدين
+
+470
+00:43:52,490 --> 00:43:58,550
+أخد N prime و بوصلني أقصر من ستة صح أو لأ فلازم
+
+471
+00:43:58,550 --> 00:44:05,590
+يكون دايما ال cost المباشرةمن الـ estimated من N ل
+
+472
+00:44:05,590 --> 00:44:12,130
+G من ال node لل goal أقل من مجموعة اللي هو ال cost
+
+473
+00:44:12,130 --> 00:44:18,150
+من N ل child و بعدين من ال child ل goalمفروض ان
+
+474
+00:44:18,150 --> 00:44:21,750
+تكون تتوقع المسافة بين ال نوت بصرا كل هي تتوقعها
+
+475
+00:44:21,750 --> 00:44:25,690
+بس التوقع لازم يبقى نفس المعيار مش مرة استخدم
+
+476
+00:44:25,690 --> 00:44:29,190
+معيار و مرة استخدم معيار اخر انا سؤال كذا بصرا
+
+477
+00:44:29,190 --> 00:44:32,110
+التوقع اللي بتجيبه يكون في description تحت ال
+
+478
+00:44:32,110 --> 00:44:35,450
+state يعني description لل نوت اه بدأنا على
+
+479
+00:44:35,450 --> 00:44:38,270
+description تبع النوت اه ده المفترض ان يكون التوقع
+
+480
+00:44:38,270 --> 00:44:43,410
+يوصل 100% والله هذا بتبقى perfect heuristic إذا
+
+481
+00:44:43,410 --> 00:44:47,660
+دايما بتعطيلك exactو قلت هى على فكرة مش هتحتاج انت
+
+482
+00:44:47,660 --> 00:44:52,360
+اذا عندك انت شي يقدر بالظبط كده هتكلفك الانتقال من
+
+483
+00:44:52,360 --> 00:44:57,100
+ال node الى ال goal اه خلاص انتهى الموضوع بس احنا
+
+484
+00:44:57,100 --> 00:45:02,000
+لان معطيات ال node ما بتقولى يعني انا الان روحت
+
+485
+00:45:02,000 --> 00:45:06,230
+على إدارة بلح البحرهي انا قبل ما اروح كنت اعلم لو
+
+486
+00:45:06,230 --> 00:45:10,650
+انا كنت اعلم انا كنت مجدر انه وصولي من الدير البلح
+
+487
+00:45:10,650 --> 00:45:14,530
+الى شاط دير البلح الى شاط خانيونس هيكون اجرابلي من
+
+488
+00:45:14,530 --> 00:45:18,330
+ان انزل على خانيونس و بعدين الخانيونس ازل على
+
+489
+00:45:18,330 --> 00:45:23,190
+البحر هذا تقديري لكن اذا كنت انا بتجيبها صح يمكن
+
+490
+00:45:23,190 --> 00:45:26,650
+ان انا مش محتاج كل هالغالبات طيب النقطة التانية
+
+491
+00:45:26,650 --> 00:45:29,130
+الخاصية التانية غير ال consistency اللي هي
+
+492
+00:45:29,130 --> 00:45:35,980
+admissibility اللي هي ان يكون دايما تقديراتهادائما
+
+493
+00:45:35,980 --> 00:45:41,620
+تقديرات ال algorithm أقل من أو تساوي .. أقل من أو
+
+494
+00:45:41,620 --> 00:45:47,300
+تساوي اللي على أرض الواقع تمام؟ بمعنى أنه يعني ..
+
+495
+00:45:47,300 --> 00:45:50,420
+يعني مثلا ال straight line distance .. ال straight
+
+496
+00:45:50,420 --> 00:45:55,200
+line distance هل ممكن يبقى على أرض الواقع مسار
+
+497
+00:45:55,200 --> 00:46:00,060
+طريق موجود على الأرض أكثر من ال straight line
+
+498
+00:46:00,060 --> 00:46:08,190
+distance؟مستحيل حتى لو كان نفج مش هيوجه أقصر لأنه
+
+499
+00:46:08,190 --> 00:46:12,410
+لازم تنزله وبعدها تطلع تاني فال admissible
+
+500
+00:46:12,410 --> 00:46:21,310
+heuristic هي تقديراتها أقل من أو تساوي الواقع هذا
+
+501
+00:46:21,310 --> 00:46:26,290
+بنسميها admissible بإنكمل المحاضرة الجاية ان شاء
+
+502
+00:46:26,290 --> 00:46:31,410
+اللهبنعمل مراجع على كلام اللي حكيناه وبنكمل في ال
+
+503
+00:46:31,410 --> 00:46:35,330
+search مرة تانية وفي موضوع ال heuristics بشكل مفصل
+
+504
+00:46:35,330 --> 00:46:35,730
+اكتر
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f2f47dc97bc8283246bf83e969cd5a0c249adb31
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_postprocess.srt
@@ -0,0 +1,2208 @@
+1
+00:00:20,700 --> 00:00:26,060
+بسم الله الرحمن الرحيم اليوم بنكمل على نفس موضوع
+
+2
+00:00:26,060 --> 00:00:29,760
+المحاضرة الماضية اللي هو ال uncertainty management
+
+3
+00:00:29,760 --> 00:00:33,860
+and more basics for systems وهذه هي المحاضرة
+
+4
+00:00:33,860 --> 00:00:38,100
+التانية في هذا الموضوع المحاضرة الأولى كانت في ال
+
+5
+00:00:38,100 --> 00:00:42,770
+certainty factor theoryمظبوط وشوفنا كيف ان ال
+
+6
+00:00:42,770 --> 00:00:45,910
+certainty factor لما دخل على ال rules لما صارت ال
+
+7
+00:00:45,910 --> 00:00:50,050
+rules بيضاف اليها certainty factor ايش هالأثر على
+
+8
+00:00:50,050 --> 00:00:54,630
+عملية ال inference وكيف صار ان الاستنتاجات أصبح
+
+9
+00:00:54,630 --> 00:01:01,830
+بكل استنتاج كيف بينحسب وكيف بأنه بيصبح في عندي انا
+
+10
+00:01:01,830 --> 00:01:05,970
+ممكن اكتر من استنتاج في قانون واحد بقدر استنتاج ان
+
+11
+00:01:05,970 --> 00:01:09,130
+tomorrow is rain و tomorrow is dry ولكن بالنسبة
+
+12
+00:01:09,130 --> 00:01:12,480
+متفاوتةالان هذا كمان برضه بتكرر معانا هنا بس
+
+13
+00:01:12,480 --> 00:01:15,300
+بالاسلوب اخر يعني نتعامل مع ال uncertainty باسلوب
+
+14
+00:01:15,300 --> 00:01:21,260
+اخر اللي هو Bayesian Reasoning باشي بتذكروا ان هذه
+
+15
+00:01:21,260 --> 00:01:28,060
+المواضيع تبع ال chapter تلاتة و ان احنا غطينا فيها
+
+16
+00:01:28,060 --> 00:01:31,780
+بلايطة من هنا من تلاتة ستة بالاخرى احنا عملنا عادة
+
+17
+00:01:31,780 --> 00:01:35,100
+ترتيب للمواضيع بالشكل هذا بنينا بال certainty
+
+18
+00:01:35,100 --> 00:01:38,630
+factor theory and levitation reasoningواخدنا ال
+
+19
+00:01:38,630 --> 00:01:41,090
+example اللى هو ال forecast اللى هو ال application
+
+20
+00:01:41,090 --> 00:01:44,210
+على ال certain factors ووقفنا هذا الخط متقطع كان
+
+21
+00:01:44,210 --> 00:01:47,150
+نهاية المحاضرة الماضية المحاضرة هى ان شاء الله
+
+22
+00:01:47,150 --> 00:01:54,090
+نبدأ من الشق التانى من ال chapter المفروض نبدأ بال
+
+23
+00:01:54,090 --> 00:01:56,150
+basic probability theory وبعدها ال Bayesian
+
+24
+00:01:56,150 --> 00:02:00,210
+reasoning وناخد ال example هذا نفسه هو ال forecast
+
+25
+00:02:00,210 --> 00:02:04,250
+ولكن المرة هذه بتطبيق ال Bayesian rule أو ال
+
+26
+00:02:04,250 --> 00:02:11,540
+Bayesian reasoning على نفس ال exampleأحنا نبدأ لحد
+
+27
+00:02:11,540 --> 00:02:14,200
+ما نصل إلى ال forecast بعد كثرة دقائق معانا واجدت
+
+28
+00:02:14,200 --> 00:02:18,020
+نكمل في ال bias و ال comparison هدولة عبارة عن
+
+29
+00:02:18,020 --> 00:02:21,340
+ملاحظات بسيطة إذا ما كافاش واجدت بتخليها لمحاضرة
+
+30
+00:02:21,340 --> 00:02:26,480
+اللي بعد ان شاء الله بس أنا برضه عشان واجدت حابب
+
+31
+00:02:26,480 --> 00:02:29,980
+انا افلت اللي هو ال basic probability theory لإن
+
+32
+00:02:29,980 --> 00:02:34,290
+هو عبارة عن مبادئيفترض أننا نعرفها في ال
+
+33
+00:02:34,290 --> 00:02:39,910
+statistics و في ال probability و نقدر ندخل على ال
+
+34
+00:02:39,910 --> 00:02:43,150
+Bayesian reasoning مباشرة ال Bayesian reasoning
+
+35
+00:02:43,150 --> 00:02:48,590
+مباشرة اللي هو سكشن تلاتة تلاتة تمام في ال
+
+36
+00:02:48,590 --> 00:02:52,390
+Bayesian reasoning احنا نرجع مرة تانية برضه ال
+
+37
+00:02:52,390 --> 00:02:57,060
+rules اللي اننا بنضيف عليهاهناك كنا بنضيف
+
+38
+00:02:57,060 --> 00:03:00,720
+certainty factor هنا بنضيف probability probability
+
+39
+00:03:00,720 --> 00:03:09,540
+هذه برضه بتقول انه if event E occurs يعني جحدث is
+
+40
+00:03:09,540 --> 00:03:16,000
+true then probability ان ال hypothesis H
+
+41
+00:03:20,540 --> 00:03:24,580
+ماشي بس هو ممكن انا اعتبره event لان هو event ترتب
+
+42
+00:03:24,580 --> 00:03:31,160
+على event اخر ف ال probability هذه معناها انه اذا
+
+43
+00:03:31,160 --> 00:03:38,680
+حدث ال E فهيحدث ال H هترتب على حدوث ال H باحتمالية
+
+44
+00:03:38,680 --> 00:03:45,460
+بدرجة احتمال كذا P تمام هذا مدلول ان انا احط
+
+45
+00:03:45,460 --> 00:03:51,820
+probability ل ال ruleOkay الآن ال probability هذه
+
+46
+00:03:51,820 --> 00:03:55,440
+احنا اذا بنذكر من ال probability theory فيها حاجة
+
+47
+00:03:55,440 --> 00:03:58,780
+اسمة ال prior probability و حاجة اسمة ال posterior
+
+48
+00:03:58,780 --> 00:04:02,420
+probability ال prior probability اللي هي المقصود
+
+49
+00:04:02,420 --> 00:04:11,260
+بها ال probability تبع
+
+50
+00:04:11,260 --> 00:04:15,480
+حدوث ال event بشكل مستقل في حد ذاته و ال posterior
+
+51
+00:04:15,480 --> 00:04:18,540
+هي probability تبع حدوث ال event
+
+52
+00:04:25,000 --> 00:04:28,920
+مش طرطا بحدوث event اخر يعني مثلا انا لما بقاعد
+
+53
+00:04:28,920 --> 00:04:33,380
+بقرا هذا الكلام ايش بقول probability of H given E
+
+54
+00:04:33,380 --> 00:04:37,980
+هذه الان posterior ولا prior اصبحت posterior لان
+
+55
+00:04:37,980 --> 00:04:42,560
+ال posterior هي اللي probability تبع حدوث ال event
+
+56
+00:04:42,560 --> 00:04:47,820
+اعتمادا على او كنتيجة ليه كنتيجة لحدوث event اخر
+
+57
+00:04:47,820 --> 00:04:53,800
+وهذه ال probability بتحسب بالقاليه هذه اللي هو انه
+
+58
+00:04:54,130 --> 00:04:59,010
+بنجيب ال prior probability اللي هي قداش هذا ال
+
+59
+00:04:59,010 --> 00:05:05,970
+event H أصلا بيحدث في الدنيا، تمام؟ يعني او بدنيش
+
+60
+00:05:05,970 --> 00:05:08,530
+نقول مثلا و الله ان انا في قدي واقف على باب
+
+61
+00:05:08,530 --> 00:05:15,190
+الجامعة و بطلع الطالع اللي نازل، okay؟ بدي اعرف
+
+62
+00:05:15,190 --> 00:05:19,610
+اذا و الله طالع طالب من باب الجامعة و الطالب هذا
+
+63
+00:05:19,610 --> 00:05:25,510
+حامل laptop معاهأيش احتمالية ان الطالب يكون طالب
+
+64
+00:05:25,510 --> 00:05:31,450
+كلية IT؟ يعني ايش ال probability؟ هنا H ان ال
+
+65
+00:05:31,450 --> 00:05:40,070
+student ..
+
+66
+00:05:40,070 --> 00:05:44,510
+و ال event ايش؟
+
+67
+00:05:52,970 --> 00:05:56,970
+أيش ال probability ان ال student يكون طالب IT اذا
+
+68
+00:05:56,970 --> 00:06:06,550
+علم انه حامل معه laptop عشان اقدر هذه الاحتمالية
+
+69
+00:06:06,550 --> 00:06:10,690
+اقدر هذه الاحتمالية لو شفت واحد حامل معه laptop
+
+70
+00:06:10,690 --> 00:06:14,110
+اقدر جداش احتمالية انه يكون هذا طالب IT لازم اكون
+
+71
+00:06:14,110 --> 00:06:19,690
+معرف الانصار هذه الانصار الأولاني ايش احتمالية ان
+
+72
+00:06:19,690 --> 00:06:27,610
+لو واحد طالب ITيكون معاه laptop كيف بعرفها هذه؟
+
+73
+00:06:27,610 --> 00:06:32,330
+لازم أجيب كل طلاب ال IT و أشوف قداش منهم نسبة
+
+74
+00:06:32,330 --> 00:06:37,110
+معاهم laptop بات صح؟ النسبة هذه هي probability ولا
+
+75
+00:06:37,110 --> 00:06:42,870
+لا صح ولا لا؟ نسبة الطلاب ال IT اللي معاهم laptop
+
+76
+00:06:42,870 --> 00:06:45,950
+بات هذه هي probability لأنه أصلا إيش هي ال
+
+77
+00:06:45,950 --> 00:06:50,670
+probability؟ لأنه أنا عندي علم عن كل الموجود و من
+
+78
+00:06:50,670 --> 00:06:57,480
+خلال هذا الأمر بقدر أتوقعإنه لو في طالب IT جديش
+
+79
+00:06:57,480 --> 00:07:01,900
+احتمال ان يكون معاه laptop؟ جديش التوقع هذا؟ من
+
+80
+00:07:01,900 --> 00:07:05,920
+وين جاي التوقع هذا؟ جاي من هلم المسبق بعدد الطلاب
+
+81
+00:07:05,920 --> 00:07:12,140
+ال IT اللي معاهم ال laptop فلو كان انا اعلم ان 90%
+
+82
+00:07:12,140 --> 00:07:15,960
+من طلاب ال IT معاهم ال laptop يبقى على طول بمجرد
+
+83
+00:07:15,960 --> 00:07:20,840
+ما اشوف طالب ITهابقدر اقول انه انا اتوقع ان هذا
+
+84
+00:07:20,840 --> 00:07:25,660
+الطالب الشنطة تبعه يكون فيها laptop بنسبة 90%
+
+85
+00:07:25,660 --> 00:07:29,220
+probability 90% بس هذا لسه مابيجاوبش على السؤال
+
+86
+00:07:29,220 --> 00:07:33,320
+يعني سؤالي مش هيك سؤالي مش انه اذا الطالب IT ايش
+
+87
+00:07:33,320 --> 00:07:36,740
+احتمال انه يكون معاه laptop ايش سؤالي سؤالي اذا
+
+88
+00:07:36,740 --> 00:07:41,240
+انا اشوف الطالب يحمل laptop ايش احتمال انه يكون
+
+89
+00:07:41,240 --> 00:07:47,260
+طالب IT ممكن يكون يحمل laptop لكن ماهوش هذا لكن
+
+90
+00:07:47,260 --> 00:07:50,620
+ماهواش طالب ITصح ولا لأ ممكن تكون طالب هندس ممكن
+
+91
+00:07:50,620 --> 00:07:56,000
+تكون طالب شريعة ولا لأ بس انا لان عشان اجيب ..
+
+92
+00:07:56,000 --> 00:08:05,860
+اجاب على هذا السؤال احتمال ان يكون طالب IT اذا علم
+
+93
+00:08:05,860 --> 00:08:13,840
+او اذا شوهيدا يعني انه يحمل laptop
+
+94
+00:08:15,400 --> 00:08:18,640
+عشان احسب الاسم هذه لازم اكون ايضا عارف الكلام هذا
+
+95
+00:08:18,640 --> 00:08:26,800
+اللي هو اللي هو ايش من هذا قداش اذا قلم ان هو طالب
+
+96
+00:08:26,800 --> 00:08:31,740
+IT قداش احتمالية ان يكون معاه انه عنده laptop ضاب
+
+97
+00:08:31,740 --> 00:08:38,860
+ايش ايش هذا ال probability of انه يكون اصلا طالب
+
+98
+00:08:38,860 --> 00:08:43,300
+IT كيف هذي بدي اعرفها بدي اجيب quote الله بالجامعة
+
+99
+00:08:43,300 --> 00:08:48,050
+اللي انا وارف ع بابهاأه و أعدهم كلهم و أجيب كل
+
+100
+00:08:48,050 --> 00:08:51,150
+طلاب ال IT و أعدهم كلهم و أجسم هذا على هذا إذا
+
+101
+00:08:51,150 --> 00:08:54,210
+عندي أنا طلاب ال IT هم أربعمائة طالب و الجامعة
+
+102
+00:08:54,210 --> 00:08:57,750
+فيها ألف يبقى أربعمائة على ألف إذا فيها ألفين إذا
+
+103
+00:08:57,750 --> 00:09:01,670
+فيها عشرين ألف أربعمائة على عشرين هذه نسبة طلاب ال
+
+104
+00:09:01,670 --> 00:09:10,890
+IT وهي برضه احتمالية أن يكون الطالب IT فهذا
+
+105
+00:09:10,890 --> 00:09:14,630
+كلام على أيضا
+
+106
+00:09:14,880 --> 00:09:20,540
+إنه العكس منه اللي هو إنه إذا كان معاه laptop جديش
+
+107
+00:09:20,540 --> 00:09:24,460
+احتمالية إنه هو مش طالب IT و جديش احتمالية اللي مش
+
+108
+00:09:24,460 --> 00:09:28,120
+طلاب ال IT كلهم اللي هم البجيه الأخرى من ال .. من
+
+109
+00:09:28,120 --> 00:09:33,580
+ال .. هذا الكلام كله كله من أوله لآخره بيعتمد على
+
+110
+00:09:33,580 --> 00:09:38,800
+statistics أنا عشان أقدر الكمية هذه أو الاحتمالية
+
+111
+00:09:38,800 --> 00:09:42,090
+هذهلازم يكون عندي المعلومات هذه والمعلومات هذه من
+
+112
+00:09:42,090 --> 00:09:45,230
+وين بتيجي انا توقف وانا بحكي ايش كنت بقول كنت بقول
+
+113
+00:09:45,230 --> 00:09:48,410
+انه لازم يكون في عندي عدد هدولة عشان اجسم على عدد
+
+114
+00:09:48,410 --> 00:09:51,650
+الإجمالي والنسبة هذه هي طب انا من وين بجيب هذا
+
+115
+00:09:51,650 --> 00:09:55,410
+الكلام بجيبه من statistics ال Bayesian ال Bayesian
+
+116
+00:09:55,410 --> 00:09:59,710
+rule تستند هي probability theory صح او probability
+
+117
+00:09:59,710 --> 00:10:05,470
+rule مظبوط بس تستند اليهاشالى statistical data و
+
+118
+00:10:05,470 --> 00:10:08,790
+هذا اصلا اللى بيخلنا دايما ندرس ال statistics ال
+
+119
+00:10:08,790 --> 00:10:14,230
+statistics و ال probability مع بعض صح ولا تمام لان
+
+120
+00:10:14,230 --> 00:10:18,730
+لان
+
+121
+00:10:18,730 --> 00:10:23,430
+هنا الكلام احيانا انا بكون في عندى عدة احتمالات و
+
+122
+00:10:23,430 --> 00:10:26,490
+بكون عندى عدة events يعني مثلا انا ممكن اكون عندى
+
+123
+00:10:26,490 --> 00:10:31,960
+event واحد ال event الواحد هذاو انا بدى احسب انه
+
+124
+00:10:31,960 --> 00:10:35,720
+انا شايف الطالب طالب من باب الجامعة و يحمل laptop
+
+125
+00:10:35,720 --> 00:10:39,800
+بدى احسب جداش احتمالية انه طالب IT و ايضا بدى احسب
+
+126
+00:10:39,800 --> 00:10:43,760
+جداش احتمالية انه طالب عندسة و ايضا ربما بدى احسب
+
+127
+00:10:43,760 --> 00:10:48,780
+احتمال التالت ان جداش الطالب طالب شريعة مثلا هدولة
+
+128
+00:10:48,780 --> 00:10:57,000
+different اش H's صح كل واحد منهم بتسميهم H1 H2H
+
+129
+00:10:57,000 --> 00:11:06,600
+تلاتة بدي احسب احتمالية كل واحد منهم إذا علم ان
+
+130
+00:11:06,600 --> 00:11:14,320
+هذا الطالع من باب الجامعة يحمل ال E ان هو كاريسال
+
+131
+00:11:14,320 --> 00:11:19,320
+لابتوب طبعا انا مش عندي H واحدة عندي اكتر من ال H
+
+132
+00:11:19,320 --> 00:11:22,740
+ال H الأولى انه IT student ال H التانى انه
+
+133
+00:11:22,740 --> 00:11:26,140
+engineering student ال H التالتى انه شريح student
+
+134
+00:11:26,340 --> 00:11:30,600
+Okay فال probabilities هذه انا في حال وجود عدة
+
+135
+00:11:30,600 --> 00:11:36,280
+hypotheses لاقيتش هذه hypothesis واحد تمام فبروح
+
+136
+00:11:36,280 --> 00:11:39,880
+بقال احسب لل hypothesis اللي انا بديها اللي هو one
+
+137
+00:11:39,880 --> 00:11:46,800
+او اتنين او تلاتة البسط زي ما هو بس في المقام زي
+
+138
+00:11:46,800 --> 00:11:54,600
+ما انا كانت هنا عندى مجرد حدين اللي هو التوقع
+
+139
+00:11:54,600 --> 00:11:59,180
+ورق نقيدهأنا الآن في عندي تلات توقعات تلات
+
+140
+00:11:59,180 --> 00:12:05,520
+hypotheses فهم هتبقى بتضرب كل واحد ال posterior
+
+141
+00:12:05,520 --> 00:12:09,960
+probability ب ال prior probability و أجمع على اللي
+
+142
+00:12:09,960 --> 00:12:15,120
+ال hypothesis التاني ثم التالت ثم التالت واضح يعني
+
+143
+00:12:15,120 --> 00:12:20,440
+هذه المعادلة اللي انا بقدر افكها على شكل ايش ان
+
+144
+00:12:20,440 --> 00:12:26,570
+probability of A of E given H واحدEH1 ضرب
+
+145
+00:12:26,570 --> 00:12:31,390
+probability of H1 علشان احسب ال probability انه ال
+
+146
+00:12:31,390 --> 00:12:36,730
+probability تبعت H1 على ايش بجسم اكم H انا عندي
+
+147
+00:12:36,730 --> 00:12:44,230
+تلاتة بدي اعمل تلاتة terms كل term هو عبارة عن
+
+148
+00:12:44,230 --> 00:12:54,320
+probability of EH1 ضرب probability of H1ذكر ان
+
+149
+00:12:54,320 --> 00:12:58,720
+probability of H1 هي الـ prior probability نفس
+
+150
+00:12:58,720 --> 00:13:04,700
+الكلام بس على H2 و نفس الكلام على H3 هذا لما يكون
+
+151
+00:13:04,700 --> 00:13:09,180
+عندي single evidence او event او evidence و بدي
+
+152
+00:13:09,180 --> 00:13:12,860
+احسب ل multiple hypotheses ل probabilities تبعتهم
+
+153
+00:13:12,860 --> 00:13:17,760
+أحيانا يجب ان يكون عندي multiple evidences و
+
+154
+00:13:17,760 --> 00:13:22,190
+multiple hypothesesيعني مطلب ال evidences ومطلب ال
+
+155
+00:13:22,190 --> 00:13:31,330
+hypotheses وكذا event العسبة بيصبح ان انا بدي اجيب
+
+156
+00:13:31,330 --> 00:13:39,270
+نفس الكلام اللي تحت و خلينا نشوف مثال عملي على هذا
+
+157
+00:13:39,270 --> 00:13:44,150
+و بعدين بنرجع لل formula هذا اللي انا قاعد
+
+158
+00:13:44,150 --> 00:13:48,190
+هنا في المثال هذا ايش اللي هن
+
+159
+00:13:53,450 --> 00:14:04,670
+مفترض أن الـ expert في عندي تلاتة .. في عندي تلاتة
+
+160
+00:14:04,670 --> 00:14:10,130
+hypotheses هذا H1 وهذا H2 طبعا أن I بيساوي واحد I
+
+161
+00:14:10,130 --> 00:14:12,970
+بيساوي اتنين I بيساوي تلاتة يعني المفهوم أن الـ I
+
+162
+00:14:12,970 --> 00:14:21,330
+هي ال subscript من H هذا H3 ال .. ال .. ال ..
+
+163
+00:14:21,330 --> 00:14:27,400
+الصحر هذا هو يبقى عن Hالـ prior probability تبع كل
+
+164
+00:14:27,400 --> 00:14:33,340
+واحد من ال H يعني هذا ال prior probability تبع H1
+
+165
+00:14:33,340 --> 00:14:36,880
+و ال prior probability تبع H2 وH3 هنا ال
+
+166
+00:14:36,880 --> 00:14:42,540
+probability تبع ال H يعني ال H1 لحد حدوث ال event
+
+167
+00:14:42,540 --> 00:14:49,740
+E1 إذا إذا إيش احتمال إذا عُلم ال hypothesis هذا
+
+168
+00:14:49,740 --> 00:14:53,600
+إيش احتمال يكون بسبب ال event
+
+169
+00:14:55,320 --> 00:14:59,980
+أحنا الآن هذا .. لأ احنا .. عدي أنا رابط كل event
+
+170
+00:14:59,980 --> 00:15:04,180
+.. كل hypothesis ب event هذا hypothesis one ب
+
+171
+00:15:04,180 --> 00:15:08,860
+event one هذا hypothesis اتنين ب event one صح
+
+172
+00:15:08,860 --> 00:15:11,020
+فالصبر هذا
+
+173
+00:15:16,210 --> 00:15:21,310
+هو عبارة عن الـ posterior probability للأمين لهذه
+
+174
+00:15:21,310 --> 00:15:24,050
+ال hypothesis مع event واحد و اللي بعده مع event
+
+175
+00:15:24,050 --> 00:15:26,950
+اتنين و اللي بعده مع event تلاتة ماهو المطلوب
+
+176
+00:15:26,950 --> 00:15:33,890
+المطلوب ان انا احسب اذا علم ال evidence ال E واحد
+
+177
+00:15:33,890 --> 00:15:38,190
+و E اتنين اذا علم ال evidence الفلاني ايش احتمالية
+
+178
+00:15:38,190 --> 00:15:44,980
+انه ايش ان يكون هذا ال hypothesis trueماذا هو
+
+179
+00:15:44,980 --> 00:15:47,540
+probability أن هذا ال hypothesis true إلى أولم ال
+
+180
+00:15:47,540 --> 00:15:53,820
+evidence هذا بعد قليل سنفترض أنه كأولم هذا ثم بعد
+
+181
+00:15:53,820 --> 00:15:58,340
+قليل طلع ظهر ال evidence الآخر يعني عندي بدي أحسب
+
+182
+00:15:58,340 --> 00:16:02,980
+ال hypothesis في حالة ال what؟ في حالة ال two
+
+183
+00:16:02,980 --> 00:16:06,660
+events ما هم معروفين لازم أبدأ في الأول على فرض
+
+184
+00:16:06,660 --> 00:16:14,880
+أنه أنا على فرض أنه أناassume that we first
+
+185
+00:16:14,880 --> 00:16:19,220
+observe evidence E3 أول ملاحظة لاحظناها يعني افترض
+
+186
+00:16:19,220 --> 00:16:24,080
+ان انت طبيب و بتسأل المريض انت عارف في بالك تلت
+
+187
+00:16:24,080 --> 00:16:29,700
+تشخصات تلت أمراض ممكن يكون سبب معاناة هذا ال .. ال
+
+188
+00:16:29,700 --> 00:16:33,460
+.. أمامك المريض فأول ما بتسأله بتسأله بيعطيلك عن
+
+189
+00:16:33,460 --> 00:16:38,320
+عرض معين بيقوله بتشكي من كده فبيقولك اه اه ال ..
+
+190
+00:16:38,320 --> 00:16:43,410
+كده هذا هو E3 هو ايش؟ال event فانت الآن بدك تحسب
+
+191
+00:16:43,410 --> 00:16:49,150
+probability تبع التلات احتمالات او زي حالة اللي هو
+
+192
+00:16:49,150 --> 00:16:54,830
+المثال الأولاني ان طالب يحمل laptop نفترض ان ال
+
+193
+00:16:54,830 --> 00:16:59,250
+laptop هو احد المؤشرات ان هو مثلا IT انا مثلا لابس
+
+194
+00:16:59,250 --> 00:17:05,380
+نضارة تبقى ال IT كتير بيبقوا لابسين نضارةالشغل
+
+195
+00:17:05,380 --> 00:17:08,980
+التالتى انه حامل شنطة زي هذه الشنطة مش زي هذه
+
+196
+00:17:08,980 --> 00:17:15,000
+الشنطة شنطة كتف طبعا فإنه حامل laptop هذا event
+
+197
+00:17:15,000 --> 00:17:19,960
+وإنه لابس نضارة إنه هذا event آخر وإنه مش حامل
+
+198
+00:17:19,960 --> 00:17:25,860
+شنطة كتف هذا event التالت فاحنا لازم نتدرج في حساب
+
+199
+00:17:25,860 --> 00:17:30,760
+ال probability بالتدرج مع كل واحد من ال events
+
+200
+00:17:30,760 --> 00:17:35,010
+اللي بننتبه إليه أو اللي بنستكشفبقينا على فرض ان
+
+201
+00:17:35,010 --> 00:17:39,630
+E3 هو اللي قُلم ان نرجع ناخد ال data من الجدول و
+
+202
+00:17:39,630 --> 00:17:44,330
+نحسب ال probability تبع كل ال H's H1, H2, H3، صح؟
+
+203
+00:17:44,330 --> 00:17:48,710
+probability تبع H1 إذا قُلم E3 يعني كنا في البسط
+
+204
+00:17:48,710 --> 00:17:53,310
+إيش بنسوي؟ إحنا بنضرب ال prior probability بال
+
+205
+00:17:53,310 --> 00:18:03,530
+إيش؟ بال إيش؟ بال probability of EH صح؟من وين هذه
+
+206
+00:18:03,530 --> 00:18:11,550
+جاي من الجدول هي احنا دلوقت انا على E3 صح فاحنا
+
+207
+00:18:11,550 --> 00:18:18,830
+بدنا نضرب هذه probability of H الأولاني في point 6
+
+208
+00:18:18,830 --> 00:18:22,750
+H1
+
+209
+00:18:22,750 --> 00:18:30,050
+given E3 و بعدين probability of H2 given E3 و
+
+210
+00:18:30,050 --> 00:18:38,260
+بعدين probability of H3يبقى E تلاتة ال bus الأول
+
+211
+00:18:38,260 --> 00:18:42,800
+هيكون 0
+
+212
+00:18:42,800 --> 00:18:54,280
+.4 T ضرر 0.6 ال bus التالي 0
+
+213
+00:18:54,280 --> 00:18:59,340
+.35 ضرر 0.7 ال bus التالت
+
+214
+00:19:03,950 --> 00:19:11,290
+ما هو المقام الهم
+
+215
+00:19:11,290 --> 00:19:19,490
+هذا في هذا زائد هذا في هذا زائد هذا في هذا و هنحطه
+
+216
+00:19:19,490 --> 00:19:25,230
+كمقام تلاتة ممكن نحسبه مرة واحدة و نكرره
+
+217
+00:19:26,030 --> 00:19:30,350
+مظبوط هي تتطلع عليه و يبقى ال 0.6 اللي هي ال bus
+
+218
+00:19:30,350 --> 00:19:35,350
+الأول ال 0.6 في ال 4 بعدين ال 0.7 اللي هي ال bus
+
+219
+00:19:35,350 --> 00:19:41,570
+التاني بعدين صح و هو نفسه متكرر معانا في التلاتياش
+
+220
+00:19:41,570 --> 00:19:46,470
+انا باختصار شديد لو انا ماعندي ال data مرصصة في ال
+
+221
+00:19:46,470 --> 00:19:51,080
+jadwal ال jadwal يسهل علي الحلوحتى لو انا بدى
+
+222
+00:19:51,080 --> 00:19:54,740
+اعملها يعني على الكمبيوتر برضه برضه بتكون اسهل
+
+223
+00:19:54,740 --> 00:19:57,980
+واسهل لإن انا بضرب الكمية بحسب الكمية هذه في الأول
+
+224
+00:19:57,980 --> 00:20:03,120
+و بعدين بجسم انا بحسب الكميات التلاتة داخلها و
+
+225
+00:20:03,120 --> 00:20:06,300
+بعدين بجيب مجموحه صح انا بجسم الأول على المجموح
+
+226
+00:20:06,300 --> 00:20:09,320
+التاني على المجموح التالتة على المجموح و خلصت هذا
+
+227
+00:20:09,320 --> 00:20:14,680
+بس الآن اذا لسه احنا بنعرف بس ال E تلاتة بس ال E
+
+228
+00:20:14,680 --> 00:20:20,210
+تلاتة افترض ان بعد ذلكلاحظنا ملاحظة أخرى و أصبح
+
+229
+00:20:20,210 --> 00:20:25,650
+لدي الملاحظة اتنين اتنين اتنين
+
+230
+00:20:25,650 --> 00:20:35,390
+اتنين
+
+231
+00:20:35,390 --> 00:20:40,850
+اتنين
+
+232
+00:20:40,850 --> 00:20:44,570
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+233
+00:20:44,570 --> 00:20:51,210
+اتنين اتنين اتنين اتنين اتنين اتنين اتنينصحيح اذا
+
+234
+00:20:51,210 --> 00:20:57,770
+نضرب ثلاث مقادير نفس القالية اذا كنا نضرب مقدرين
+
+235
+00:20:57,770 --> 00:21:04,850
+فهنا نضرب ثلاث مقادير ثلاث مقادير اللي هم P of H
+
+236
+00:21:04,850 --> 00:21:10,890
+مضروبة في ال posterior H مع E1 مضروبة في ال
+
+237
+00:21:10,890 --> 00:21:17,820
+posterior H مع E3 اللي هم رجعتنا الجدولهذه الـ
+
+238
+00:21:17,820 --> 00:21:23,760
+prior وهذه ال posterior تبع h1 وهذه ال posterior
+
+239
+00:21:23,760 --> 00:21:30,660
+تبع h1 معناه e3 ليه هذا وh1 ليها هذول تلت مقابلة
+
+240
+00:21:30,660 --> 00:21:36,180
+الضغط هذا البسط الأول واللي مقابلهم البسط التاني
+
+241
+00:21:36,180 --> 00:21:42,400
+واللي مقابلهم البسط التالت صح ولا لأ هاي بدى أروح
+
+242
+00:21:42,400 --> 00:21:48,190
+ال slide هاي البسط الأولهذا هو ال bus الثاني وهذا
+
+243
+00:21:48,190 --> 00:21:55,290
+هو ال bus التالت صح؟
+
+244
+00:21:55,290 --> 00:21:58,710
+لأننا
+
+245
+00:21:58,710 --> 00:22:02,110
+لم نعمل أي calculation لأننا لم نحسب أي أرقام نرجع
+
+246
+00:22:02,110 --> 00:22:05,450
+الآن لننظر إلى الأرقام ونحاول أن نفهم أي شيء
+
+247
+00:22:05,450 --> 00:22:10,310
+الأرقام اللي طلعت عندما كان بس E3 هو المعلوم كان
+
+248
+00:22:10,310 --> 00:22:15,750
+هكذا أيش معنى هذا الرقم؟ إنه احتماليةإن يكون
+
+249
+00:22:15,750 --> 00:22:19,570
+hypothesis واحدة true عندما كنا نعلم أنها ثلاثة
+
+250
+00:22:19,570 --> 00:22:23,890
+فقط كان احتماليه أنه اربعة وتلاتين والثاني هي
+
+251
+00:22:23,890 --> 00:22:26,390
+hypothesis تقريه اربعة تلاتين وهذا اثنين وتلاتين
+
+252
+00:22:26,390 --> 00:22:32,130
+فانا في يدي two hypotheses فرضيتين لهم نفس المستوى
+
+253
+00:22:32,130 --> 00:22:36,490
+أو نفس القيمة من ناحية الاحتمال بقدر اتوقعهم بنفس
+
+254
+00:22:36,490 --> 00:22:43,950
+النسبة وهذا أقل منه لأن لما أضافنا ال event E واحد
+
+255
+00:22:44,580 --> 00:22:48,340
+يفترض هذه المعلومة الجديدة او هذه الملاحظة الجديدة
+
+256
+00:22:48,340 --> 00:22:53,360
+ترجح كفة أحد الاحتمالات على الأخرى وهذا فعلا اللي
+
+257
+00:22:53,360 --> 00:23:00,600
+طلع هنا ان E2 زادت ال probability تبعته وهذا انخفط
+
+258
+00:23:00,600 --> 00:23:04,520
+و هذا انخفط بشدة أكتر من .. مش كان اربعة تلاتين
+
+259
+00:23:04,520 --> 00:23:08,040
+هذا و بعدين تلاتين هذا انخفط بالنسبة 3% وهذا انخفط
+
+260
+00:23:08,040 --> 00:23:11,560
+بالنسبة كثيرة اللي هي 5.15
+
+261
+00:23:13,750 --> 00:23:18,030
+فقددش احنا معلومات بنجمعها او events المراحضات
+
+262
+00:23:18,030 --> 00:23:22,450
+يعني بنلاحظها بترجح كافة الاحتمالات اللي عندنا لو
+
+263
+00:23:22,450 --> 00:23:28,330
+عندي معلومة واحدة بيصعب ان اميز او ارجح كافة احد
+
+264
+00:23:28,330 --> 00:23:31,790
+الاحتمالات على الاخر احد ال hypotheses على الاخر
+
+265
+00:23:31,790 --> 00:23:36,070
+صح او لا؟ الان لو اتلاحظ لما بعد ذلك دخلنا ال E2
+
+266
+00:23:36,070 --> 00:23:42,480
+في الحسبة صرنا اولا بنضرب مين؟ اربعة اي نعمو هم
+
+267
+00:23:42,480 --> 00:23:45,440
+الباصلة و هم اللي بدخلوا في المقام لأن ايش اللي
+
+268
+00:23:45,440 --> 00:23:49,560
+لاحظ ان واحدة اصبح تباير الصوت مع انه كان عالية و
+
+269
+00:23:49,560 --> 00:23:53,760
+كان على واحد في ظل اي واحد او اي تلاتة لان لما اجى
+
+270
+00:23:53,760 --> 00:23:58,900
+اتنين و اتنين اتنين رجح كافة تمين هذا او هذه هذه
+
+271
+00:23:58,900 --> 00:24:01,880
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+272
+00:24:01,880 --> 00:24:03,200
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+273
+00:24:03,200 --> 00:24:03,360
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+274
+00:24:03,360 --> 00:24:04,280
+هذه هذه هذه
+
+275
+00:24:06,740 --> 00:24:11,640
+Okay الان الكلام لسه ما يبقى نفسي رولز في الموضوع
+
+276
+00:24:11,640 --> 00:24:17,040
+هذه اللي هو ال Bayesian rule في حساب ال
+
+277
+00:24:17,040 --> 00:24:21,640
+probabilities تبعت ايش تبعت ال hypotheses المختلفة
+
+278
+00:24:21,640 --> 00:24:28,240
+في ظل وجود events متعددة طبعا احنا ماعناش وجهة
+
+279
+00:24:28,240 --> 00:24:33,270
+نشوف لو انا عنديلأ احنا احنا عملية لان لأ عملية
+
+280
+00:24:33,270 --> 00:24:36,390
+احنا شوفنا multiple events و multiple hypotheses
+
+281
+00:24:36,390 --> 00:24:41,570
+صح ولا لأ هذا المثال عبارة عن تعدد hypotheses و
+
+282
+00:24:41,570 --> 00:24:49,270
+تعدد events ف .. بس برجعت يعني بقول انههذا الطريقة
+
+283
+00:24:49,270 --> 00:24:53,210
+أو ال method في حساب ال probability بتستند إلى
+
+284
+00:24:53,210 --> 00:24:59,350
+وجود statistics شاملة بدي statistics عن .. prior
+
+285
+00:24:59,350 --> 00:25:03,290
+statistics عن كل ال hypotheses و posterior
+
+286
+00:25:03,290 --> 00:25:07,050
+statistics عن كل واحد من ال hypotheses في ظل كل
+
+287
+00:25:07,050 --> 00:25:12,230
+واحد من ال events هذا الكلام ربما بده أيش؟ بده
+
+288
+00:25:12,230 --> 00:25:19,160
+هيئة الحصاء العامةتجيب البيانات و تجيب لكل شيء
+
+289
+00:25:19,160 --> 00:25:23,960
+تمام؟ عشان هيك احنا مابنقدرش نستخدم ال base and
+
+290
+00:25:23,960 --> 00:25:26,640
+rule إلا إذا توفرت ال statistics ماتوفرش
+
+291
+00:25:26,640 --> 00:25:30,900
+statistics بدنا نستند إلى التخمين تبع ال human
+
+292
+00:25:30,900 --> 00:25:34,680
+expert ال human expert هو بيعطيني certain effect
+
+293
+00:25:34,680 --> 00:25:39,460
+من تجربته بيقول لي إن والله عادة إذا الطالب بيحمل
+
+294
+00:25:39,460 --> 00:25:44,920
+شنطة كده فغالبا هو .. غالبا أو يعني باحتمال كده
+
+295
+00:25:45,170 --> 00:25:48,010
+كلمة احتمال هذه احنا بنتحولها الى رقم زى ما شوفنا
+
+296
+00:25:48,010 --> 00:25:52,690
+في المحاضر القادر بيبقى جدول هنا بيبقى جدول هنا
+
+297
+00:25:52,690 --> 00:25:54,330
+بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى
+
+298
+00:25:54,330 --> 00:25:56,110
+جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول
+
+299
+00:25:56,110 --> 00:25:56,550
+هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا
+
+300
+00:25:56,550 --> 00:25:56,590
+بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى
+
+301
+00:25:56,590 --> 00:25:58,890
+جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول
+
+302
+00:25:58,890 --> 00:26:05,750
+هنا بيبقى جدول هنا بيبقى
+
+303
+00:26:05,750 --> 00:26:14,490
+جدول
+
+304
+00:26:14,490 --> 00:26:18,340
+هنامش هنستخدم ال base in probability هنستخدمها في
+
+305
+00:26:18,340 --> 00:26:22,000
+rule based system احنا الان نحكي عن express system
+
+306
+00:26:22,000 --> 00:26:25,360
+محكيش عن عملية أحصائي و عملية probability و
+
+307
+00:26:25,360 --> 00:26:30,940
+statistics فاحنا بدنا ندمجمسألة ال probability في
+
+308
+00:26:30,940 --> 00:26:34,760
+ال rule based express systems بدنا نعطي زي ما
+
+309
+00:26:34,760 --> 00:26:38,740
+رجعنا زي ما كنا شوفنا قبل هيكة نعطي لل rule في
+
+310
+00:26:38,740 --> 00:26:43,120
+بداية الحكي نعطي لل rule probability وعلى أساس ال
+
+311
+00:26:43,120 --> 00:26:46,820
+probability هذه نحسب الاحتماليات ونعمل inference
+
+312
+00:26:46,820 --> 00:26:51,920
+ونحسب ايش الاستنتاج
+
+313
+00:26:51,920 --> 00:26:54,800
+اللي ممكن نصغله على set of factors
+
+314
+00:26:57,990 --> 00:27:00,590
+أحنا ال certainty factor كان بعتمد على نظرية ال
+
+315
+00:27:00,590 --> 00:27:04,030
+certainty factor certainty factor theory احنا الآن
+
+316
+00:27:04,030 --> 00:27:08,870
+بنعتمد على ال probability في ايش في ال rule based
+
+317
+00:27:08,870 --> 00:27:14,130
+يعني استنادا إلى ال probability بناخد ال
+
+318
+00:27:14,130 --> 00:27:18,210
+probability ونشوف كيف انا ممكن ادمجها في ال rule
+
+319
+00:27:18,210 --> 00:27:20,850
+based express system احنا هناك دمجنا ال certainty
+
+320
+00:27:20,850 --> 00:27:23,710
+factor في ال rule based express system فبديك
+
+321
+00:27:23,710 --> 00:27:26,490
+تركزوا معايا شوية لأن احنا ال rules الآن هنصير
+
+322
+00:27:26,490 --> 00:27:32,770
+شكلهاشوية مختلفة نحكي عن ال rules ال rule البسيطة
+
+323
+00:27:32,770 --> 00:27:36,530
+اللي كانت بتقول اذا today is rain tomorrow is rain
+
+324
+00:27:36,530 --> 00:27:41,830
+او اذا today is dry tomorrow is dry بدنا نعطيها
+
+325
+00:27:41,830 --> 00:27:46,790
+probability و بدنا نعطيها كمان حاجتين اخرى هذا ال
+
+326
+00:27:46,790 --> 00:27:54,050
+rule بتفسير اذا today is rain نعطيهاالرقمين هذول
+
+327
+00:27:54,050 --> 00:27:58,650
+ال ال S و ال ال N و اللي انا بوضحهم ايش هم و ان
+
+328
+00:27:58,650 --> 00:28:02,050
+انا اعطيها برضه كمان ل prior probability هد ال
+
+329
+00:28:02,050 --> 00:28:04,790
+prior probability واضحة ايش معناتها يعني tomorrow
+
+330
+00:28:04,790 --> 00:28:09,150
+is dry هد بتقوللي انه اذا today is dry ف tomorrow
+
+331
+00:28:09,150 --> 00:28:14,290
+is dry باحتمال 50% 50% من هذه اللي بيكون اليوم
+
+332
+00:28:14,290 --> 00:28:17,950
+اللي مافيش فيه مطار بيكون بكرا برضه مافيش فيه مطار
+
+333
+00:28:17,950 --> 00:28:24,680
+صح هد هي استنادة انحصائية و هي أبدااحتمالي و هنا
+
+334
+00:28:24,680 --> 00:28:28,680
+العكس ان اذا today rain بيكون tomorrow is rain
+
+335
+00:28:28,680 --> 00:28:34,880
+فهذا ال priority ايش الان ال Ls و ال Ln هدوله و
+
+336
+00:28:34,880 --> 00:28:38,880
+مين اللي بيحطهم ايش دلالتهم و من وين بنجيبهم احنا
+
+337
+00:28:38,880 --> 00:28:44,340
+ال Ls مقصود بيه هو likelihood of sufficiency هو
+
+338
+00:28:44,340 --> 00:28:50,860
+عبارة عن رقم بيحطه ل human expertبيدلل من خلاله
+
+339
+00:28:50,860 --> 00:28:56,340
+على درجة اعتقاده هو بإنه هذا كلامته إن إذا اليوم
+
+340
+00:28:56,340 --> 00:29:01,200
+رمضان فأمس سيكون رمضان إنه إذا تحقق هذا ال event
+
+341
+00:29:01,200 --> 00:29:07,880
+ماشي هو بيعتقد أن تحققه يصب بشكل قوي في تحقق هذا
+
+342
+00:29:07,880 --> 00:29:12,540
+ال computer هذا يعني ال human expert فال high
+
+343
+00:29:12,540 --> 00:29:17,860
+values of LS اللي هو likelihood of sufficiencyhigh
+
+344
+00:29:17,860 --> 00:29:21,360
+value يعني أكبر من واحد من كتير indicate that the
+
+345
+00:29:21,360 --> 00:29:26,280
+rule strongly supports the hypothesis إذا ال
+
+346
+00:29:26,280 --> 00:29:33,000
+evidence تحقق إذا ال evidence تحقق فاشر فهذا بي ..
+
+347
+00:29:33,000 --> 00:29:37,760
+طيب لو ما تحققش هل معناه ذلك أنه منعدم تماما يعني
+
+348
+00:29:37,760 --> 00:29:41,840
+إذا ما كانش اليوم rain هل منعدم تماما احتمالية أنه
+
+349
+00:29:41,840 --> 00:29:47,400
+بكرا يكون rain لأ ورده وهذا هو اللي جدش وردهبين
+
+350
+00:29:47,400 --> 00:29:52,140
+إيش؟ بنعبر عنها بهذا الرقم هذا الرقم منخفض أقل من
+
+351
+00:29:52,140 --> 00:29:56,200
+واحد هذا الرقم بحقه ال human expert بيقصد فيه إن
+
+352
+00:29:56,200 --> 00:29:59,700
+إيش؟ إن والله في احتمال صح في احتمال إن هذا اللي
+
+353
+00:29:59,700 --> 00:30:04,460
+لم يتحقق إن اليوم مار مار مار مار مار مار مار مار
+
+354
+00:30:04,460 --> 00:30:04,820
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+355
+00:30:04,820 --> 00:30:05,280
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+356
+00:30:05,280 --> 00:30:06,380
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+357
+00:30:06,380 --> 00:30:06,600
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+358
+00:30:06,600 --> 00:30:06,900
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+359
+00:30:06,900 --> 00:30:14,740
+مار مار
+
+360
+00:30:14,740 --> 00:30:22,870
+مار مأقل بكتير من احتمال اقل بكتير من ثقاتنا بإنه
+
+361
+00:30:22,870 --> 00:30:29,070
+انه اذا كان اليوم رين بكرا هيكون رين ماشي هنا ال
+
+362
+00:30:29,070 --> 00:30:32,150
+rule التاني ايش اصلا بيقول today is dry فبكرا dry
+
+363
+00:30:32,150 --> 00:30:39,190
+الرقم هذا 1.6 بيقول بيشير إلى انه ال human expert
+
+364
+00:30:39,190 --> 00:30:44,740
+بيعتقد انه اذا today is dry ففعلا بكرا هيكون dryو
+
+365
+00:30:44,740 --> 00:30:50,440
+ب .. و باش .. و بدرجة يعني توقع شديدة مش شديدة
+
+366
+00:30:50,440 --> 00:30:56,860
+كتير لأنه عمليا عمليا ممكن ييجي أيام كتيرة جدراي و
+
+367
+00:30:56,860 --> 00:31:01,340
+لكن أكتر يبقى rain بس .. بس بالأغلب لو اليوم rain
+
+368
+00:31:01,340 --> 00:31:05,420
+الناس بتتوقع أنه برضه بكرا هيكون rain صح؟ على
+
+369
+00:31:05,420 --> 00:31:09,840
+جانبك في شوية مطره بواجه ماكملتش في اليوم هذا يكون
+
+370
+00:31:09,840 --> 00:31:16,730
+مضايق اللي بدأت نزلهم بكرابس هنا إذا dry يوم اه
+
+371
+00:31:16,730 --> 00:31:23,250
+بنستبعد انه يكون بكرا في رينو okay بس الاحتمال ..
+
+372
+00:31:23,250 --> 00:31:26,970
+الاحتمال انه إذا بكرا dry يكون .. اذا اليوم dry
+
+373
+00:31:26,970 --> 00:31:31,950
+بكرا يكون dry وارد ولكن مش بقوة اللي هو حد المقر و
+
+374
+00:31:31,950 --> 00:31:34,950
+هنا العكسة ليش .. كيف نفهم اللي أعرفه في المجلد
+
+375
+00:31:34,950 --> 00:31:39,410
+الآن انه if today is إيش هي دي في حد ما يكون ال
+
+376
+00:31:39,410 --> 00:31:43,510
+evidence falseفى حال ما يكون ال rain ايش يعني ال
+
+377
+00:31:43,510 --> 00:31:46,650
+even و اتفوز يعني today is rain فى حال ما يكون ال
+
+378
+00:31:46,650 --> 00:31:49,930
+rain ايش احتمال ان يكون بكرا دلوقت واردة بس
+
+379
+00:31:49,930 --> 00:31:55,890
+بالنسبة ايش اربعين في المية تقريبا احتمال يكون
+
+380
+00:31:55,890 --> 00:32:01,100
+بالنسبة خمسين في الدنيالأ هذه الشرقية ال 50% هذه
+
+381
+00:32:01,100 --> 00:32:03,740
+اللي هي بدون اي شروط بدون اي evidence فماذا يعني
+
+382
+00:32:03,740 --> 00:32:06,920
+شريط الخمسة في point 3؟ الخمسة هذه انه بصفة عامة
+
+383
+00:32:06,920 --> 00:32:10,260
+احنا دلوقتي هم الخمسة هذه انهم ال experts بالظبط
+
+384
+00:32:10,260 --> 00:32:13,620
+هذه initial priority ممكن تيجي من ال statistics او
+
+385
+00:32:13,620 --> 00:32:18,160
+تنحط عشوائيا هتتعدل مع الاش مع الحسب بناء على
+
+386
+00:32:18,160 --> 00:32:22,680
+المقاطيات اللي هنا فالان خلّي بالك ال system هذاهو
+
+387
+00:32:22,680 --> 00:32:30,080
+يشتغل بال rules هذه ال rules بدأت نحط هذه ال rule
+
+388
+00:32:30,080 --> 00:32:31,740
+بقى مواحدة رقم اتنين اللي قبلها رقم اتنين اللي
+
+389
+00:32:31,740 --> 00:32:32,120
+قبلها رقم اتنين اللي قبلها رقم اتنين اللي قبلها
+
+390
+00:32:32,120 --> 00:32:34,900
+رقم اتنين اللي قبلها رقم اتنين اللي قبلها رقم
+
+391
+00:32:34,900 --> 00:32:35,940
+اتنين اللي قبلها رقم اتنين اللي قبلها رقم اتنين
+
+392
+00:32:35,940 --> 00:32:36,400
+اللي قبلها رقم اتنين اللي قبلها رقم اتنين اللي
+
+393
+00:32:36,400 --> 00:32:41,380
+رقم اتنين اللي قبلها رقم اتنين اللي قبلها رقم
+
+394
+00:32:41,380 --> 00:32:49,960
+اتنين اللي قبلها رقم
+
+395
+00:32:49,960 --> 00:32:57,590
+القى ان رول الطبقات يجب ان يستنتج منها بس استنتاج
+
+396
+00:32:57,590 --> 00:33:03,450
+هذا يجب ان يحسب له ال probability تبعته ال
+
+397
+00:33:03,450 --> 00:33:07,630
+probability تبعته المبدئية هي نص هذا ال rule لكن
+
+398
+00:33:07,630 --> 00:33:13,290
+بناء على الكلام هذا يجب ان تتغير القيمة هذا سنشوف
+
+399
+00:33:13,290 --> 00:33:18,070
+الآن المثال هذا بس بدنا نطلع على خطوات لازم تنعمل
+
+400
+00:33:18,070 --> 00:33:27,540
+اللي هي اول حاجةإنه إحنا عشان نحسب ال consequence
+
+401
+00:33:27,540 --> 00:33:32,860
+تبع ال rules إيش ال probability تبعته أنا عندي
+
+402
+00:33:32,860 --> 00:33:38,600
+rule و ال rule هذه fires ال rule واحد بدها تتنفس
+
+403
+00:33:38,600 --> 00:33:43,040
+تتنفس يعني بده أستنتج الاستنتاج تبعها بس لازم
+
+404
+00:33:43,040 --> 00:33:48,260
+أحسبله ال probability تبعته ولا لأعشان أحسب ال
+
+405
+00:33:48,260 --> 00:33:51,380
+probability تبعه لازم أحسب حاجة اسمها ال prior
+
+406
+00:33:51,380 --> 00:33:56,780
+odds ال prior odds هي عبارة عن ال prior
+
+407
+00:33:56,780 --> 00:34:01,560
+probability اللي في ال rule باخدها على واحد ناقص
+
+408
+00:34:01,560 --> 00:34:07,080
+نفسه بعدين بحسب ال posterior odds اللي هي زي ال
+
+409
+00:34:07,080 --> 00:34:12,720
+posterior probability بس عادى الآن بحسبها بناء على
+
+410
+00:34:12,720 --> 00:34:16,300
+هل ال event true و لا ال event false إذا ال event
+
+411
+00:34:16,300 --> 00:34:20,340
+trueبستخدم ال ال S إذا كان ال event false بستخدم
+
+412
+00:34:20,340 --> 00:34:23,480
+ال ال N لأن هذا الأرقام محطوطة لهذا الغرض هذا
+
+413
+00:34:23,480 --> 00:34:27,860
+الرقم محطوط في حالة ما يكون ال event true يعني
+
+414
+00:34:27,860 --> 00:34:32,780
+دلالته هي إذا كان ال event true وهذا دلالته إذا
+
+415
+00:34:32,780 --> 00:34:37,220
+كان ال event false بعدين بحسب الرقم اللي بديه
+
+416
+00:34:37,220 --> 00:34:41,420
+الرقم اللي بديه هو أنه أنا الآن بديه بحسب ال
+
+417
+00:34:41,420 --> 00:34:47,340
+hypothesis عالم ال event Eخلّينا نطلع على مثالة
+
+418
+00:34:47,340 --> 00:34:52,400
+عسرية اللي هو انه الان ال system بيشتغل و بيعمل
+
+419
+00:34:52,400 --> 00:34:56,200
+dialogue مع ال user و بيسأله اول سؤال what is the
+
+420
+00:34:56,200 --> 00:35:00,500
+weather today what is the weather today rain جاله
+
+421
+00:35:00,500 --> 00:35:04,220
+rain الان مين من ال rules في ال condition تبعها
+
+422
+00:35:04,220 --> 00:35:11,260
+بتقول today is rain هذولة أصلا تمام فالان اول rule
+
+423
+00:35:11,260 --> 00:35:17,540
+بتطبقليه ال rule بقى واحدعشان تتطبق سنستنتج ان
+
+424
+00:35:17,540 --> 00:35:21,100
+tomorrow is rain بس يا تورا ايش ال probability هذه
+
+425
+00:35:21,100 --> 00:35:27,400
+مبدئية لازم تتعدل الان بناء على ال AS و ال LN تمام
+
+426
+00:35:27,400 --> 00:35:32,280
+فبناء على rule رقم واحد لنفتش كلنا اول حاجة نحسب
+
+427
+00:35:32,280 --> 00:35:37,760
+اللي هو ال prior odds اللي
+
+428
+00:35:37,760 --> 00:35:41,840
+هو O of H بعدين نحسب ال posterior
+
+429
+00:35:45,200 --> 00:35:51,240
+Ups اللي هو probability of H أسف ال big O of H
+
+430
+00:35:51,240 --> 00:35:57,580
+given E وبعدين بنحسب اللي هو ال prior probability
+
+431
+00:35:57,580 --> 00:36:08,660
+أسف posterior probability اللي
+
+432
+00:36:08,660 --> 00:36:13,560
+هي probability of H given Eهذا الكلام هو اللي انا
+
+433
+00:36:13,560 --> 00:36:17,000
+في الاخر بدي اصله لانه عمليا ال rule ده يقول ال
+
+434
+00:36:17,000 --> 00:36:20,680
+event حدث وبالتالي تقدر تستنتج ال hypothesis هذا
+
+435
+00:36:20,680 --> 00:36:25,100
+ال event وهذا ال hypothesis بس انا بدي احصل من ال
+
+436
+00:36:25,100 --> 00:36:29,780
+probability تبع هذا الاستنتاج فأول حاجة اللي هو
+
+437
+00:36:29,780 --> 00:36:38,100
+probability of ان tomorrow is rain اي tomorrow بدي
+
+438
+00:36:38,100 --> 00:36:46,320
+ارمزها ب W و today بدي ارمزها ب DRain بساوي جدّيش
+
+439
+00:36:46,320 --> 00:36:50,500
+كانت ال probability في الغاية اللي هي 0.5 على 1
+
+440
+00:36:50,500 --> 00:36:54,940
+نقل 0 بطلع 1 الان هذا في ايش من زمني زمني دلوقت ان
+
+441
+00:36:54,940 --> 00:36:57,820
+انا بدي احسب ال posterior ال posterior ال odds هي
+
+442
+00:36:57,820 --> 00:37:06,340
+عبارة عن ايش هي عبارة عن واحد من اتنين اما ال ال
+
+443
+00:37:06,340 --> 00:37:14,020
+OH مضروبة في Ls او مضروبة في Lnوقت ايش بضرب في ال
+
+444
+00:37:14,020 --> 00:37:17,100
+S ووقت ايش بضرب في ال N اذا كان ال event true
+
+445
+00:37:17,100 --> 00:37:21,600
+بضربها في ال S صح انا اندي ال event true ولا لأ
+
+446
+00:37:21,600 --> 00:37:25,000
+انه today ليه true لأ رايحن اه لأنه انا اجاب اجاوب
+
+447
+00:37:25,000 --> 00:37:30,640
+ال user اللي جالبيني فبضرب في ايش في ال S ال L S
+
+448
+00:37:30,640 --> 00:37:37,680
+جديش نين و نص مظبوط اتنين و نص في مين بضرب في ال
+
+449
+00:37:37,680 --> 00:37:40,860
+watch لان حساب اللي انا ليه ال one بتلع two point
+
+450
+00:37:40,860 --> 00:37:46,280
+fiveماشي الحال الان وصلت للمقطة الأخيرة اللي هي
+
+451
+00:37:46,280 --> 00:37:52,700
+probability of H given E اللي هي عبارة عن ايش؟
+
+452
+00:37:52,700 --> 00:37:59,580
+اللي هي عبارة عن هذا على واحد زائد نفسه صح؟ 2.5
+
+453
+00:37:59,580 --> 00:38:06,500
+على واحد زائد 2.5 يساوي 2.5 على 3.5 يساوي اللي هو
+
+454
+00:38:06,500 --> 00:38:14,670
+0.7 شو هذا الرقم؟ probability جديدلهذا الاحتمال او
+
+455
+00:38:14,670 --> 00:38:19,670
+لهذا ال hypothesis صح؟ لأن انا بسجل هذه الدي انه
+
+456
+00:38:19,670 --> 00:38:26,790
+ال hypothesis H اللي هو ان tomorrow tomorrow is
+
+457
+00:38:26,790 --> 00:38:33,670
+غير ال probability تبعته فهذا الكلام بساوي 0.71
+
+458
+00:38:33,670 --> 00:38:40,000
+تمام؟ اه السؤالأنا كنت أوضح الشغل اللي عرضته ليه
+
+459
+00:38:40,000 --> 00:38:42,020
+هيما ال X بيبقى مشهور حتى اللي اتنين ما بصوا اللي
+
+460
+00:38:42,020 --> 00:38:45,000
+.. صحيح صحيح صحيح ال point 6 برضه لإبتبار أنه
+
+461
+00:38:45,000 --> 00:38:48,600
+force يعني اللي بيحكي لك ممكن تمطر بس بالنسبة أقل
+
+462
+00:38:48,600 --> 00:38:56,200
+بيحكيلي أنه إذا ما مطرتش اليوم هذا ال LN اللي هو
+
+463
+00:38:56,200 --> 00:39:02,140
+likelihood of necessity هو مؤشر على أنه لو ماحدثش
+
+464
+00:39:02,140 --> 00:39:06,210
+ال event هذافي حالة غيارة ال event هل بقدر أستنتج
+
+465
+00:39:06,210 --> 00:39:13,490
+و ب .. أستنتج نفس ال situation و بأي نسبة؟ هذا أنه
+
+466
+00:39:13,490 --> 00:39:21,060
+إذا حدث بقدر أستنتج بنسبة .. بقوة هجدةهذه درجة قوة
+
+467
+00:39:21,060 --> 00:39:25,980
+الاعتقاد ال human expert بيعتقد انه هذا مؤدي لهذا
+
+468
+00:39:25,980 --> 00:39:30,960
+بدرجة كبيرة عشانها كحط 2.5 بينما في نفس الوقت
+
+469
+00:39:30,960 --> 00:39:35,580
+بيعتقد انه حتى لو ماحدثتش برضه ممكن يحدث ال event
+
+470
+00:39:35,580 --> 00:39:45,780
+ولكن هو اعتقاده ضعيف 6 من 6 من 10 خلي بالك انا في
+
+471
+00:39:45,780 --> 00:39:51,350
+هنا slide فلتتهاوهي ان هذه ال ال S و ال ال M انا
+
+472
+00:39:51,350 --> 00:39:55,430
+استطيع اشتقهم من ال statistics لو عندنا statistics
+
+473
+00:39:58,860 --> 00:40:03,100
+لو عندنا statistics نستطيع انه يقول ال human
+
+474
+00:40:03,100 --> 00:40:06,940
+expert يعطيك العافية تماما وانا بقدر اخد ال
+
+475
+00:40:06,940 --> 00:40:10,400
+likelihood values هذه بناء على ال statistics بس
+
+476
+00:40:10,400 --> 00:40:14,260
+احنا ليش قولناها لو مافيش statistics و غالبا مش
+
+477
+00:40:14,260 --> 00:40:17,200
+هيبقى فيه statistics انا مابقدر اجيب statistics في
+
+478
+00:40:17,200 --> 00:40:20,720
+كل مجال بدي اعمل فيه expert system اللي هي ال
+
+479
+00:40:20,720 --> 00:40:24,900
+statistics حاضرة وحاضرة لكل ال events المحتملة وكل
+
+480
+00:40:24,900 --> 00:40:29,550
+ال hypothesis المحتملة صح hypothesis المحتملةفانا
+
+481
+00:40:29,550 --> 00:40:33,750
+بستعيد عن ذلك بال human expert اللي شغال في هذا
+
+482
+00:40:33,750 --> 00:40:37,150
+المجال الدقيق و بقوله اعطيني ال values هذه اعطيني
+
+483
+00:40:37,150 --> 00:40:40,850
+ال rules و حطلي لكل rule ال likelihood values تبع
+
+484
+00:40:40,850 --> 00:40:49,450
+ال necessity
+
+485
+00:40:49,450 --> 00:40:55,130
+و
+
+486
+00:40:55,130 --> 00:41:00,430
+ال sufficiencyأو نكمل كمان خطواتين من المثال وصلنا
+
+487
+00:41:00,430 --> 00:41:04,570
+احنا لهناك حلو هذا الاستنتاج ان tomorrow is rain
+
+488
+00:41:04,570 --> 00:41:09,930
+متوقع بنسبة 71% طيب ايش رأيكوا انه انا الان رول
+
+489
+00:41:09,930 --> 00:41:16,110
+رقم واحد مش هي اللي لحالها بقدر ايش اعملها firing
+
+490
+00:41:16,110 --> 00:41:22,790
+ال express system ممكن يعمل firing لمينده رول رقم
+
+491
+00:41:22,790 --> 00:41:27,430
+اتنين ايضا معين رول رقم اتنين بتشترط الشرط تبعها
+
+492
+00:41:27,430 --> 00:41:36,310
+ان اليوم مدرس دراي اليوم مدرس دراي صح ؟ ايوة انا
+
+493
+00:41:36,310 --> 00:41:41,870
+الان برضه انظر الى dry هذا على انه لم يتحقق و احسب
+
+494
+00:41:41,870 --> 00:41:49,810
+الاستنتاج هذا بناء على ال LN لأ انا مش عندي rain
+
+495
+00:41:49,810 --> 00:41:54,460
+ال event اللي عندي هو rainلما شرين عكس ال dry ايش
+
+496
+00:41:54,460 --> 00:41:59,600
+معنى ذلك انا dry لم يتحقق يبقى بقدر احسب الاستنتاج
+
+497
+00:41:59,600 --> 00:42:06,600
+هذا على أساس من ال LN احنا ايش قلنا اصلا ال LN ايش
+
+498
+00:42:06,600 --> 00:42:10,560
+وظيفته انه اذا لم يتحقق الشرط هنا فهو الرقم الواحد
+
+499
+00:42:10,560 --> 00:42:13,240
+كان متحقق مرتين ماحسبناش على أساسه حسبنا على أساس
+
+500
+00:42:13,240 --> 00:42:17,880
+ال LS ال LS الان فهو الرقم اتنين انا بدي اش انظر
+
+501
+00:42:17,880 --> 00:42:21,500
+ال dry على انه لم يتحقق لأنه في انيريت و احسبها
+
+502
+00:42:21,500 --> 00:42:25,320
+على أساسفهذا هو اللي عامله هنا بالظبط اللي هو جلّك
+
+503
+00:42:25,320 --> 00:42:28,000
+إيه إيش إن اليوم مطلوب هو مفهوم ان اليوم مطلوب
+
+504
+00:42:28,000 --> 00:42:32,060
+فراحتها حسب ال .. ال odds على أساس إيش أو .. أو ..
+
+505
+00:42:32,060 --> 00:42:35,220
+ال odds دايما هي حسب ال .. ال .. ال .. ال prior
+
+506
+00:42:35,220 --> 00:42:38,740
+odds لما عاشها حسب ال posterior odds ال posterior
+
+507
+00:42:38,740 --> 00:42:41,480
+odds حسبها على أساس ال .. ال .. ال .. ال .. اللي
+
+508
+00:42:41,480 --> 00:42:46,580
+هو إن اليوم مطلوب اليوم مطلوب هذا اليوم مطلوب عكس
+
+509
+00:42:46,580 --> 00:42:52,490
+اليوم مطلوب و طلها الاربعية الآن حسب ال .. إيشمن
+
+510
+00:42:52,490 --> 00:42:55,910
+الـ posterior odds حسب الـ posterior probability
+
+511
+00:42:55,910 --> 00:42:59,130
+اللي هي الأربع على واحد زاد أربع و عشر على واحد
+
+512
+00:42:59,130 --> 00:43:00,250
+زاد أربع و عشر و أربع و عشر و أربع و أربع و أربع و
+
+513
+00:43:00,250 --> 00:43:01,270
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+514
+00:43:01,270 --> 00:43:02,370
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+515
+00:43:02,370 --> 00:43:02,410
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+516
+00:43:02,410 --> 00:43:04,070
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+517
+00:43:04,070 --> 00:43:05,790
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+518
+00:43:05,790 --> 00:43:18,750
+أربع و أربع و أربع و أربع و أربع و أربع و
+
+519
+00:43:18,750 --> 00:43:24,190
+ألو انا طلعت اليوم ريد تمام بالنسبة معينة طلعت
+
+520
+00:43:24,190 --> 00:43:31,770
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+521
+00:43:31,770 --> 00:43:33,650
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+522
+00:43:33,650 --> 00:43:35,130
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+523
+00:43:35,130 --> 00:43:37,750
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+524
+00:43:37,750 --> 00:43:39,970
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+525
+00:43:39,970 --> 00:43:41,830
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+526
+00:43:42,530 --> 00:43:45,970
+هذا درجة طبعا بس هو كلامك صحيح الآن لأن وهم دي انا
+
+527
+00:43:45,970 --> 00:43:48,590
+استقاد نتج عن two rules و ال two rules اللي هو
+
+528
+00:43:48,590 --> 00:43:56,030
+واحد عكس التاني صح؟ اه فاحنا الآن في السؤال التالي
+
+529
+00:43:56,030 --> 00:43:59,390
+في ال dialogue بكمل الأسئلة و بسأل ال user عنه
+
+530
+00:43:59,390 --> 00:44:04,610
+اللي هي rainfall جداش ال rainfall مستوى ال low ولا
+
+531
+00:44:04,610 --> 00:44:10,040
+كده ولا high ولا تمام low و بعد هي كده وبالتاليهذه
+
+532
+00:44:10,040 --> 00:44:13,700
+نفس الكلام اللي كنا في الحالة الأولى في حالة ال
+
+533
+00:44:13,700 --> 00:44:17,260
+certainty factors فهي عندي rain وهي عندي low
+
+534
+00:44:17,260 --> 00:44:20,160
+فاتحققت من ال rule تلاتة وبناء على ال rule تلاتة
+
+535
+00:44:20,160 --> 00:44:26,840
+الآن بدي ريد حساب من استنتج نضرائي هذا ال rule
+
+536
+00:44:26,840 --> 00:44:31,640
+ضرائي بس بدي ريد حساب اللي هو probability تبع هذا
+
+537
+00:44:31,640 --> 00:44:37,880
+الاستنتاج فبطلع معاه بعد هيك ايش 80%فكامر انه في
+
+538
+00:44:37,880 --> 00:44:43,320
+صار في اليوم rainfall ولكنه مانخفض فرفع احتمالية
+
+539
+00:44:43,320 --> 00:44:49,100
+انه بكر rain dry ولكن بلت احتمالية انه rain لان
+
+540
+00:44:49,100 --> 00:44:52,920
+هدولة بيجمعوا بيجمعوش صح لان صار في عندي هذه
+
+541
+00:44:52,920 --> 00:44:55,720
+الكلام جاي على تلاتة rules و تلاتة rules لان في
+
+542
+00:44:55,720 --> 00:45:00,120
+مقاييات مختلفة مش انه واحدة عكس التانيةأنا بقدر
+
+543
+00:45:00,120 --> 00:45:04,180
+أسيبكوا اتكملوا انتوا لحالكوا على ال example هذا و
+
+544
+00:45:04,180 --> 00:45:09,720
+تشوفوا كيف تحسوا بيها بتستمتعوا و المحاضرة الجاي
+
+545
+00:45:09,720 --> 00:45:13,400
+ان شاء الله بكون محاضرلكوا exercise exercise
+
+546
+00:45:13,400 --> 00:45:17,420
+تتحلوا لوحدكم طبعا فإحنا عمليا من الآن بنكون خلصنا
+
+547
+00:45:17,420 --> 00:45:25,000
+ال slides هذي ايش كلها؟ اي نعم كلها و بنكون وقفنا
+
+548
+00:45:25,000 --> 00:45:32,760
+في ال .. في ال sequence تبعتناعند هذا هذا ال band
+
+549
+00:45:32,760 --> 00:45:36,380
+انا زي ما قولت هذا ال band انا هترككوا يا انتوا
+
+550
+00:45:36,380 --> 00:45:41,680
+مراجعة عامة لكلام اللي أخدتوه في ال probability و
+
+551
+00:45:41,680 --> 00:45:45,680
+ابتدا احنا بيكونوا و أقفنا هنا المحمد جايب ب ..
+
+552
+00:45:45,680 --> 00:45:49,860
+بيعطيكوا exercise و بحكي في النقطتين الأخرانية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ff8bf254e49beb8811c5987b790d467c1d0d7bf
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4018, "start": 20.7, "end": 40.18, "text": "بسم الله الرحمن الرحيم اليوم بنكمل على نفس موضوع المحاضرة الماضية اللي هو ال uncertainty management and more basics for systems وهذه هي المحاضرة التانية في هذا الموضوع المحاضرة الأولى كانت في ال certainty factor theory", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 44945, 24793, 1211, 15844, 8717, 36178, 3714, 2407, 11242, 45367, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 13672, 1829, 31439, 2423, 15697, 4592, 293, 544, 14688, 337, 3652, 37037, 24192, 39896, 9673, 5016, 46958, 25720, 16712, 7649, 10632, 8978, 23758, 9673, 2407, 11242, 45367, 9673, 5016, 46958, 25720, 16247, 12610, 7578, 25961, 2655, 8978, 2423, 27022, 5952, 5261], "avg_logprob": -0.14073660480124608, "compression_ratio": 1.7409326424870466, "no_speech_prob": 8.344650268554688e-07, "words": [{"start": 20.7, "end": 21.08, "word": "بسم", "probability": 0.8642578125}, {"start": 21.08, "end": 21.24, "word": " الله", "probability": 0.9697265625}, {"start": 21.24, "end": 21.54, "word": " الرحمن", "probability": 0.9654947916666666}, {"start": 21.54, "end": 21.94, "word": " الرحيم", "probability": 0.98095703125}, {"start": 21.94, "end": 23.2, "word": " اليوم", "probability": 0.776611328125}, {"start": 23.2, "end": 24.16, "word": " بنكمل", "probability": 0.9339192708333334}, {"start": 24.16, "end": 25.16, "word": " على", "probability": 0.87109375}, {"start": 25.16, "end": 25.52, "word": " نفس", "probability": 0.962890625}, {"start": 25.52, "end": 26.06, "word": " موضوع", "probability": 0.960693359375}, {"start": 26.06, "end": 26.72, "word": " المحاضرة", "probability": 0.97021484375}, {"start": 26.72, "end": 27.18, "word": " الماضية", "probability": 0.9684244791666666}, {"start": 27.18, "end": 27.4, "word": " اللي", "probability": 0.775634765625}, {"start": 27.4, "end": 27.8, "word": " هو", "probability": 0.9755859375}, {"start": 27.8, "end": 28.34, "word": " ال", "probability": 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صار ان الاستنتاجات أصبح بكل استنتاج كيف بينحسب وكيف بأنه بيصبح في عندي انا ممكن اكتر من استنتاج في قانون واحد بقدر استنتاج ان tomorrow is rain و tomorrow is dry ولكن بالنسبة متفاوتة", "tokens": [2304, 19913, 3555, 2407, 9566, 4032, 8592, 38688, 8315, 9122, 33911, 16472, 2423, 27022, 5952, 5296, 15042, 11778, 9778, 1211, 15844, 2423, 4474, 5296, 15042, 20328, 9640, 2655, 2423, 4474, 4724, 1829, 11242, 31845, 45595, 11296, 27022, 5952, 1975, 1829, 8592, 8032, 6027, 10721, 49115, 15844, 6225, 42213, 10632, 2423, 38253, 4032, 4117, 33911, 20328, 9640, 16472, 42963, 14851, 29399, 26108, 9307, 5551, 9381, 49628, 4724, 28820, 44713, 29399, 26108, 9122, 33911, 49374, 5016, 35457, 4032, 4117, 33911, 4724, 33456, 3224, 4724, 1829, 9381, 49628, 8978, 18871, 16254, 1975, 8315, 3714, 43020, 1975, 4117, 2655, 2288, 9154, 44713, 29399, 26108, 8978, 12174, 7649, 11536, 36764, 24401, 4724, 28543, 2288, 44713, 29399, 26108, 16472, 4153, 307, 4830, 4032, 4153, 307, 4016, 35525, 19452, 20666, 1863, 35457, 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Bayesian reasoning احنا نرجع مرة تانية برضه ال rules اللي اننا بنضيف عليها", "tokens": [1829, 5172, 2655, 43042, 14739, 8315, 8717, 3615, 28480, 11296, 8978, 2423, 12523, 4032, 8978, 2423, 8482, 4032, 8717, 28543, 2288, 8717, 3215, 9778, 1211, 15844, 2423, 7840, 42434, 21577, 3714, 3555, 33599, 25720, 2423, 7840, 42434, 21577, 3714, 3555, 33599, 25720, 13672, 1829, 31439, 8608, 4117, 8592, 1863, 6055, 1211, 9307, 3660, 6055, 1211, 9307, 3660, 46811, 10943, 8978, 2423, 7840, 42434, 21577, 1975, 5016, 8315, 8717, 47341, 3615, 3714, 25720, 6055, 7649, 10632, 4724, 43042, 3224, 2423, 4474, 13672, 1829, 16472, 8315, 44945, 11242, 33911, 25894, 11296], "avg_logprob": -0.28611110183927746, "compression_ratio": 1.7342995169082125, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 152.13, "end": 153.03, "word": "يفترض", "probability": 0.74420166015625}, {"start": 153.03, "end": 153.33, "word": " أننا", "probability": 0.41815185546875}, {"start": 153.33, "end": 153.89, "word": " 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مثال عملي على هذا و بعدين بنرجع لل formula هذا اللي انا قاعد هنا في المثال هذا ايش اللي هن", "tokens": [40228, 22653, 3714, 9566, 46152, 2423, 1073, 41298, 4032, 2304, 9566, 46152, 2423, 49969, 4032, 4117, 15730, 2280, 18863, 35457, 3660, 4724, 1829, 9381, 49628, 16472, 1975, 8315, 4724, 16254, 1975, 7435, 1829, 3555, 8717, 36178, 2423, 28820, 10943, 13672, 1829, 6055, 33753, 4032, 16490, 20292, 8315, 8717, 8592, 38688, 50113, 6027, 6225, 2304, 20292, 15844, 23758, 4032, 39182, 9957, 44945, 47341, 3615, 24976, 8513, 23758, 13672, 1829, 1975, 8315, 12174, 995, 22488, 34105, 8978, 9673, 12984, 6027, 23758, 1975, 1829, 8592, 13672, 1829, 8032, 1863], "avg_logprob": -0.36027297617375165, "compression_ratio": 1.7258883248730965, "no_speech_prob": 0.0, "words": [{"start": 800.21, "end": 800.65, "word": "يعني", "probability": 0.87353515625}, {"start": 800.65, "end": 801.03, "word": " مطلب", "probability": 0.8268229166666666}, {"start": 801.03, "end": 801.17, "word": " ال", "probability": 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"word": " H1", "probability": 0.8935546875}, {"start": 881.06, "end": 881.8, "word": " لحد", "probability": 0.4376220703125}, {"start": 881.8, "end": 882.14, "word": " حدوث", "probability": 0.96142578125}, {"start": 882.14, "end": 882.28, "word": " ال", "probability": 0.765625}, {"start": 882.28, "end": 882.54, "word": " event", "probability": 0.90966796875}, {"start": 882.54, "end": 883.42, "word": " E1", "probability": 0.61669921875}, {"start": 883.42, "end": 885.44, "word": " إذا", "probability": 0.899658203125}, {"start": 885.44, "end": 887.02, "word": " إذا", "probability": 0.629150390625}, {"start": 887.02, "end": 887.64, "word": " إيش", "probability": 0.8225911458333334}, {"start": 887.64, "end": 888.04, "word": " احتمال", "probability": 0.898193359375}, {"start": 888.04, "end": 888.4, "word": " إذا", "probability": 0.83740234375}, {"start": 888.4, "end": 888.82, "word": " عُلم", "probability": 0.6669108072916666}, {"start": 888.82, "end": 889.0, "word": " ال", "probability": 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"text": "هو عبارة عن الـ posterior probability للأمين لهذه ال hypothesis مع event واحد و اللي بعده مع event اتنين و اللي بعده مع event تلاتة ماهو المطلوب المطلوب ان انا احسب اذا علم ال evidence ال E واحد و E اتنين اذا علم ال evidence الفلاني ايش احتمالية انه ايش ان يكون هذا ال hypothesis true", "tokens": [3224, 2407, 6225, 3555, 9640, 3660, 18871, 2423, 39184, 33529, 8482, 24976, 10721, 2304, 9957, 46740, 24192, 2423, 17291, 20449, 2280, 36764, 24401, 4032, 13672, 1829, 39182, 3224, 20449, 2280, 1975, 2655, 1863, 9957, 4032, 13672, 1829, 39182, 3224, 20449, 2280, 6055, 1211, 9307, 3660, 19446, 3224, 2407, 9673, 9566, 1211, 37746, 9673, 9566, 1211, 37746, 16472, 1975, 8315, 1975, 5016, 35457, 1975, 15730, 11203, 2304, 2423, 4467, 2423, 462, 36764, 24401, 4032, 462, 1975, 2655, 1863, 9957, 1975, 15730, 11203, 2304, 2423, 4467, 27188, 1211, 7649, 1829, 1975, 1829, 8592, 1975, 33753, 2304, 6027, 10632, 16472, 3224, 1975, 1829, 8592, 16472, 7251, 30544, 23758, 2423, 17291, 2074], "avg_logprob": -0.26376146570258185, "compression_ratio": 1.9728506787330318, "no_speech_prob": 0.0, "words": [{"start": 916.21, "end": 916.51, "word": "هو", "probability": 0.818115234375}, {"start": 916.51, "end": 916.89, "word": " عبارة", "probability": 0.8109130859375}, {"start": 916.89, "end": 917.33, "word": " عن", "probability": 0.99755859375}, {"start": 917.33, "end": 918.07, "word": " الـ", "probability": 0.568115234375}, {"start": 918.07, "end": 918.69, "word": " posterior", "probability": 0.79736328125}, {"start": 918.69, "end": 919.43, "word": " probability", "probability": 0.9521484375}, {"start": 919.43, "end": 920.13, "word": " للأمين", "probability": 0.527862548828125}, {"start": 920.13, "end": 921.31, "word": " لهذه", "probability": 0.76171875}, {"start": 921.31, "end": 921.65, "word": " ال", "probability": 0.8876953125}, {"start": 921.65, "end": 922.07, "word": " hypothesis", "probability": 0.58935546875}, {"start": 922.07, "end": 922.51, "word": " مع", "probability": 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"end": 932.97, "word": " ال", "probability": 0.427734375}, {"start": 932.97, "end": 933.23, "word": " E", "probability": 0.45556640625}, {"start": 933.23, "end": 933.89, "word": " واحد", "probability": 0.797607421875}, {"start": 933.89, "end": 934.01, "word": " و", "probability": 0.48779296875}, {"start": 934.01, "end": 934.01, "word": " E", "probability": 0.82861328125}, {"start": 934.01, "end": 934.27, "word": " اتنين", "probability": 0.944580078125}, {"start": 934.27, "end": 934.49, "word": " اذا", "probability": 0.857666015625}, {"start": 934.49, "end": 934.85, "word": " علم", "probability": 0.958984375}, {"start": 934.85, "end": 934.97, "word": " ال", "probability": 0.96337890625}, {"start": 934.97, "end": 935.37, "word": " evidence", "probability": 0.95458984375}, {"start": 935.37, "end": 936.61, "word": " الفلاني", "probability": 0.8531494140625}, {"start": 936.61, "end": 937.19, "word": " ايش", "probability": 0.8719075520833334}, {"start": 937.19, "end": 938.19, "word": " احتمالية", "probability": 0.98525390625}, {"start": 938.19, "end": 939.55, "word": " انه", "probability": 0.789306640625}, {"start": 939.55, "end": 939.93, "word": " ايش", "probability": 0.8312174479166666}, {"start": 939.93, "end": 941.31, "word": " ان", "probability": 0.77392578125}, {"start": 941.31, "end": 941.65, "word": " يكون", "probability": 0.958251953125}, {"start": 941.65, "end": 942.13, "word": " هذا", "probability": 0.6142578125}, {"start": 942.13, "end": 942.45, "word": " ال", "probability": 0.97119140625}, {"start": 942.45, "end": 943.05, "word": " hypothesis", "probability": 0.9599609375}, {"start": 943.05, "end": 943.93, "word": " true", "probability": 0.6796875}], "temperature": 1.0}, {"id": 34, "seek": 97086, "start": 944.56, "end": 970.86, "text": "ماذا هو probability أن هذا ال hypothesis true إلى أولم ال evidence هذا بعد قليل سنفترض أنه كأولم هذا ثم بعد قليل طلع ظهر ال evidence الآخر يعني عندي بدي أحسب ال hypothesis في حالة ال what؟ في حالة ال two events ما هم 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1277.18, "end": 1305.94, "text": "هذه الـ prior وهذه ال posterior تبع h1 وهذه ال posterior تبع h1 معناه e3 ليه هذا وh1 ليها هذول تلت مقابلة الضغط هذا البسط الأول واللي مقابلهم البسط التاني واللي مقابلهم البسط التالت صح ولا لأ هاي بدى أروح ال slide هاي البسط الأول", "tokens": [3224, 24192, 2423, 39184, 4059, 37037, 24192, 2423, 33529, 6055, 3555, 3615, 276, 16, 37037, 24192, 2423, 33529, 6055, 3555, 3615, 276, 16, 20449, 8315, 3224, 308, 18, 32239, 3224, 23758, 4032, 71, 16, 32239, 11296, 8032, 8848, 12610, 6055, 1211, 2655, 3714, 4587, 16758, 37977, 6024, 114, 17082, 9566, 23758, 29739, 3794, 9566, 16247, 12610, 16070, 20292, 3714, 4587, 16758, 1211, 16095, 29739, 3794, 9566, 16712, 7649, 1829, 16070, 20292, 3714, 4587, 16758, 1211, 16095, 29739, 3794, 9566, 16712, 6027, 2655, 20328, 5016, 49429, 5296, 10721, 8032, 47302, 47525, 7578, 5551, 32887, 5016, 2423, 4137, 8032, 47302, 29739, 3794, 9566, 16247, 12610], "avg_logprob": -0.375300494237588, "compression_ratio": 2.088397790055249, 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أي calculation لأننا لم نحسب أي أرقام نرجع الآن لننظر إلى الأرقام ونحاول أن نفهم أي شيء الأرقام اللي طلعت عندما كان بس E3 هو المعلوم كان هكذا أيش معنى هذا الرقم؟ إنه احتمالية", "tokens": [3224, 15730, 31439, 2423, 1255, 6024, 104, 7649, 1829, 37037, 15730, 31439, 2423, 1255, 16712, 6027, 2655, 20328, 5016, 22807, 5296, 33456, 8315, 32767, 8717, 25957, 1211, 36632, 17108, 5296, 33456, 8315, 32767, 8717, 5016, 35457, 36632, 5551, 2288, 4587, 10943, 8717, 47341, 3615, 6024, 48506, 5296, 1863, 1863, 19913, 2288, 30731, 16247, 2288, 4587, 10943, 4032, 1863, 5016, 995, 12610, 14739, 8717, 5172, 16095, 36632, 44049, 38207, 16247, 2288, 4587, 10943, 13672, 1829, 23032, 1211, 34268, 43242, 15042, 25961, 4724, 3794, 462, 18, 31439, 9673, 30241, 20498, 25961, 8032, 4117, 15730, 36632, 8592, 20449, 1863, 7578, 23758, 34892, 4587, 2304, 22807, 36145, 3224, 1975, 33753, 2304, 6027, 10632], "avg_logprob": -0.4241477210413326, "compression_ratio": 1.8363636363636364, "no_speech_prob": 0.0, "words": 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probability", "probability": 0.982421875}, {"start": 1603.56, "end": 1603.98, "word": " هذه", "probability": 0.6279296875}, {"start": 1603.98, "end": 1604.58, "word": " نحسب", "probability": 0.9856770833333334}, {"start": 1604.58, "end": 1605.4, "word": " الاحتماليات", "probability": 0.9263509114583334}, {"start": 1605.4, "end": 1606.42, "word": " ونعمل", "probability": 0.8392333984375}, {"start": 1606.42, "end": 1606.82, "word": " inference", "probability": 0.9462890625}, {"start": 1606.82, "end": 1607.56, "word": " ونحسب", "probability": 0.886962890625}, {"start": 1607.56, "end": 1608.24, "word": " ايش", "probability": 0.7450358072916666}, {"start": 1608.24, "end": 1611.92, "word": " الاستنتاج", "probability": 0.844970703125}, {"start": 1611.92, "end": 1612.6, "word": " اللي", "probability": 0.73291015625}, {"start": 1612.6, "end": 1612.86, "word": " ممكن", "probability": 0.95361328125}, {"start": 1612.86, "end": 1613.42, "word": " نصغله", "probability": 0.60540771484375}, {"start": 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"end": 1641.41, "word": " في", "probability": 0.919921875}, {"start": 1641.41, "end": 1641.45, "word": " ال", "probability": 0.98974609375}, {"start": 1641.45, "end": 1641.61, "word": " rule", "probability": 0.93701171875}, {"start": 1641.61, "end": 1641.79, "word": " based", "probability": 0.94970703125}, {"start": 1641.79, "end": 1642.07, "word": " express", "probability": 0.92578125}, {"start": 1642.07, "end": 1642.39, "word": " system", "probability": 0.9638671875}, {"start": 1642.39, "end": 1643.71, "word": " فبديك", "probability": 0.669921875}, {"start": 1643.71, "end": 1644.11, "word": " تركزوا", "probability": 0.8890380859375}, {"start": 1644.11, "end": 1644.35, "word": " معايا", "probability": 0.8116861979166666}, {"start": 1644.35, "end": 1644.71, "word": " شوية", "probability": 0.8125}, {"start": 1644.71, "end": 1644.97, "word": " لأن", "probability": 0.7294921875}, {"start": 1644.97, "end": 1645.31, "word": " احنا", "probability": 0.9117838541666666}, {"start": 1645.31, "end": 1645.53, "word": " ال", "probability": 0.95556640625}, {"start": 1645.53, "end": 1645.81, "word": " rules", "probability": 0.85693359375}, {"start": 1645.81, "end": 1646.13, "word": " الآن", "probability": 0.769775390625}, {"start": 1646.13, "end": 1646.49, "word": " هنصير", "probability": 0.66046142578125}, {"start": 1646.49, "end": 1647.07, "word": " شكلها", "probability": 0.9879557291666666}], "temperature": 1.0}, {"id": 60, "seek": 167291, "start": 1647.47, "end": 1672.91, "text": "شوية مختلفة نحكي عن ال rules ال rule البسيطة اللي كانت بتقول اذا today is rain tomorrow is rain او اذا today is dry tomorrow is dry بدنا نعطيها probability و بدنا نعطيها كمان حاجتين اخرى هذا ال rule بتفسير اذا today is rain نعطيها", "tokens": [8592, 2407, 10632, 3714, 46456, 46538, 3660, 8717, 5016, 4117, 1829, 18871, 2423, 4474, 2423, 4978, 29739, 3794, 1829, 9566, 3660, 13672, 1829, 25961, 2655, 39894, 39648, 1975, 15730, 965, 307, 4830, 4153, 307, 4830, 1975, 2407, 1975, 15730, 965, 307, 4016, 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1651.95, "word": " rule", "probability": 0.69140625}, {"start": 1651.95, "end": 1652.77, "word": " البسيطة", "probability": 0.9755859375}, {"start": 1652.77, "end": 1652.91, "word": " اللي", "probability": 0.61962890625}, {"start": 1652.91, "end": 1653.35, "word": " كانت", "probability": 0.698486328125}, {"start": 1653.35, "end": 1653.61, "word": " بتقول", "probability": 0.796142578125}, {"start": 1653.61, "end": 1654.49, "word": " اذا", "probability": 0.7734375}, {"start": 1654.49, "end": 1654.89, "word": " today", "probability": 0.5556640625}, {"start": 1654.89, "end": 1655.17, "word": " is", "probability": 0.94580078125}, {"start": 1655.17, "end": 1655.47, "word": " rain", "probability": 0.8193359375}, {"start": 1655.47, "end": 1655.91, "word": " tomorrow", "probability": 0.529296875}, {"start": 1655.91, "end": 1656.21, "word": " is", "probability": 0.96044921875}, {"start": 1656.21, "end": 1656.53, "word": " rain", "probability": 0.93115234375}, {"start": 1656.53, "end": 1656.87, "word": " او", "probability": 0.963134765625}, {"start": 1656.87, "end": 1658.09, "word": " اذا", "probability": 0.9140625}, {"start": 1658.09, "end": 1658.51, "word": " today", "probability": 0.30908203125}, {"start": 1658.51, "end": 1658.81, "word": " is", "probability": 0.6962890625}, {"start": 1658.81, "end": 1659.53, "word": " dry", "probability": 0.91943359375}, {"start": 1659.53, "end": 1659.87, "word": " tomorrow", "probability": 0.5126953125}, {"start": 1659.87, "end": 1660.11, "word": " is", "probability": 0.955078125}, {"start": 1660.11, "end": 1660.47, "word": " dry", "probability": 0.96337890625}, {"start": 1660.47, "end": 1661.33, "word": " بدنا", "probability": 0.754638671875}, {"start": 1661.33, "end": 1661.83, "word": " نعطيها", "probability": 0.99375}, {"start": 1661.83, "end": 1662.47, "word": " probability", "probability": 0.96484375}, {"start": 1662.47, "end": 1663.37, "word": " و", "probability": 0.72119140625}, {"start": 1663.37, "end": 1663.63, "word": " بدنا", "probability": 0.7381591796875}, {"start": 1663.63, "end": 1664.11, "word": " نعطيها", "probability": 0.99619140625}, {"start": 1664.11, "end": 1664.59, "word": " كمان", "probability": 0.8362630208333334}, {"start": 1664.59, "end": 1665.19, "word": " حاجتين", "probability": 0.9453125}, {"start": 1665.19, "end": 1665.63, "word": " اخرى", "probability": 0.666015625}, {"start": 1665.63, "end": 1666.61, "word": " هذا", "probability": 0.625}, {"start": 1666.61, "end": 1666.79, "word": " ال", "probability": 0.96630859375}, {"start": 1666.79, "end": 1667.07, "word": " rule", "probability": 0.9404296875}, {"start": 1667.07, "end": 1669.53, "word": " بتفسير", "probability": 0.5486246744791666}, {"start": 1669.53, "end": 1670.23, "word": " اذا", "probability": 0.8046875}, {"start": 1670.23, "end": 1670.89, "word": " today", "probability": 0.80029296875}, {"start": 1670.89, "end": 1671.17, "word": " is", "probability": 0.970703125}, {"start": 1671.17, "end": 1671.53, "word": " rain", 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"probability": 0.9310302734375}, {"start": 2021.78, "end": 2022.44, "word": " بس", "probability": 0.94921875}, {"start": 2022.44, "end": 2023.04, "word": " لازم", "probability": 0.9856770833333334}, {"start": 2023.04, "end": 2024.02, "word": " أحسبله", "probability": 0.9542236328125}, {"start": 2024.02, "end": 2024.2, "word": " ال", "probability": 0.46923828125}, {"start": 2024.2, "end": 2024.68, "word": " probability", "probability": 0.978515625}, {"start": 2024.68, "end": 2025.32, "word": " تبعته", "probability": 0.96533203125}, {"start": 2025.32, "end": 2025.58, "word": " ولا", "probability": 0.607421875}, {"start": 2025.58, "end": 2025.94, "word": " لأ", "probability": 0.8876953125}], "temperature": 1.0}, {"id": 74, "seek": 205686, "start": 2027.48, "end": 2056.86, "text": "عشان أحسب ال probability تبعه لازم أحسب حاجة اسمها ال prior odds ال prior odds هي عبارة عن ال prior probability اللي في ال rule باخدها على واحد ناقص نفسه بعدين بحسب ال posterior odds اللي هي زي ال posterior probability بس عادى الآن بحسبها بناء على هل ال event true و لا ال event false إذا ال event true", "tokens": [3615, 8592, 7649, 5551, 5016, 35457, 2423, 8482, 6055, 3555, 3615, 3224, 5296, 31377, 2304, 5551, 5016, 35457, 11331, 26108, 3660, 24525, 2304, 11296, 2423, 4059, 17439, 2423, 4059, 17439, 39896, 6225, 3555, 9640, 3660, 18871, 2423, 4059, 8482, 13672, 1829, 8978, 2423, 4978, 4724, 47283, 3215, 11296, 15844, 36764, 24401, 8717, 995, 4587, 9381, 8717, 36178, 3224, 39182, 9957, 4724, 5016, 35457, 2423, 33529, 17439, 13672, 1829, 39896, 30767, 1829, 2423, 33529, 8482, 4724, 3794, 6225, 18513, 7578, 6024, 48506, 4724, 5016, 35457, 11296, 44945, 16606, 15844, 8032, 1211, 2423, 2280, 2074, 4032, 20193, 2423, 2280, 7908, 11933, 15730, 2423, 2280, 2074], "avg_logprob": -0.17007212054270965, "compression_ratio": 1.9162995594713657, "no_speech_prob": 0.0, "words": [{"start": 2027.48, "end": 2027.82, "word": "عشان", "probability": 0.908203125}, {"start": 2027.82, "end": 2028.14, "word": " 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"probability": 0.95361328125}, {"start": 2046.86, "end": 2047.08, "word": " ال", "probability": 0.9228515625}, {"start": 2047.08, "end": 2047.52, "word": " posterior", "probability": 0.94140625}, {"start": 2047.52, "end": 2048.34, "word": " probability", "probability": 0.97802734375}, {"start": 2048.34, "end": 2050.34, "word": " بس", "probability": 0.880615234375}, {"start": 2050.34, "end": 2050.72, "word": " عادى", "probability": 0.79052734375}, {"start": 2050.72, "end": 2051.04, "word": " الآن", "probability": 0.720703125}, {"start": 2051.04, "end": 2051.94, "word": " بحسبها", "probability": 0.9781494140625}, {"start": 2051.94, "end": 2052.36, "word": " بناء", "probability": 0.960205078125}, {"start": 2052.36, "end": 2052.72, "word": " على", "probability": 0.771484375}, {"start": 2052.72, "end": 2053.28, "word": " هل", "probability": 0.9033203125}, {"start": 2053.28, "end": 2053.38, "word": " ال", "probability": 0.9697265625}, {"start": 2053.38, "end": 2053.62, "word": " event", "probability": 0.958984375}, {"start": 2053.62, "end": 2053.98, "word": " true", "probability": 0.95849609375}, {"start": 2053.98, "end": 2054.28, "word": " و", "probability": 0.5224609375}, {"start": 2054.28, "end": 2054.28, "word": " لا", "probability": 0.9677734375}, {"start": 2054.28, "end": 2054.38, "word": " ال", "probability": 0.7646484375}, {"start": 2054.38, "end": 2054.62, "word": " event", "probability": 0.90380859375}, {"start": 2054.62, "end": 2055.12, "word": " false", "probability": 0.87744140625}, {"start": 2055.12, "end": 2055.8, "word": " إذا", "probability": 0.862060546875}, {"start": 2055.8, "end": 2055.94, "word": " ال", "probability": 0.96630859375}, {"start": 2055.94, "end": 2056.3, "word": " event", "probability": 0.95166015625}, {"start": 2056.3, "end": 2056.86, "word": " true", "probability": 0.96240234375}], "temperature": 1.0}, {"id": 75, "seek": 208576, "start": 2057.18, "end": 2085.76, "text": "بستخدم ال ال S إذا كان ال event false بستخدم ال ال N لأن هذا الأرقام محطوطة لهذا الغرض هذا الرقم محطوط في حالة ما يكون ال event true يعني دلالته هي إذا كان ال event true وهذا دلالته إذا كان ال event false بعدين بحسب الرقم اللي بديه الرقم اللي بديه هو أنه أنا الآن بديه بحسب ال hypothesis عالم ال event E", "tokens": [3555, 14851, 9778, 40448, 2423, 2423, 318, 11933, 15730, 25961, 2423, 2280, 7908, 4724, 14851, 9778, 40448, 2423, 2423, 426, 5296, 33456, 23758, 16247, 2288, 4587, 10943, 3714, 5016, 9566, 2407, 9566, 3660, 46740, 15730, 6024, 118, 43042, 23758, 34892, 4587, 2304, 3714, 5016, 9566, 2407, 9566, 8978, 11331, 6027, 3660, 19446, 7251, 30544, 2423, 2280, 2074, 37495, 22653, 11778, 1211, 6027, 47395, 39896, 11933, 15730, 25961, 2423, 2280, 2074, 37037, 15730, 11778, 1211, 6027, 47395, 11933, 15730, 25961, 2423, 2280, 7908, 39182, 9957, 4724, 5016, 35457, 34892, 4587, 2304, 13672, 1829, 4724, 16254, 3224, 34892, 4587, 2304, 13672, 1829, 4724, 16254, 3224, 31439, 14739, 3224, 41850, 6024, 48506, 4724, 16254, 3224, 4724, 5016, 35457, 2423, 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"probability": 0.9892578125}, {"start": 2076.64, "end": 2076.78, "word": " اللي", "probability": 0.92138671875}, {"start": 2076.78, "end": 2077.22, "word": " بديه", "probability": 0.8733723958333334}, {"start": 2077.22, "end": 2077.8, "word": " الرقم", "probability": 0.8430989583333334}, {"start": 2077.8, "end": 2077.9, "word": " اللي", "probability": 0.993408203125}, {"start": 2077.9, "end": 2078.34, "word": " بديه", "probability": 0.9847005208333334}, {"start": 2078.34, "end": 2078.68, "word": " هو", "probability": 0.912109375}, {"start": 2078.68, "end": 2079.42, "word": " أنه", "probability": 0.60693359375}, {"start": 2079.42, "end": 2079.78, "word": " أنا", "probability": 0.6484375}, {"start": 2079.78, "end": 2080.1, "word": " الآن", "probability": 0.6234130859375}, {"start": 2080.1, "end": 2080.56, "word": " بديه", "probability": 0.6045328776041666}, {"start": 2080.56, "end": 2081.08, "word": " بحسب", "probability": 0.9318033854166666}, {"start": 2081.08, "end": 2081.42, "word": " ال", "probability": 0.83349609375}, {"start": 2081.42, "end": 2081.94, "word": " hypothesis", "probability": 0.11016845703125}, {"start": 2081.94, "end": 2084.5, "word": " عالم", "probability": 0.34112548828125}, {"start": 2084.5, "end": 2085.08, "word": " ال", "probability": 0.697265625}, {"start": 2085.08, "end": 2085.38, "word": " event", "probability": 0.95458984375}, {"start": 2085.38, "end": 2085.76, "word": " E", "probability": 0.763671875}], "temperature": 1.0}, {"id": 76, "seek": 211373, "start": 2085.78, "end": 2113.74, "text": "خلّينا نطلع على مثالة عسرية اللي هو انه الان ال system بيشتغل و بيعمل dialogue مع ال user و بيسأله اول سؤال what is the weather today what is the weather today rain جاله rain الان مين من ال rules في ال condition تبعها بتقول today is rain هذولة أصلا تمام فالان اول rule بتطبقليه ال rule بقى واحد", "tokens": [9778, 1211, 11703, 9957, 995, 8717, 9566, 1211, 3615, 15844, 50113, 6027, 3660, 6225, 3794, 2288, 10632, 13672, 1829, 31439, 16472, 3224, 2423, 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"end": 2692.42, "word": " صار", "probability": 0.983154296875}, {"start": 2692.42, "end": 2692.5, "word": " في", "probability": 0.60888671875}, {"start": 2692.5, "end": 2692.74, "word": " عندي", "probability": 0.936279296875}, {"start": 2692.74, "end": 2692.92, "word": " هذه", "probability": 0.28466796875}, {"start": 2692.92, "end": 2693.26, "word": " الكلام", "probability": 0.86328125}, {"start": 2693.26, "end": 2693.56, "word": " جاي", "probability": 0.736083984375}, {"start": 2693.56, "end": 2693.7, "word": " على", "probability": 0.8720703125}, {"start": 2693.7, "end": 2694.04, "word": " تلاتة", "probability": 0.9517822265625}, {"start": 2694.04, "end": 2694.32, "word": " rules", "probability": 0.89453125}, {"start": 2694.32, "end": 2694.46, "word": " و", "probability": 0.6982421875}, {"start": 2694.46, "end": 2694.72, "word": " تلاتة", "probability": 0.921630859375}, {"start": 2694.72, "end": 2694.96, "word": " rules", "probability": 0.91259765625}, {"start": 2694.96, "end": 2695.3, "word": " لان", "probability": 0.873291015625}, {"start": 2695.3, "end": 2695.72, "word": " في", "probability": 0.84619140625}, {"start": 2695.72, "end": 2696.12, "word": " مقاييات", "probability": 0.683642578125}, {"start": 2696.12, "end": 2696.62, "word": " مختلفة", "probability": 0.99609375}, {"start": 2696.62, "end": 2696.8, "word": " مش", "probability": 0.978515625}, {"start": 2696.8, "end": 2697.18, "word": " انه", "probability": 0.673828125}, {"start": 2697.18, "end": 2697.5, "word": " واحدة", "probability": 0.9119466145833334}, {"start": 2697.5, "end": 2697.82, "word": " عكس", "probability": 0.91796875}, {"start": 2697.82, "end": 2698.22, "word": " التانية", "probability": 0.7061360677083334}], "temperature": 1.0}, {"id": 99, "seek": 272732, "start": 2698.9, "end": 2727.32, "text": "أنا بقدر أسيبكوا اتكملوا انتوا لحالكوا على ال example هذا و تشوفوا كيف تحسوا بيها بتستمتعوا و المحاضرة الجاي ان شاء الله بكون محاضرلكوا exercise exercise تتحلوا لوحدكم طبعا فإحنا عمليا من الآن بنكون خلصنا ال slides هذي ايش كلها؟ اي نعم كلها و بنكون وقفنا في ال .. في ال sequence تبعتنا", "tokens": [10721, 8315, 4724, 28543, 2288, 5551, 3794, 1829, 3555, 4117, 14407, 1975, 2655, 24793, 1211, 14407, 16472, 2655, 14407, 5296, 5016, 6027, 4117, 14407, 15844, 2423, 1365, 23758, 4032, 6055, 8592, 38688, 14407, 9122, 33911, 6055, 5016, 3794, 14407, 4724, 1829, 11296, 39894, 14851, 2304, 2655, 3615, 14407, 4032, 9673, 5016, 46958, 25720, 25724, 47302, 16472, 13412, 16606, 21984, 4724, 30544, 3714, 5016, 46958, 2288, 23275, 14407, 5380, 5380, 6055, 2655, 5016, 1211, 14407, 45164, 24401, 24793, 23032, 3555, 3615, 995, 6156, 28814, 5016, 8315, 6225, 2304, 20292, 995, 9154, 6024, 48506, 44945, 30544, 16490, 1211, 9381, 8315, 2423, 9788, 8032, 8848, 1829, 1975, 1829, 8592, 28242, 11296, 22807, 1975, 1829, 8717, 25957, 28242, 11296, 4032, 44945, 30544, 4032, 4587, 5172, 8315, 8978, 2423, 4386, 8978, 2423, 8310, 6055, 3555, 34268, 8315], "avg_logprob": -0.26080827336562307, "compression_ratio": 1.8282442748091603, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2698.9, "end": 2699.5, "word": "أنا", "probability": 0.89501953125}, {"start": 2699.5, "end": 2700.12, "word": " بقدر", "probability": 0.9781901041666666}, {"start": 2700.12, "end": 2700.62, "word": " أسيبكوا", "probability": 0.8653157552083334}, {"start": 2700.62, "end": 2701.58, "word": " اتكملوا", "probability": 0.6539794921875}, {"start": 2701.58, "end": 2701.9, "word": " انتوا", "probability": 0.79833984375}, {"start": 2701.9, "end": 2702.56, "word": " لحالكوا", "probability": 0.86640625}, {"start": 2702.56, "end": 2703.02, "word": " على", "probability": 0.9091796875}, {"start": 2703.02, "end": 2703.16, "word": " ال", "probability": 0.92431640625}, {"start": 2703.16, "end": 2703.54, "word": " example", "probability": 0.88818359375}, {"start": 2703.54, "end": 2703.92, "word": " هذا", "probability": 0.673828125}, {"start": 2703.92, "end": 2704.18, "word": " و", "probability": 0.73876953125}, {"start": 2704.18, "end": 2704.96, "word": " تشوفوا", "probability": 0.9705810546875}, {"start": 2704.96, "end": 2706.04, "word": " كيف", "probability": 0.963623046875}, {"start": 2706.04, "end": 2706.38, "word": " تحسوا", "probability": 0.67962646484375}, {"start": 2706.38, "end": 2706.48, "word": " بيها", "probability": 0.6155598958333334}, {"start": 2706.48, "end": 2707.86, "word": " بتستمتعوا", "probability": 0.7735595703125}, {"start": 2707.86, "end": 2708.26, "word": " و", "probability": 0.6953125}, {"start": 2708.26, "end": 2709.5, "word": " المحاضرة", "probability": 0.9755859375}, {"start": 2709.5, "end": 2709.72, "word": " الجاي", "probability": 0.5352783203125}, {"start": 2709.72, "end": 2709.86, "word": " ان", "probability": 0.48193359375}, {"start": 2709.86, "end": 2709.96, "word": " شاء", "probability": 0.96826171875}, {"start": 2709.96, "end": 2710.0, "word": " الله", "probability": 0.96484375}, {"start": 2710.0, "end": 2710.4, "word": " بكون", "probability": 0.915283203125}, {"start": 2710.4, "end": 2711.92, "word": " محاضرلكوا", "probability": 0.7965494791666666}, {"start": 2711.92, "end": 2712.78, "word": " exercise", "probability": 0.83251953125}, {"start": 2712.78, "end": 2713.4, "word": " exercise", "probability": 0.2088623046875}, {"start": 2713.4, "end": 2713.94, "word": " تتحلوا", "probability": 0.72177734375}, {"start": 2713.94, "end": 2714.94, "word": " لوحدكم", "probability": 0.8639322916666666}, {"start": 2714.94, "end": 2715.2, "word": " طبعا", "probability": 0.818603515625}, {"start": 2715.2, "end": 2715.58, "word": " فإحنا", "probability": 0.85528564453125}, {"start": 2715.58, "end": 2715.96, "word": " عمليا", "probability": 0.8653564453125}, {"start": 2715.96, "end": 2716.04, "word": " من", "probability": 0.3349609375}, {"start": 2716.04, "end": 2716.2, "word": " الآن", "probability": 0.702392578125}, {"start": 2716.2, "end": 2716.58, "word": " بنكون", "probability": 0.900634765625}, {"start": 2716.58, "end": 2717.42, "word": " خلصنا", "probability": 0.987548828125}, {"start": 2717.42, "end": 2718.4, "word": " ال", "probability": 0.89453125}, {"start": 2718.4, "end": 2718.8, "word": " slides", "probability": 0.953125}, {"start": 2718.8, "end": 2719.64, "word": " هذي", "probability": 0.6319986979166666}, {"start": 2719.64, "end": 2720.04, "word": " ايش", "probability": 0.6363932291666666}, {"start": 2720.04, "end": 2720.82, "word": " كلها؟", "probability": 0.7826334635416666}, {"start": 2720.82, "end": 2720.92, "word": " اي", "probability": 0.60107421875}, {"start": 2720.92, "end": 2721.06, "word": " نعم", "probability": 0.693603515625}, {"start": 2721.06, "end": 2721.66, "word": " كلها", "probability": 0.989013671875}, {"start": 2721.66, "end": 2722.68, "word": " و", "probability": 0.8740234375}, {"start": 2722.68, "end": 2724.04, "word": " بنكون", "probability": 0.89306640625}, {"start": 2724.04, "end": 2725.0, "word": " وقفنا", "probability": 0.9615478515625}, {"start": 2725.0, "end": 2725.22, "word": " في", "probability": 0.951171875}, {"start": 2725.22, "end": 2725.52, "word": " ال", "probability": 0.98583984375}, {"start": 2725.52, "end": 2725.64, "word": " ..", "probability": 0.310791015625}, {"start": 2725.64, "end": 2726.3, "word": " في", "probability": 0.9267578125}, {"start": 2726.3, "end": 2726.4, "word": " ال", "probability": 0.97802734375}, {"start": 2726.4, "end": 2726.78, "word": " sequence", "probability": 0.99365234375}, {"start": 2726.78, "end": 2727.32, "word": " تبعتنا", "probability": 0.9188232421875}], "temperature": 1.0}, {"id": 100, "seek": 274986, "start": 2729.68, "end": 2749.86, "text": "عند هذا هذا ال band انا زي ما قولت هذا ال band انا هترككوا يا انتوا مراجعة عامة لكلام اللي أخدتوه في ال probability و ابتدا احنا بيكونوا و أقفنا هنا المحمد جايب ب .. بيعطيكوا exercise و بحكي في النقطتين الأخرانية", "tokens": [3615, 41260, 23758, 23758, 2423, 4116, 1975, 8315, 30767, 1829, 19446, 12174, 12610, 2655, 23758, 2423, 4116, 1975, 8315, 8032, 2655, 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0.84130859375}, {"start": 2732.76, "end": 2732.96, "word": " انا", "probability": 0.849609375}, {"start": 2732.96, "end": 2733.08, "word": " زي", "probability": 0.726806640625}, {"start": 2733.08, "end": 2733.16, "word": " ما", "probability": 0.98388671875}, {"start": 2733.16, "end": 2733.56, "word": " قولت", "probability": 0.8165690104166666}, {"start": 2733.56, "end": 2733.88, "word": " هذا", "probability": 0.744140625}, {"start": 2733.88, "end": 2734.0, "word": " ال", "probability": 0.97607421875}, {"start": 2734.0, "end": 2734.3, "word": " band", "probability": 0.88232421875}, {"start": 2734.3, "end": 2734.94, "word": " انا", "probability": 0.912353515625}, {"start": 2734.94, "end": 2735.76, "word": " هترككوا", "probability": 0.881640625}, {"start": 2735.76, "end": 2735.88, "word": " يا", "probability": 0.27978515625}, {"start": 2735.88, "end": 2736.38, "word": " انتوا", "probability": 0.81201171875}, {"start": 2736.38, "end": 2737.0, "word": " مراجعة", "probability": 0.92919921875}, {"start": 2737.0, "end": 2737.82, "word": " عامة", "probability": 0.9973958333333334}, {"start": 2737.82, "end": 2738.68, "word": " لكلام", "probability": 0.8727213541666666}, {"start": 2738.68, "end": 2738.78, "word": " اللي", "probability": 0.87744140625}, {"start": 2738.78, "end": 2739.36, "word": " أخدتوه", "probability": 0.8155110677083334}, {"start": 2739.36, "end": 2739.66, "word": " في", "probability": 0.9638671875}, {"start": 2739.66, "end": 2740.06, "word": " ال", "probability": 0.798828125}, {"start": 2740.06, "end": 2740.66, "word": " probability", "probability": 0.98193359375}, {"start": 2740.66, "end": 2741.68, "word": " و", "probability": 0.79345703125}, {"start": 2741.68, "end": 2742.24, "word": " ابتدا", "probability": 0.4797770182291667}, {"start": 2742.24, "end": 2742.42, "word": " احنا", "probability": 0.9415690104166666}, {"start": 2742.42, "end": 2742.62, "word": " بيكونوا", "probability": 0.7220458984375}, {"start": 2742.62, "end": 2742.76, "word": " و", "probability": 0.8388671875}, {"start": 2742.76, "end": 2743.04, "word": " أقفنا", "probability": 0.7076416015625}, {"start": 2743.04, "end": 2743.36, "word": " هنا", "probability": 0.99560546875}, {"start": 2743.36, "end": 2744.12, "word": " المحمد", "probability": 0.6500244140625}, {"start": 2744.12, "end": 2744.62, "word": " جايب", "probability": 0.9060872395833334}, {"start": 2744.62, "end": 2744.98, "word": " ب", "probability": 0.9296875}, {"start": 2744.98, "end": 2745.68, "word": " ..", "probability": 0.64599609375}, {"start": 2745.68, "end": 2746.44, "word": " بيعطيكوا", "probability": 0.8395589192708334}, {"start": 2746.44, "end": 2746.82, "word": " exercise", "probability": 0.5439453125}, {"start": 2746.82, "end": 2748.18, "word": " و", "probability": 0.90771484375}, {"start": 2748.18, "end": 2748.76, "word": " بحكي", "probability": 0.9580078125}, {"start": 2748.76, "end": 2748.9, "word": " في", "probability": 0.982421875}, {"start": 2748.9, "end": 2749.38, "word": " النقطتين", "probability": 0.85546875}, {"start": 2749.38, "end": 2749.86, "word": " الأخرانية", "probability": 0.6956787109375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2751.05375, "duration_after_vad": 2665.5737499999905}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..7e5cd00779bf999f7d8c46ca2782415f6d8998f2
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/bOV1o5ENro4_raw.srt
@@ -0,0 +1,2216 @@
+1
+00:00:20,700 --> 00:00:26,060
+بسم الله الرحمن الرحيم اليوم بنكمل على نفس موضوع
+
+2
+00:00:26,060 --> 00:00:29,760
+المحاضرة الماضية اللي هو ال uncertainty management
+
+3
+00:00:29,760 --> 00:00:33,860
+and more basics for systems وهذه هي المحاضرة
+
+4
+00:00:33,860 --> 00:00:38,100
+التانية في هذا الموضوع المحاضرة الأولى كانت في ال
+
+5
+00:00:38,100 --> 00:00:42,770
+certainty factor theoryمظبوط وشوفنا كيف ان ال
+
+6
+00:00:42,770 --> 00:00:45,910
+certainty factor لما دخل على ال rules لما صارت ال
+
+7
+00:00:45,910 --> 00:00:50,050
+rules بيضاف اليها certainty factor ايش هالأثر على
+
+8
+00:00:50,050 --> 00:00:54,630
+عملية ال inference وكيف صار ان الاستنتاجات أصبح
+
+9
+00:00:54,630 --> 00:01:01,830
+بكل استنتاج كيف بينحسب وكيف بأنه بيصبح في عندي انا
+
+10
+00:01:01,830 --> 00:01:05,970
+ممكن اكتر من استنتاج في قانون واحد بقدر استنتاج ان
+
+11
+00:01:05,970 --> 00:01:09,130
+tomorrow is rain و tomorrow is dry ولكن بالنسبة
+
+12
+00:01:09,130 --> 00:01:12,480
+متفاوتةالان هذا كمان برضه بتكرر معانا هنا بس
+
+13
+00:01:12,480 --> 00:01:15,300
+بالاسلوب اخر يعني نتعامل مع ال uncertainty باسلوب
+
+14
+00:01:15,300 --> 00:01:21,260
+اخر اللي هو Bayesian Reasoning باشي بتذكروا ان هذه
+
+15
+00:01:21,260 --> 00:01:28,060
+المواضيع تبع ال chapter تلاتة و ان احنا غطينا فيها
+
+16
+00:01:28,060 --> 00:01:31,780
+بلايطة من هنا من تلاتة ستة بالاخرى احنا عملنا عادة
+
+17
+00:01:31,780 --> 00:01:35,100
+ترتيب للمواضيع بالشكل هذا بنينا بال certainty
+
+18
+00:01:35,100 --> 00:01:38,630
+factor theory and levitation reasoningواخدنا ال
+
+19
+00:01:38,630 --> 00:01:41,090
+example اللى هو ال forecast اللى هو ال application
+
+20
+00:01:41,090 --> 00:01:44,210
+على ال certain factors ووقفنا هذا الخط متقطع كان
+
+21
+00:01:44,210 --> 00:01:47,150
+نهاية المحاضرة الماضية المحاضرة هى ان شاء الله
+
+22
+00:01:47,150 --> 00:01:54,090
+نبدأ من الشق التانى من ال chapter المفروض نبدأ بال
+
+23
+00:01:54,090 --> 00:01:56,150
+basic probability theory وبعدها ال Bayesian
+
+24
+00:01:56,150 --> 00:02:00,210
+reasoning وناخد ال example هذا نفسه هو ال forecast
+
+25
+00:02:00,210 --> 00:02:04,250
+ولكن المرة هذه بتطبيق ال Bayesian rule أو ال
+
+26
+00:02:04,250 --> 00:02:11,540
+Bayesian reasoning على نفس ال exampleأحنا نبدأ لحد
+
+27
+00:02:11,540 --> 00:02:14,200
+ما نصل إلى ال forecast بعد كثرة دقائق معانا واجدت
+
+28
+00:02:14,200 --> 00:02:18,020
+نكمل في ال bias و ال comparison هدولة عبارة عن
+
+29
+00:02:18,020 --> 00:02:21,340
+ملاحظات بسيطة إذا ما كافاش واجدت بتخليها لمحاضرة
+
+30
+00:02:21,340 --> 00:02:26,480
+اللي بعد ان شاء الله بس أنا برضه عشان واجدت حابب
+
+31
+00:02:26,480 --> 00:02:29,980
+انا افلت اللي هو ال basic probability theory لإن
+
+32
+00:02:29,980 --> 00:02:34,290
+هو عبارة عن مبادئيفترض أننا نعرفها في ال
+
+33
+00:02:34,290 --> 00:02:39,910
+statistics و في ال probability و نقدر ندخل على ال
+
+34
+00:02:39,910 --> 00:02:43,150
+Bayesian reasoning مباشرة ال Bayesian reasoning
+
+35
+00:02:43,150 --> 00:02:48,590
+مباشرة اللي هو سكشن تلاتة تلاتة تمام في ال
+
+36
+00:02:48,590 --> 00:02:52,390
+Bayesian reasoning احنا نرجع مرة تانية برضه ال
+
+37
+00:02:52,390 --> 00:02:57,060
+rules اللي اننا بنضيف عليهاهناك كنا بنضيف
+
+38
+00:02:57,060 --> 00:03:00,720
+certainty factor هنا بنضيف probability probability
+
+39
+00:03:00,720 --> 00:03:09,540
+هذه برضه بتقول انه if event E occurs يعني جحدث is
+
+40
+00:03:09,540 --> 00:03:16,000
+true then probability ان ال hypothesis H
+
+41
+00:03:20,540 --> 00:03:24,580
+ماشي بس هو ممكن انا اعتبره event لان هو event ترتب
+
+42
+00:03:24,580 --> 00:03:31,160
+على event اخر ف ال probability هذه معناها انه اذا
+
+43
+00:03:31,160 --> 00:03:38,680
+حدث ال E فهيحدث ال H هترتب على حدوث ال H باحتمالية
+
+44
+00:03:38,680 --> 00:03:45,460
+بدرجة احتمال كذا P تمام هذا مدلول ان انا احط
+
+45
+00:03:45,460 --> 00:03:51,820
+probability ل ال ruleOkay الآن ال probability هذه
+
+46
+00:03:51,820 --> 00:03:55,440
+احنا اذا بنذكر من ال probability theory فيها حاجة
+
+47
+00:03:55,440 --> 00:03:58,780
+اسمة ال prior probability و حاجة اسمة ال posterior
+
+48
+00:03:58,780 --> 00:04:02,420
+probability ال prior probability اللي هي المقصود
+
+49
+00:04:02,420 --> 00:04:11,260
+بها ال probability تبع
+
+50
+00:04:11,260 --> 00:04:15,480
+حدوث ال event بشكل مستقل في حد ذاته و ال posterior
+
+51
+00:04:15,480 --> 00:04:18,540
+هي probability تبع حدوث ال event
+
+52
+00:04:25,000 --> 00:04:28,920
+مش طرطا بحدوث event اخر يعني مثلا انا لما بقاعد
+
+53
+00:04:28,920 --> 00:04:33,380
+بقرا هذا الكلام ايش بقول probability of H given E
+
+54
+00:04:33,380 --> 00:04:37,980
+هذه الان posterior ولا prior اصبحت posterior لان
+
+55
+00:04:37,980 --> 00:04:42,560
+ال posterior هي اللي probability تبع حدوث ال event
+
+56
+00:04:42,560 --> 00:04:47,820
+اعتمادا على او كنتيجة ليه كنتيجة لحدوث event اخر
+
+57
+00:04:47,820 --> 00:04:53,800
+وهذه ال probability بتحسب بالقاليه هذه اللي هو انه
+
+58
+00:04:54,130 --> 00:04:59,010
+بنجيب ال prior probability اللي هي قداش هذا ال
+
+59
+00:04:59,010 --> 00:05:05,970
+event H أصلا بيحدث في الدنيا، تمام؟ يعني او بدنيش
+
+60
+00:05:05,970 --> 00:05:08,530
+نقول مثلا و الله ان انا في قدي واقف على باب
+
+61
+00:05:08,530 --> 00:05:15,190
+الجامعة و بطلع الطالع اللي نازل، okay؟ بدي اعرف
+
+62
+00:05:15,190 --> 00:05:19,610
+اذا و الله طالع طالب من باب الجامعة و الطالب هذا
+
+63
+00:05:19,610 --> 00:05:25,510
+حامل laptop معاهأيش احتمالية ان الطالب يكون طالب
+
+64
+00:05:25,510 --> 00:05:31,450
+كلية IT؟ يعني ايش ال probability؟ هنا H ان ال
+
+65
+00:05:31,450 --> 00:05:40,070
+student ..
+
+66
+00:05:40,070 --> 00:05:44,510
+و ال event ايش؟
+
+67
+00:05:52,970 --> 00:05:56,970
+أيش ال probability ان ال student يكون طالب IT اذا
+
+68
+00:05:56,970 --> 00:06:06,550
+علم انه حامل معه laptop عشان اقدر هذه الاحتمالية
+
+69
+00:06:06,550 --> 00:06:10,690
+اقدر هذه الاحتمالية لو شفت واحد حامل معه laptop
+
+70
+00:06:10,690 --> 00:06:14,110
+اقدر جداش احتمالية انه يكون هذا طالب IT لازم اكون
+
+71
+00:06:14,110 --> 00:06:19,690
+معرف الانصار هذه الانصار الأولاني ايش احتمالية ان
+
+72
+00:06:19,690 --> 00:06:27,610
+لو واحد طالب ITيكون معاه laptop كيف بعرفها هذه؟
+
+73
+00:06:27,610 --> 00:06:32,330
+لازم أجيب كل طلاب ال IT و أشوف قداش منهم نسبة
+
+74
+00:06:32,330 --> 00:06:37,110
+معاهم laptop بات صح؟ النسبة هذه هي probability ولا
+
+75
+00:06:37,110 --> 00:06:42,870
+لا صح ولا لا؟ نسبة الطلاب ال IT اللي معاهم laptop
+
+76
+00:06:42,870 --> 00:06:45,950
+بات هذه هي probability لأنه أصلا إيش هي ال
+
+77
+00:06:45,950 --> 00:06:50,670
+probability؟ لأنه أنا عندي علم عن كل الموجود و من
+
+78
+00:06:50,670 --> 00:06:57,480
+خلال هذا الأمر بقدر أتوقعإنه لو في طالب IT جديش
+
+79
+00:06:57,480 --> 00:07:01,900
+احتمال ان يكون معاه laptop؟ جديش التوقع هذا؟ من
+
+80
+00:07:01,900 --> 00:07:05,920
+وين جاي التوقع هذا؟ جاي من هلم المسبق بعدد الطلاب
+
+81
+00:07:05,920 --> 00:07:12,140
+ال IT اللي معاهم ال laptop فلو كان انا اعلم ان 90%
+
+82
+00:07:12,140 --> 00:07:15,960
+من طلاب ال IT معاهم ال laptop يبقى على طول بمجرد
+
+83
+00:07:15,960 --> 00:07:20,840
+ما اشوف طالب ITهابقدر اقول انه انا اتوقع ان هذا
+
+84
+00:07:20,840 --> 00:07:25,660
+الطالب الشنطة تبعه يكون فيها laptop بنسبة 90%
+
+85
+00:07:25,660 --> 00:07:29,220
+probability 90% بس هذا لسه مابيجاوبش على السؤال
+
+86
+00:07:29,220 --> 00:07:33,320
+يعني سؤالي مش هيك سؤالي مش انه اذا الطالب IT ايش
+
+87
+00:07:33,320 --> 00:07:36,740
+احتمال انه يكون معاه laptop ايش سؤالي سؤالي اذا
+
+88
+00:07:36,740 --> 00:07:41,240
+انا اشوف الطالب يحمل laptop ايش احتمال انه يكون
+
+89
+00:07:41,240 --> 00:07:47,260
+طالب IT ممكن يكون يحمل laptop لكن ماهوش هذا لكن
+
+90
+00:07:47,260 --> 00:07:50,620
+ماهواش طالب ITصح ولا لأ ممكن تكون طالب هندس ممكن
+
+91
+00:07:50,620 --> 00:07:56,000
+تكون طالب شريعة ولا لأ بس انا لان عشان اجيب ..
+
+92
+00:07:56,000 --> 00:08:05,860
+اجاب على هذا السؤال احتمال ان يكون طالب IT اذا علم
+
+93
+00:08:05,860 --> 00:08:13,840
+او اذا شوهيدا يعني انه يحمل laptop
+
+94
+00:08:15,400 --> 00:08:18,640
+عشان احسب الاسم هذه لازم اكون ايضا عارف الكلام هذا
+
+95
+00:08:18,640 --> 00:08:26,800
+اللي هو اللي هو ايش من هذا قداش اذا قلم ان هو طالب
+
+96
+00:08:26,800 --> 00:08:31,740
+IT قداش احتمالية ان يكون معاه انه عنده laptop ضاب
+
+97
+00:08:31,740 --> 00:08:38,860
+ايش ايش هذا ال probability of انه يكون اصلا طالب
+
+98
+00:08:38,860 --> 00:08:43,300
+IT كيف هذي بدي اعرفها بدي اجيب quote الله بالجامعة
+
+99
+00:08:43,300 --> 00:08:48,050
+اللي انا وارف ع بابهاأه و أعدهم كلهم و أجيب كل
+
+100
+00:08:48,050 --> 00:08:51,150
+طلاب ال IT و أعدهم كلهم و أجسم هذا على هذا إذا
+
+101
+00:08:51,150 --> 00:08:54,210
+عندي أنا طلاب ال IT هم أربعمائة طالب و الجامعة
+
+102
+00:08:54,210 --> 00:08:57,750
+فيها ألف يبقى أربعمائة على ألف إذا فيها ألفين إذا
+
+103
+00:08:57,750 --> 00:09:01,670
+فيها عشرين ألف أربعمائة على عشرين هذه نسبة طلاب ال
+
+104
+00:09:01,670 --> 00:09:10,890
+IT وهي برضه احتمالية أن يكون الطالب IT فهذا
+
+105
+00:09:10,890 --> 00:09:14,630
+كلام على أيضا
+
+106
+00:09:14,880 --> 00:09:20,540
+إنه العكس منه اللي هو إنه إذا كان معاه laptop جديش
+
+107
+00:09:20,540 --> 00:09:24,460
+احتمالية إنه هو مش طالب IT و جديش احتمالية اللي مش
+
+108
+00:09:24,460 --> 00:09:28,120
+طلاب ال IT كلهم اللي هم البجيه الأخرى من ال .. من
+
+109
+00:09:28,120 --> 00:09:33,580
+ال .. هذا الكلام كله كله من أوله لآخره بيعتمد على
+
+110
+00:09:33,580 --> 00:09:38,800
+statistics أنا عشان أقدر الكمية هذه أو الاحتمالية
+
+111
+00:09:38,800 --> 00:09:42,090
+هذهلازم يكون عندي المعلومات هذه والمعلومات هذه من
+
+112
+00:09:42,090 --> 00:09:45,230
+وين بتيجي انا توقف وانا بحكي ايش كنت بقول كنت بقول
+
+113
+00:09:45,230 --> 00:09:48,410
+انه لازم يكون في عندي عدد هدولة عشان اجسم على عدد
+
+114
+00:09:48,410 --> 00:09:51,650
+الإجمالي والنسبة هذه هي طب انا من وين بجيب هذا
+
+115
+00:09:51,650 --> 00:09:55,410
+الكلام بجيبه من statistics ال Bayesian ال Bayesian
+
+116
+00:09:55,410 --> 00:09:59,710
+rule تستند هي probability theory صح او probability
+
+117
+00:09:59,710 --> 00:10:05,470
+rule مظبوط بس تستند اليهاشالى statistical data و
+
+118
+00:10:05,470 --> 00:10:08,790
+هذا اصلا اللى بيخلنا دايما ندرس ال statistics ال
+
+119
+00:10:08,790 --> 00:10:14,230
+statistics و ال probability مع بعض صح ولا تمام لان
+
+120
+00:10:14,230 --> 00:10:18,730
+لان
+
+121
+00:10:18,730 --> 00:10:23,430
+هنا الكلام احيانا انا بكون في عندى عدة احتمالات و
+
+122
+00:10:23,430 --> 00:10:26,490
+بكون عندى عدة events يعني مثلا انا ممكن اكون عندى
+
+123
+00:10:26,490 --> 00:10:31,960
+event واحد ال event الواحد هذاو انا بدى احسب انه
+
+124
+00:10:31,960 --> 00:10:35,720
+انا شايف الطالب طالب من باب الجامعة و يحمل laptop
+
+125
+00:10:35,720 --> 00:10:39,800
+بدى احسب جداش احتمالية انه طالب IT و ايضا بدى احسب
+
+126
+00:10:39,800 --> 00:10:43,760
+جداش احتمالية انه طالب عندسة و ايضا ربما بدى احسب
+
+127
+00:10:43,760 --> 00:10:48,780
+احتمال التالت ان جداش الطالب طالب شريعة مثلا هدولة
+
+128
+00:10:48,780 --> 00:10:57,000
+different اش H's صح كل واحد منهم بتسميهم H1 H2H
+
+129
+00:10:57,000 --> 00:11:06,600
+تلاتة بدي احسب احتمالية كل واحد منهم إذا علم ان
+
+130
+00:11:06,600 --> 00:11:14,320
+هذا الطالع من باب الجامعة يحمل ال E ان هو كاريسال
+
+131
+00:11:14,320 --> 00:11:19,320
+لابتوب طبعا انا مش عندي H واحدة عندي اكتر من ال H
+
+132
+00:11:19,320 --> 00:11:22,740
+ال H الأولى انه IT student ال H التانى انه
+
+133
+00:11:22,740 --> 00:11:26,140
+engineering student ال H التالتى انه شريح student
+
+134
+00:11:26,340 --> 00:11:30,600
+Okay فال probabilities هذه انا في حال وجود عدة
+
+135
+00:11:30,600 --> 00:11:36,280
+hypotheses لاقيتش هذه hypothesis واحد تمام فبروح
+
+136
+00:11:36,280 --> 00:11:39,880
+بقال احسب لل hypothesis اللي انا بديها اللي هو one
+
+137
+00:11:39,880 --> 00:11:46,800
+او اتنين او تلاتة البسط زي ما هو بس في المقام زي
+
+138
+00:11:46,800 --> 00:11:54,600
+ما انا كانت هنا عندى مجرد حدين اللي هو التوقع
+
+139
+00:11:54,600 --> 00:11:59,180
+ورق نقيدهأنا الآن في عندي تلات توقعات تلات
+
+140
+00:11:59,180 --> 00:12:05,520
+hypotheses فهم هتبقى بتضرب كل واحد ال posterior
+
+141
+00:12:05,520 --> 00:12:09,960
+probability ب ال prior probability و أجمع على اللي
+
+142
+00:12:09,960 --> 00:12:15,120
+ال hypothesis التاني ثم التالت ثم التالت واضح يعني
+
+143
+00:12:15,120 --> 00:12:20,440
+هذه المعادلة اللي انا بقدر افكها على شكل ايش ان
+
+144
+00:12:20,440 --> 00:12:26,570
+probability of A of E given H واحدEH1 ضرب
+
+145
+00:12:26,570 --> 00:12:31,390
+probability of H1 علشان احسب ال probability انه ال
+
+146
+00:12:31,390 --> 00:12:36,730
+probability تبعت H1 على ايش بجسم اكم H انا عندي
+
+147
+00:12:36,730 --> 00:12:44,230
+تلاتة بدي اعمل تلاتة terms كل term هو عبارة عن
+
+148
+00:12:44,230 --> 00:12:54,320
+probability of EH1 ضرب probability of H1ذكر ان
+
+149
+00:12:54,320 --> 00:12:58,720
+probability of H1 هي الـ prior probability نفس
+
+150
+00:12:58,720 --> 00:13:04,700
+الكلام بس على H2 و نفس الكلام على H3 هذا لما يكون
+
+151
+00:13:04,700 --> 00:13:09,180
+عندي single evidence او event او evidence و بدي
+
+152
+00:13:09,180 --> 00:13:12,860
+احسب ل multiple hypotheses ل probabilities تبعتهم
+
+153
+00:13:12,860 --> 00:13:17,760
+أحيانا يجب ان يكون عندي multiple evidences و
+
+154
+00:13:17,760 --> 00:13:22,190
+multiple hypothesesيعني مطلب ال evidences ومطلب ال
+
+155
+00:13:22,190 --> 00:13:31,330
+hypotheses وكذا event العسبة بيصبح ان انا بدي اجيب
+
+156
+00:13:31,330 --> 00:13:39,270
+نفس الكلام اللي تحت و خلينا نشوف مثال عملي على هذا
+
+157
+00:13:39,270 --> 00:13:44,150
+و بعدين بنرجع لل formula هذا اللي انا قاعد
+
+158
+00:13:44,150 --> 00:13:48,190
+هنا في المثال هذا ايش اللي هن
+
+159
+00:13:53,450 --> 00:14:04,670
+مفترض أن الـ expert في عندي تلاتة .. في عندي تلاتة
+
+160
+00:14:04,670 --> 00:14:10,130
+hypotheses هذا H1 وهذا H2 طبعا أن I بيساوي واحد I
+
+161
+00:14:10,130 --> 00:14:12,970
+بيساوي اتنين I بيساوي تلاتة يعني المفهوم أن الـ I
+
+162
+00:14:12,970 --> 00:14:21,330
+هي ال subscript من H هذا H3 ال .. ال .. ال ..
+
+163
+00:14:21,330 --> 00:14:27,400
+الصحر هذا هو يبقى عن Hالـ prior probability تبع كل
+
+164
+00:14:27,400 --> 00:14:33,340
+واحد من ال H يعني هذا ال prior probability تبع H1
+
+165
+00:14:33,340 --> 00:14:36,880
+و ال prior probability تبع H2 وH3 هنا ال
+
+166
+00:14:36,880 --> 00:14:42,540
+probability تبع ال H يعني ال H1 لحد حدوث ال event
+
+167
+00:14:42,540 --> 00:14:49,740
+E1 إذا إذا إيش احتمال إذا عُلم ال hypothesis هذا
+
+168
+00:14:49,740 --> 00:14:53,600
+إيش احتمال يكون بسبب ال event
+
+169
+00:14:55,320 --> 00:14:59,980
+أحنا الآن هذا .. لأ احنا .. عدي أنا رابط كل event
+
+170
+00:14:59,980 --> 00:15:04,180
+.. كل hypothesis ب event هذا hypothesis one ب
+
+171
+00:15:04,180 --> 00:15:08,860
+event one هذا hypothesis اتنين ب event one صح
+
+172
+00:15:08,860 --> 00:15:11,020
+فالصبر هذا
+
+173
+00:15:16,210 --> 00:15:21,310
+هو عبارة عن الـ posterior probability للأمين لهذه
+
+174
+00:15:21,310 --> 00:15:24,050
+ال hypothesis مع event واحد و اللي بعده مع event
+
+175
+00:15:24,050 --> 00:15:26,950
+اتنين و اللي بعده مع event تلاتة ماهو المطلوب
+
+176
+00:15:26,950 --> 00:15:33,890
+المطلوب ان انا احسب اذا علم ال evidence ال E واحد
+
+177
+00:15:33,890 --> 00:15:38,190
+و E اتنين اذا علم ال evidence الفلاني ايش احتمالية
+
+178
+00:15:38,190 --> 00:15:44,980
+انه ايش ان يكون هذا ال hypothesis trueماذا هو
+
+179
+00:15:44,980 --> 00:15:47,540
+probability أن هذا ال hypothesis true إلى أولم ال
+
+180
+00:15:47,540 --> 00:15:53,820
+evidence هذا بعد قليل سنفترض أنه كأولم هذا ثم بعد
+
+181
+00:15:53,820 --> 00:15:58,340
+قليل طلع ظهر ال evidence الآخر يعني عندي بدي أحسب
+
+182
+00:15:58,340 --> 00:16:02,980
+ال hypothesis في حالة ال what؟ في حالة ال two
+
+183
+00:16:02,980 --> 00:16:06,660
+events ما هم معروفين لازم أبدأ في الأول على فرض
+
+184
+00:16:06,660 --> 00:16:14,880
+أنه أنا على فرض أنه أناassume that we first
+
+185
+00:16:14,880 --> 00:16:19,220
+observe evidence E3 أول ملاحظة لاحظناها يعني افترض
+
+186
+00:16:19,220 --> 00:16:24,080
+ان انت طبيب و بتسأل المريض انت عارف في بالك تلت
+
+187
+00:16:24,080 --> 00:16:29,700
+تشخصات تلت أمراض ممكن يكون سبب معاناة هذا ال .. ال
+
+188
+00:16:29,700 --> 00:16:33,460
+.. أمامك المريض فأول ما بتسأله بتسأله بيعطيلك عن
+
+189
+00:16:33,460 --> 00:16:38,320
+عرض معين بيقوله بتشكي من كده فبيقولك اه اه ال ..
+
+190
+00:16:38,320 --> 00:16:43,410
+كده هذا هو E3 هو ايش؟ال event فانت الآن بدك تحسب
+
+191
+00:16:43,410 --> 00:16:49,150
+probability تبع التلات احتمالات او زي حالة اللي هو
+
+192
+00:16:49,150 --> 00:16:54,830
+المثال الأولاني ان طالب يحمل laptop نفترض ان ال
+
+193
+00:16:54,830 --> 00:16:59,250
+laptop هو احد المؤشرات ان هو مثلا IT انا مثلا لابس
+
+194
+00:16:59,250 --> 00:17:05,380
+نضارة تبقى ال IT كتير بيبقوا لابسين نضارةالشغل
+
+195
+00:17:05,380 --> 00:17:08,980
+التالتى انه حامل شنطة زي هذه الشنطة مش زي هذه
+
+196
+00:17:08,980 --> 00:17:15,000
+الشنطة شنطة كتف طبعا فإنه حامل laptop هذا event
+
+197
+00:17:15,000 --> 00:17:19,960
+وإنه لابس نضارة إنه هذا event آخر وإنه مش حامل
+
+198
+00:17:19,960 --> 00:17:25,860
+شنطة كتف هذا event التالت فاحنا لازم نتدرج في حساب
+
+199
+00:17:25,860 --> 00:17:30,760
+ال probability بالتدرج مع كل واحد من ال events
+
+200
+00:17:30,760 --> 00:17:35,010
+اللي بننتبه إليه أو اللي بنستكشفبقينا على فرض ان
+
+201
+00:17:35,010 --> 00:17:39,630
+E3 هو اللي قُلم ان نرجع ناخد ال data من الجدول و
+
+202
+00:17:39,630 --> 00:17:44,330
+نحسب ال probability تبع كل ال H's H1, H2, H3، صح؟
+
+203
+00:17:44,330 --> 00:17:48,710
+probability تبع H1 إذا قُلم E3 يعني كنا في البسط
+
+204
+00:17:48,710 --> 00:17:53,310
+إيش بنسوي؟ إحنا بنضرب ال prior probability بال
+
+205
+00:17:53,310 --> 00:18:03,530
+إيش؟ بال إيش؟ بال probability of EH صح؟من وين هذه
+
+206
+00:18:03,530 --> 00:18:11,550
+جاي من الجدول هي احنا دلوقت انا على E3 صح فاحنا
+
+207
+00:18:11,550 --> 00:18:18,830
+بدنا نضرب هذه probability of H الأولاني في point 6
+
+208
+00:18:18,830 --> 00:18:22,750
+H1
+
+209
+00:18:22,750 --> 00:18:30,050
+given E3 و بعدين probability of H2 given E3 و
+
+210
+00:18:30,050 --> 00:18:38,260
+بعدين probability of H3يبقى E تلاتة ال bus الأول
+
+211
+00:18:38,260 --> 00:18:42,800
+هيكون 0
+
+212
+00:18:42,800 --> 00:18:54,280
+.4 T ضرر 0.6 ال bus التالي 0
+
+213
+00:18:54,280 --> 00:18:59,340
+.35 ضرر 0.7 ال bus التالت
+
+214
+00:19:03,950 --> 00:19:11,290
+ما هو المقام الهم
+
+215
+00:19:11,290 --> 00:19:19,490
+هذا في هذا زائد هذا في هذا زائد هذا في هذا و هنحطه
+
+216
+00:19:19,490 --> 00:19:25,230
+كمقام تلاتة ممكن نحسبه مرة واحدة و نكرره
+
+217
+00:19:26,030 --> 00:19:30,350
+مظبوط هي تتطلع عليه و يبقى ال 0.6 اللي هي ال bus
+
+218
+00:19:30,350 --> 00:19:35,350
+الأول ال 0.6 في ال 4 بعدين ال 0.7 اللي هي ال bus
+
+219
+00:19:35,350 --> 00:19:41,570
+التاني بعدين صح و هو نفسه متكرر معانا في التلاتياش
+
+220
+00:19:41,570 --> 00:19:46,470
+انا باختصار شديد لو انا ماعندي ال data مرصصة في ال
+
+221
+00:19:46,470 --> 00:19:51,080
+jadwal ال jadwal يسهل علي الحلوحتى لو انا بدى
+
+222
+00:19:51,080 --> 00:19:54,740
+اعملها يعني على الكمبيوتر برضه برضه بتكون اسهل
+
+223
+00:19:54,740 --> 00:19:57,980
+واسهل لإن انا بضرب الكمية بحسب الكمية هذه في الأول
+
+224
+00:19:57,980 --> 00:20:03,120
+و بعدين بجسم انا بحسب الكميات التلاتة داخلها و
+
+225
+00:20:03,120 --> 00:20:06,300
+بعدين بجيب مجموحه صح انا بجسم الأول على المجموح
+
+226
+00:20:06,300 --> 00:20:09,320
+التاني على المجموح التالتة على المجموح و خلصت هذا
+
+227
+00:20:09,320 --> 00:20:14,680
+بس الآن اذا لسه احنا بنعرف بس ال E تلاتة بس ال E
+
+228
+00:20:14,680 --> 00:20:20,210
+تلاتة افترض ان بعد ذلكلاحظنا ملاحظة أخرى و أصبح
+
+229
+00:20:20,210 --> 00:20:25,650
+لدي الملاحظة اتنين اتنين اتنين
+
+230
+00:20:25,650 --> 00:20:35,390
+اتنين
+
+231
+00:20:35,390 --> 00:20:40,850
+اتنين
+
+232
+00:20:40,850 --> 00:20:44,570
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+233
+00:20:44,570 --> 00:20:51,210
+اتنين اتنين اتنين اتنين اتنين اتنين اتنينصحيح اذا
+
+234
+00:20:51,210 --> 00:20:57,770
+نضرب ثلاث مقادير نفس القالية اذا كنا نضرب مقدرين
+
+235
+00:20:57,770 --> 00:21:04,850
+فهنا نضرب ثلاث مقادير ثلاث مقادير اللي هم P of H
+
+236
+00:21:04,850 --> 00:21:10,890
+مضروبة في ال posterior H مع E1 مضروبة في ال
+
+237
+00:21:10,890 --> 00:21:17,820
+posterior H مع E3 اللي هم رجعتنا الجدولهذه الـ
+
+238
+00:21:17,820 --> 00:21:23,760
+prior وهذه ال posterior تبع h1 وهذه ال posterior
+
+239
+00:21:23,760 --> 00:21:30,660
+تبع h1 معناه e3 ليه هذا وh1 ليها هذول تلت مقابلة
+
+240
+00:21:30,660 --> 00:21:36,180
+الضغط هذا البسط الأول واللي مقابلهم البسط التاني
+
+241
+00:21:36,180 --> 00:21:42,400
+واللي مقابلهم البسط التالت صح ولا لأ هاي بدى أروح
+
+242
+00:21:42,400 --> 00:21:48,190
+ال slide هاي البسط الأولهذا هو ال bus الثاني وهذا
+
+243
+00:21:48,190 --> 00:21:55,290
+هو ال bus التالت صح؟
+
+244
+00:21:55,290 --> 00:21:58,710
+لأننا
+
+245
+00:21:58,710 --> 00:22:02,110
+لم نعمل أي calculation لأننا لم نحسب أي أرقام نرجع
+
+246
+00:22:02,110 --> 00:22:05,450
+الآن لننظر إلى الأرقام ونحاول أن نفهم أي شيء
+
+247
+00:22:05,450 --> 00:22:10,310
+الأرقام اللي طلعت عندما كان بس E3 هو المعلوم كان
+
+248
+00:22:10,310 --> 00:22:15,750
+هكذا أيش معنى هذا الرقم؟ إنه احتماليةإن يكون
+
+249
+00:22:15,750 --> 00:22:19,570
+hypothesis واحدة true عندما كنا نعلم أنها ثلاثة
+
+250
+00:22:19,570 --> 00:22:23,890
+فقط كان احتماليه أنه اربعة وتلاتين والثاني هي
+
+251
+00:22:23,890 --> 00:22:26,390
+hypothesis تقريه اربعة تلاتين وهذا اثنين وتلاتين
+
+252
+00:22:26,390 --> 00:22:32,130
+فانا في يدي two hypotheses فرضيتين لهم نفس المستوى
+
+253
+00:22:32,130 --> 00:22:36,490
+أو نفس القيمة من ناحية الاحتمال بقدر اتوقعهم بنفس
+
+254
+00:22:36,490 --> 00:22:43,950
+النسبة وهذا أقل منه لأن لما أضافنا ال event E واحد
+
+255
+00:22:44,580 --> 00:22:48,340
+يفترض هذه المعلومة الجديدة او هذه الملاحظة الجديدة
+
+256
+00:22:48,340 --> 00:22:53,360
+ترجح كفة أحد الاحتمالات على الأخرى وهذا فعلا اللي
+
+257
+00:22:53,360 --> 00:23:00,600
+طلع هنا ان E2 زادت ال probability تبعته وهذا انخفط
+
+258
+00:23:00,600 --> 00:23:04,520
+و هذا انخفط بشدة أكتر من .. مش كان اربعة تلاتين
+
+259
+00:23:04,520 --> 00:23:08,040
+هذا و بعدين تلاتين هذا انخفط بالنسبة 3% وهذا انخفط
+
+260
+00:23:08,040 --> 00:23:11,560
+بالنسبة كثيرة اللي هي 5.15
+
+261
+00:23:13,750 --> 00:23:18,030
+فقددش احنا معلومات بنجمعها او events المراحضات
+
+262
+00:23:18,030 --> 00:23:22,450
+يعني بنلاحظها بترجح كافة الاحتمالات اللي عندنا لو
+
+263
+00:23:22,450 --> 00:23:28,330
+عندي معلومة واحدة بيصعب ان اميز او ارجح كافة احد
+
+264
+00:23:28,330 --> 00:23:31,790
+الاحتمالات على الاخر احد ال hypotheses على الاخر
+
+265
+00:23:31,790 --> 00:23:36,070
+صح او لا؟ الان لو اتلاحظ لما بعد ذلك دخلنا ال E2
+
+266
+00:23:36,070 --> 00:23:42,480
+في الحسبة صرنا اولا بنضرب مين؟ اربعة اي نعمو هم
+
+267
+00:23:42,480 --> 00:23:45,440
+الباصلة و هم اللي بدخلوا في المقام لأن ايش اللي
+
+268
+00:23:45,440 --> 00:23:49,560
+لاحظ ان واحدة اصبح تباير الصوت مع انه كان عالية و
+
+269
+00:23:49,560 --> 00:23:53,760
+كان على واحد في ظل اي واحد او اي تلاتة لان لما اجى
+
+270
+00:23:53,760 --> 00:23:58,900
+اتنين و اتنين اتنين رجح كافة تمين هذا او هذه هذه
+
+271
+00:23:58,900 --> 00:24:01,880
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+272
+00:24:01,880 --> 00:24:03,200
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+273
+00:24:03,200 --> 00:24:03,360
+هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه هذه
+
+274
+00:24:03,360 --> 00:24:04,280
+هذه هذه هذه
+
+275
+00:24:06,740 --> 00:24:11,640
+Okay الان الكلام لسه ما يبقى نفسي رولز في الموضوع
+
+276
+00:24:11,640 --> 00:24:17,040
+هذه اللي هو ال Bayesian rule في حساب ال
+
+277
+00:24:17,040 --> 00:24:21,640
+probabilities تبعت ايش تبعت ال hypotheses المختلفة
+
+278
+00:24:21,640 --> 00:24:28,240
+في ظل وجود events متعددة طبعا احنا ماعناش وجهة
+
+279
+00:24:28,240 --> 00:24:33,270
+نشوف لو انا عنديلأ احنا احنا عملية لان لأ عملية
+
+280
+00:24:33,270 --> 00:24:36,390
+احنا شوفنا multiple events و multiple hypotheses
+
+281
+00:24:36,390 --> 00:24:41,570
+صح ولا لأ هذا المثال عبارة عن تعدد hypotheses و
+
+282
+00:24:41,570 --> 00:24:49,270
+تعدد events ف .. بس برجعت يعني بقول انههذا الطريقة
+
+283
+00:24:49,270 --> 00:24:53,210
+أو ال method في حساب ال probability بتستند إلى
+
+284
+00:24:53,210 --> 00:24:59,350
+وجود statistics شاملة بدي statistics عن .. prior
+
+285
+00:24:59,350 --> 00:25:03,290
+statistics عن كل ال hypotheses و posterior
+
+286
+00:25:03,290 --> 00:25:07,050
+statistics عن كل واحد من ال hypotheses في ظل كل
+
+287
+00:25:07,050 --> 00:25:12,230
+واحد من ال events هذا الكلام ربما بده أيش؟ بده
+
+288
+00:25:12,230 --> 00:25:19,160
+هيئة الحصاء العامةتجيب البيانات و تجيب لكل شيء
+
+289
+00:25:19,160 --> 00:25:23,960
+تمام؟ عشان هيك احنا مابنقدرش نستخدم ال base and
+
+290
+00:25:23,960 --> 00:25:26,640
+rule إلا إذا توفرت ال statistics ماتوفرش
+
+291
+00:25:26,640 --> 00:25:30,900
+statistics بدنا نستند إلى التخمين تبع ال human
+
+292
+00:25:30,900 --> 00:25:34,680
+expert ال human expert هو بيعطيني certain effect
+
+293
+00:25:34,680 --> 00:25:39,460
+من تجربته بيقول لي إن والله عادة إذا الطالب بيحمل
+
+294
+00:25:39,460 --> 00:25:44,920
+شنطة كده فغالبا هو .. غالبا أو يعني باحتمال كده
+
+295
+00:25:45,170 --> 00:25:48,010
+كلمة احتمال هذه احنا بنتحولها الى رقم زى ما شوفنا
+
+296
+00:25:48,010 --> 00:25:52,690
+في المحاضر القادر بيبقى جدول هنا بيبقى جدول هنا
+
+297
+00:25:52,690 --> 00:25:54,330
+بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى
+
+298
+00:25:54,330 --> 00:25:56,110
+جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول
+
+299
+00:25:56,110 --> 00:25:56,550
+هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا
+
+300
+00:25:56,550 --> 00:25:56,590
+بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى
+
+301
+00:25:56,590 --> 00:25:58,890
+جدول هنا بيبقى جدول هنا بيبقى جدول هنا بيبقى جدول
+
+302
+00:25:58,890 --> 00:26:05,750
+هنا بيبقى جدول هنا بيبقى
+
+303
+00:26:05,750 --> 00:26:14,490
+جدول
+
+304
+00:26:14,490 --> 00:26:18,340
+هنامش هنستخدم ال base in probability هنستخدمها في
+
+305
+00:26:18,340 --> 00:26:22,000
+rule based system احنا الان نحكي عن express system
+
+306
+00:26:22,000 --> 00:26:25,360
+محكيش عن عملية أحصائي و عملية probability و
+
+307
+00:26:25,360 --> 00:26:30,940
+statistics فاحنا بدنا ندمجمسألة ال probability في
+
+308
+00:26:30,940 --> 00:26:34,760
+ال rule based express systems بدنا نعطي زي ما
+
+309
+00:26:34,760 --> 00:26:38,740
+رجعنا زي ما كنا شوفنا قبل هيكة نعطي لل rule في
+
+310
+00:26:38,740 --> 00:26:43,120
+بداية الحكي نعطي لل rule probability وعلى أساس ال
+
+311
+00:26:43,120 --> 00:26:46,820
+probability هذه نحسب الاحتماليات ونعمل inference
+
+312
+00:26:46,820 --> 00:26:51,920
+ونحسب ايش الاستنتاج
+
+313
+00:26:51,920 --> 00:26:54,800
+اللي ممكن نصغله على set of factors
+
+314
+00:26:57,990 --> 00:27:00,590
+أحنا ال certainty factor كان بعتمد على نظرية ال
+
+315
+00:27:00,590 --> 00:27:04,030
+certainty factor certainty factor theory احنا الآن
+
+316
+00:27:04,030 --> 00:27:08,870
+بنعتمد على ال probability في ايش في ال rule based
+
+317
+00:27:08,870 --> 00:27:14,130
+يعني استنادا إلى ال probability بناخد ال
+
+318
+00:27:14,130 --> 00:27:18,210
+probability ونشوف كيف انا ممكن ادمجها في ال rule
+
+319
+00:27:18,210 --> 00:27:20,850
+based express system احنا هناك دمجنا ال certainty
+
+320
+00:27:20,850 --> 00:27:23,710
+factor في ال rule based express system فبديك
+
+321
+00:27:23,710 --> 00:27:26,490
+تركزوا معايا شوية لأن احنا ال rules الآن هنصير
+
+322
+00:27:26,490 --> 00:27:32,770
+شكلهاشوية مختلفة نحكي عن ال rules ال rule البسيطة
+
+323
+00:27:32,770 --> 00:27:36,530
+اللي كانت بتقول اذا today is rain tomorrow is rain
+
+324
+00:27:36,530 --> 00:27:41,830
+او اذا today is dry tomorrow is dry بدنا نعطيها
+
+325
+00:27:41,830 --> 00:27:46,790
+probability و بدنا نعطيها كمان حاجتين اخرى هذا ال
+
+326
+00:27:46,790 --> 00:27:54,050
+rule بتفسير اذا today is rain نعطيهاالرقمين هذول
+
+327
+00:27:54,050 --> 00:27:58,650
+ال ال S و ال ال N و اللي انا بوضحهم ايش هم و ان
+
+328
+00:27:58,650 --> 00:28:02,050
+انا اعطيها برضه كمان ل prior probability هد ال
+
+329
+00:28:02,050 --> 00:28:04,790
+prior probability واضحة ايش معناتها يعني tomorrow
+
+330
+00:28:04,790 --> 00:28:09,150
+is dry هد بتقوللي انه اذا today is dry ف tomorrow
+
+331
+00:28:09,150 --> 00:28:14,290
+is dry باحتمال 50% 50% من هذه اللي بيكون اليوم
+
+332
+00:28:14,290 --> 00:28:17,950
+اللي مافيش فيه مطار بيكون بكرا برضه مافيش فيه مطار
+
+333
+00:28:17,950 --> 00:28:24,680
+صح هد هي استنادة انحصائية و هي أبدااحتمالي و هنا
+
+334
+00:28:24,680 --> 00:28:28,680
+العكس ان اذا today rain بيكون tomorrow is rain
+
+335
+00:28:28,680 --> 00:28:34,880
+فهذا ال priority ايش الان ال Ls و ال Ln هدوله و
+
+336
+00:28:34,880 --> 00:28:38,880
+مين اللي بيحطهم ايش دلالتهم و من وين بنجيبهم احنا
+
+337
+00:28:38,880 --> 00:28:44,340
+ال Ls مقصود بيه هو likelihood of sufficiency هو
+
+338
+00:28:44,340 --> 00:28:50,860
+عبارة عن رقم بيحطه ل human expertبيدلل من خلاله
+
+339
+00:28:50,860 --> 00:28:56,340
+على درجة اعتقاده هو بإنه هذا كلامته إن إذا اليوم
+
+340
+00:28:56,340 --> 00:29:01,200
+رمضان فأمس سيكون رمضان إنه إذا تحقق هذا ال event
+
+341
+00:29:01,200 --> 00:29:07,880
+ماشي هو بيعتقد أن تحققه يصب بشكل قوي في تحقق هذا
+
+342
+00:29:07,880 --> 00:29:12,540
+ال computer هذا يعني ال human expert فال high
+
+343
+00:29:12,540 --> 00:29:17,860
+values of LS اللي هو likelihood of sufficiencyhigh
+
+344
+00:29:17,860 --> 00:29:21,360
+value يعني أكبر من واحد من كتير indicate that the
+
+345
+00:29:21,360 --> 00:29:26,280
+rule strongly supports the hypothesis إذا ال
+
+346
+00:29:26,280 --> 00:29:33,000
+evidence تحقق إذا ال evidence تحقق فاشر فهذا بي ..
+
+347
+00:29:33,000 --> 00:29:37,760
+طيب لو ما تحققش هل معناه ذلك أنه منعدم تماما يعني
+
+348
+00:29:37,760 --> 00:29:41,840
+إذا ما كانش اليوم rain هل منعدم تماما احتمالية أنه
+
+349
+00:29:41,840 --> 00:29:47,400
+بكرا يكون rain لأ ورده وهذا هو اللي جدش وردهبين
+
+350
+00:29:47,400 --> 00:29:52,140
+إيش؟ بنعبر عنها بهذا الرقم هذا الرقم منخفض أقل من
+
+351
+00:29:52,140 --> 00:29:56,200
+واحد هذا الرقم بحقه ال human expert بيقصد فيه إن
+
+352
+00:29:56,200 --> 00:29:59,700
+إيش؟ إن والله في احتمال صح في احتمال إن هذا اللي
+
+353
+00:29:59,700 --> 00:30:04,460
+لم يتحقق إن اليوم مار مار مار مار مار مار مار مار
+
+354
+00:30:04,460 --> 00:30:04,820
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+355
+00:30:04,820 --> 00:30:05,280
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+356
+00:30:05,280 --> 00:30:06,380
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+357
+00:30:06,380 --> 00:30:06,600
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+358
+00:30:06,600 --> 00:30:06,900
+مار مار مار مار مار مار مار مار مار مار مار مار
+
+359
+00:30:06,900 --> 00:30:14,740
+مار مار
+
+360
+00:30:14,740 --> 00:30:22,870
+مار مأقل بكتير من احتمال اقل بكتير من ثقاتنا بإنه
+
+361
+00:30:22,870 --> 00:30:29,070
+انه اذا كان اليوم رين بكرا هيكون رين ماشي هنا ال
+
+362
+00:30:29,070 --> 00:30:32,150
+rule التاني ايش اصلا بيقول today is dry فبكرا dry
+
+363
+00:30:32,150 --> 00:30:39,190
+الرقم هذا 1.6 بيقول بيشير إلى انه ال human expert
+
+364
+00:30:39,190 --> 00:30:44,740
+بيعتقد انه اذا today is dry ففعلا بكرا هيكون dryو
+
+365
+00:30:44,740 --> 00:30:50,440
+ب .. و باش .. و بدرجة يعني توقع شديدة مش شديدة
+
+366
+00:30:50,440 --> 00:30:56,860
+كتير لأنه عمليا عمليا ممكن ييجي أيام كتيرة جدراي و
+
+367
+00:30:56,860 --> 00:31:01,340
+لكن أكتر يبقى rain بس .. بس بالأغلب لو اليوم rain
+
+368
+00:31:01,340 --> 00:31:05,420
+الناس بتتوقع أنه برضه بكرا هيكون rain صح؟ على
+
+369
+00:31:05,420 --> 00:31:09,840
+جانبك في شوية مطره بواجه ماكملتش في اليوم هذا يكون
+
+370
+00:31:09,840 --> 00:31:16,730
+مضايق اللي بدأت نزلهم بكرابس هنا إذا dry يوم اه
+
+371
+00:31:16,730 --> 00:31:23,250
+بنستبعد انه يكون بكرا في رينو okay بس الاحتمال ..
+
+372
+00:31:23,250 --> 00:31:26,970
+الاحتمال انه إذا بكرا dry يكون .. اذا اليوم dry
+
+373
+00:31:26,970 --> 00:31:31,950
+بكرا يكون dry وارد ولكن مش بقوة اللي هو حد المقر و
+
+374
+00:31:31,950 --> 00:31:34,950
+هنا العكسة ليش .. كيف نفهم اللي أعرفه في المجلد
+
+375
+00:31:34,950 --> 00:31:39,410
+الآن انه if today is إيش هي دي في حد ما يكون ال
+
+376
+00:31:39,410 --> 00:31:43,510
+evidence falseفى حال ما يكون ال rain ايش يعني ال
+
+377
+00:31:43,510 --> 00:31:46,650
+even و اتفوز يعني today is rain فى حال ما يكون ال
+
+378
+00:31:46,650 --> 00:31:49,930
+rain ايش احتمال ان يكون بكرا دلوقت واردة بس
+
+379
+00:31:49,930 --> 00:31:55,890
+بالنسبة ايش اربعين في المية تقريبا احتمال يكون
+
+380
+00:31:55,890 --> 00:32:01,100
+بالنسبة خمسين في الدنيالأ هذه الشرقية ال 50% هذه
+
+381
+00:32:01,100 --> 00:32:03,740
+اللي هي بدون اي شروط بدون اي evidence فماذا يعني
+
+382
+00:32:03,740 --> 00:32:06,920
+شريط الخمسة في point 3؟ الخمسة هذه انه بصفة عامة
+
+383
+00:32:06,920 --> 00:32:10,260
+احنا دلوقتي هم الخمسة هذه انهم ال experts بالظبط
+
+384
+00:32:10,260 --> 00:32:13,620
+هذه initial priority ممكن تيجي من ال statistics او
+
+385
+00:32:13,620 --> 00:32:18,160
+تنحط عشوائيا هتتعدل مع الاش مع الحسب بناء على
+
+386
+00:32:18,160 --> 00:32:22,680
+المقاطيات اللي هنا فالان خلّي بالك ال system هذاهو
+
+387
+00:32:22,680 --> 00:32:30,080
+يشتغل بال rules هذه ال rules بدأت نحط هذه ال rule
+
+388
+00:32:30,080 --> 00:32:31,740
+بقى مواحدة رقم اتنين اللي قبلها رقم اتنين اللي
+
+389
+00:32:31,740 --> 00:32:32,120
+قبلها رقم اتنين اللي قبلها رقم اتنين اللي قبلها
+
+390
+00:32:32,120 --> 00:32:34,900
+رقم اتنين اللي قبلها رقم اتنين اللي قبلها رقم
+
+391
+00:32:34,900 --> 00:32:35,940
+اتنين اللي قبلها رقم اتنين اللي قبلها رقم اتنين
+
+392
+00:32:35,940 --> 00:32:36,400
+اللي قبلها رقم اتنين اللي قبلها رقم اتنين اللي
+
+393
+00:32:36,400 --> 00:32:36,400
+قبلها رقم اتنين اللي قبلها رقم اتنين اللي قبلها
+
+394
+00:32:36,400 --> 00:32:41,380
+رقم اتنين اللي قبلها رقم اتنين اللي قبلها رقم
+
+395
+00:32:41,380 --> 00:32:49,960
+اتنين اللي قبلها رقم
+
+396
+00:32:49,960 --> 00:32:57,590
+القى ان رول الطبقات يجب ان يستنتج منها بس استنتاج
+
+397
+00:32:57,590 --> 00:33:03,450
+هذا يجب ان يحسب له ال probability تبعته ال
+
+398
+00:33:03,450 --> 00:33:07,630
+probability تبعته المبدئية هي نص هذا ال rule لكن
+
+399
+00:33:07,630 --> 00:33:13,290
+بناء على الكلام هذا يجب ان تتغير القيمة هذا سنشوف
+
+400
+00:33:13,290 --> 00:33:18,070
+الآن المثال هذا بس بدنا نطلع على خطوات لازم تنعمل
+
+401
+00:33:18,070 --> 00:33:27,540
+اللي هي اول حاجةإنه إحنا عشان نحسب ال consequence
+
+402
+00:33:27,540 --> 00:33:32,860
+تبع ال rules إيش ال probability تبعته أنا عندي
+
+403
+00:33:32,860 --> 00:33:38,600
+rule و ال rule هذه fires ال rule واحد بدها تتنفس
+
+404
+00:33:38,600 --> 00:33:43,040
+تتنفس يعني بده أستنتج الاستنتاج تبعها بس لازم
+
+405
+00:33:43,040 --> 00:33:48,260
+أحسبله ال probability تبعته ولا لأعشان أحسب ال
+
+406
+00:33:48,260 --> 00:33:51,380
+probability تبعه لازم أحسب حاجة اسمها ال prior
+
+407
+00:33:51,380 --> 00:33:56,780
+odds ال prior odds هي عبارة عن ال prior
+
+408
+00:33:56,780 --> 00:34:01,560
+probability اللي في ال rule باخدها على واحد ناقص
+
+409
+00:34:01,560 --> 00:34:07,080
+نفسه بعدين بحسب ال posterior odds اللي هي زي ال
+
+410
+00:34:07,080 --> 00:34:12,720
+posterior probability بس عادى الآن بحسبها بناء على
+
+411
+00:34:12,720 --> 00:34:16,300
+هل ال event true و لا ال event false إذا ال event
+
+412
+00:34:16,300 --> 00:34:20,340
+trueبستخدم ال ال S إذا كان ال event false بستخدم
+
+413
+00:34:20,340 --> 00:34:23,480
+ال ال N لأن هذا الأرقام محطوطة لهذا الغرض هذا
+
+414
+00:34:23,480 --> 00:34:27,860
+الرقم محطوط في حالة ما يكون ال event true يعني
+
+415
+00:34:27,860 --> 00:34:32,780
+دلالته هي إذا كان ال event true وهذا دلالته إذا
+
+416
+00:34:32,780 --> 00:34:37,220
+كان ال event false بعدين بحسب الرقم اللي بديه
+
+417
+00:34:37,220 --> 00:34:41,420
+الرقم اللي بديه هو أنه أنا الآن بديه بحسب ال
+
+418
+00:34:41,420 --> 00:34:47,340
+hypothesis عالم ال event Eخلّينا نطلع على مثالة
+
+419
+00:34:47,340 --> 00:34:52,400
+عسرية اللي هو انه الان ال system بيشتغل و بيعمل
+
+420
+00:34:52,400 --> 00:34:56,200
+dialogue مع ال user و بيسأله اول سؤال what is the
+
+421
+00:34:56,200 --> 00:35:00,500
+weather today what is the weather today rain جاله
+
+422
+00:35:00,500 --> 00:35:04,220
+rain الان مين من ال rules في ال condition تبعها
+
+423
+00:35:04,220 --> 00:35:11,260
+بتقول today is rain هذولة أصلا تمام فالان اول rule
+
+424
+00:35:11,260 --> 00:35:17,540
+بتطبقليه ال rule بقى واحدعشان تتطبق سنستنتج ان
+
+425
+00:35:17,540 --> 00:35:21,100
+tomorrow is rain بس يا تورا ايش ال probability هذه
+
+426
+00:35:21,100 --> 00:35:27,400
+مبدئية لازم تتعدل الان بناء على ال AS و ال LN تمام
+
+427
+00:35:27,400 --> 00:35:32,280
+فبناء على rule رقم واحد لنفتش كلنا اول حاجة نحسب
+
+428
+00:35:32,280 --> 00:35:37,760
+اللي هو ال prior odds اللي
+
+429
+00:35:37,760 --> 00:35:41,840
+هو O of H بعدين نحسب ال posterior
+
+430
+00:35:45,200 --> 00:35:51,240
+Ups اللي هو probability of H أسف ال big O of H
+
+431
+00:35:51,240 --> 00:35:57,580
+given E وبعدين بنحسب اللي هو ال prior probability
+
+432
+00:35:57,580 --> 00:36:08,660
+أسف posterior probability اللي
+
+433
+00:36:08,660 --> 00:36:13,560
+هي probability of H given Eهذا الكلام هو اللي انا
+
+434
+00:36:13,560 --> 00:36:17,000
+في الاخر بدي اصله لانه عمليا ال rule ده يقول ال
+
+435
+00:36:17,000 --> 00:36:20,680
+event حدث وبالتالي تقدر تستنتج ال hypothesis هذا
+
+436
+00:36:20,680 --> 00:36:25,100
+ال event وهذا ال hypothesis بس انا بدي احصل من ال
+
+437
+00:36:25,100 --> 00:36:29,780
+probability تبع هذا الاستنتاج فأول حاجة اللي هو
+
+438
+00:36:29,780 --> 00:36:38,100
+probability of ان tomorrow is rain اي tomorrow بدي
+
+439
+00:36:38,100 --> 00:36:46,320
+ارمزها ب W و today بدي ارمزها ب DRain بساوي جدّيش
+
+440
+00:36:46,320 --> 00:36:50,500
+كانت ال probability في الغاية اللي هي 0.5 على 1
+
+441
+00:36:50,500 --> 00:36:54,940
+نقل 0 بطلع 1 الان هذا في ايش من زمني زمني دلوقت ان
+
+442
+00:36:54,940 --> 00:36:57,820
+انا بدي احسب ال posterior ال posterior ال odds هي
+
+443
+00:36:57,820 --> 00:37:06,340
+عبارة عن ايش هي عبارة عن واحد من اتنين اما ال ال
+
+444
+00:37:06,340 --> 00:37:14,020
+OH مضروبة في Ls او مضروبة في Lnوقت ايش بضرب في ال
+
+445
+00:37:14,020 --> 00:37:17,100
+S ووقت ايش بضرب في ال N اذا كان ال event true
+
+446
+00:37:17,100 --> 00:37:21,600
+بضربها في ال S صح انا اندي ال event true ولا لأ
+
+447
+00:37:21,600 --> 00:37:25,000
+انه today ليه true لأ رايحن اه لأنه انا اجاب اجاوب
+
+448
+00:37:25,000 --> 00:37:30,640
+ال user اللي جالبيني فبضرب في ايش في ال S ال L S
+
+449
+00:37:30,640 --> 00:37:37,680
+جديش نين و نص مظبوط اتنين و نص في مين بضرب في ال
+
+450
+00:37:37,680 --> 00:37:40,860
+watch لان حساب اللي انا ليه ال one بتلع two point
+
+451
+00:37:40,860 --> 00:37:46,280
+fiveماشي الحال الان وصلت للمقطة الأخيرة اللي هي
+
+452
+00:37:46,280 --> 00:37:52,700
+probability of H given E اللي هي عبارة عن ايش؟
+
+453
+00:37:52,700 --> 00:37:59,580
+اللي هي عبارة عن هذا على واحد زائد نفسه صح؟ 2.5
+
+454
+00:37:59,580 --> 00:38:06,500
+على واحد زائد 2.5 يساوي 2.5 على 3.5 يساوي اللي هو
+
+455
+00:38:06,500 --> 00:38:14,670
+0.7 شو هذا الرقم؟ probability جديدلهذا الاحتمال او
+
+456
+00:38:14,670 --> 00:38:19,670
+لهذا ال hypothesis صح؟ لأن انا بسجل هذه الدي انه
+
+457
+00:38:19,670 --> 00:38:26,790
+ال hypothesis H اللي هو ان tomorrow tomorrow is
+
+458
+00:38:26,790 --> 00:38:33,670
+غير ال probability تبعته فهذا الكلام بساوي 0.71
+
+459
+00:38:33,670 --> 00:38:40,000
+تمام؟ اه السؤالأنا كنت أوضح الشغل اللي عرضته ليه
+
+460
+00:38:40,000 --> 00:38:42,020
+هيما ال X بيبقى مشهور حتى اللي اتنين ما بصوا اللي
+
+461
+00:38:42,020 --> 00:38:45,000
+.. صحيح صحيح صحيح ال point 6 برضه لإبتبار أنه
+
+462
+00:38:45,000 --> 00:38:48,600
+force يعني اللي بيحكي لك ممكن تمطر بس بالنسبة أقل
+
+463
+00:38:48,600 --> 00:38:56,200
+بيحكيلي أنه إذا ما مطرتش اليوم هذا ال LN اللي هو
+
+464
+00:38:56,200 --> 00:39:02,140
+likelihood of necessity هو مؤشر على أنه لو ماحدثش
+
+465
+00:39:02,140 --> 00:39:06,210
+ال event هذافي حالة غيارة ال event هل بقدر أستنتج
+
+466
+00:39:06,210 --> 00:39:13,490
+و ب .. أستنتج نفس ال situation و بأي نسبة؟ هذا أنه
+
+467
+00:39:13,490 --> 00:39:21,060
+إذا حدث بقدر أستنتج بنسبة .. بقوة هجدةهذه درجة قوة
+
+468
+00:39:21,060 --> 00:39:25,980
+الاعتقاد ال human expert بيعتقد انه هذا مؤدي لهذا
+
+469
+00:39:25,980 --> 00:39:30,960
+بدرجة كبيرة عشانها كحط 2.5 بينما في نفس الوقت
+
+470
+00:39:30,960 --> 00:39:35,580
+بيعتقد انه حتى لو ماحدثتش برضه ممكن يحدث ال event
+
+471
+00:39:35,580 --> 00:39:45,780
+ولكن هو اعتقاده ضعيف 6 من 6 من 10 خلي بالك انا في
+
+472
+00:39:45,780 --> 00:39:51,350
+هنا slide فلتتهاوهي ان هذه ال ال S و ال ال M انا
+
+473
+00:39:51,350 --> 00:39:55,430
+استطيع اشتقهم من ال statistics لو عندنا statistics
+
+474
+00:39:58,860 --> 00:40:03,100
+لو عندنا statistics نستطيع انه يقول ال human
+
+475
+00:40:03,100 --> 00:40:06,940
+expert يعطيك العافية تماما وانا بقدر اخد ال
+
+476
+00:40:06,940 --> 00:40:10,400
+likelihood values هذه بناء على ال statistics بس
+
+477
+00:40:10,400 --> 00:40:14,260
+احنا ليش قولناها لو مافيش statistics و غالبا مش
+
+478
+00:40:14,260 --> 00:40:17,200
+هيبقى فيه statistics انا مابقدر اجيب statistics في
+
+479
+00:40:17,200 --> 00:40:20,720
+كل مجال بدي اعمل فيه expert system اللي هي ال
+
+480
+00:40:20,720 --> 00:40:24,900
+statistics حاضرة وحاضرة لكل ال events المحتملة وكل
+
+481
+00:40:24,900 --> 00:40:29,550
+ال hypothesis المحتملة صح hypothesis المحتملةفانا
+
+482
+00:40:29,550 --> 00:40:33,750
+بستعيد عن ذلك بال human expert اللي شغال في هذا
+
+483
+00:40:33,750 --> 00:40:37,150
+المجال الدقيق و بقوله اعطيني ال values هذه اعطيني
+
+484
+00:40:37,150 --> 00:40:40,850
+ال rules و حطلي لكل rule ال likelihood values تبع
+
+485
+00:40:40,850 --> 00:40:49,450
+ال necessity
+
+486
+00:40:49,450 --> 00:40:55,130
+و
+
+487
+00:40:55,130 --> 00:41:00,430
+ال sufficiencyأو نكمل كمان خطواتين من المثال وصلنا
+
+488
+00:41:00,430 --> 00:41:04,570
+احنا لهناك حلو هذا الاستنتاج ان tomorrow is rain
+
+489
+00:41:04,570 --> 00:41:09,930
+متوقع بنسبة 71% طيب ايش رأيكوا انه انا الان رول
+
+490
+00:41:09,930 --> 00:41:16,110
+رقم واحد مش هي اللي لحالها بقدر ايش اعملها firing
+
+491
+00:41:16,110 --> 00:41:22,790
+ال express system ممكن يعمل firing لمينده رول رقم
+
+492
+00:41:22,790 --> 00:41:27,430
+اتنين ايضا معين رول رقم اتنين بتشترط الشرط تبعها
+
+493
+00:41:27,430 --> 00:41:36,310
+ان اليوم مدرس دراي اليوم مدرس دراي صح ؟ ايوة انا
+
+494
+00:41:36,310 --> 00:41:41,870
+الان برضه انظر الى dry هذا على انه لم يتحقق و احسب
+
+495
+00:41:41,870 --> 00:41:49,810
+الاستنتاج هذا بناء على ال LN لأ انا مش عندي rain
+
+496
+00:41:49,810 --> 00:41:54,460
+ال event اللي عندي هو rainلما شرين عكس ال dry ايش
+
+497
+00:41:54,460 --> 00:41:59,600
+معنى ذلك انا dry لم يتحقق يبقى بقدر احسب الاستنتاج
+
+498
+00:41:59,600 --> 00:42:06,600
+هذا على أساس من ال LN احنا ايش قلنا اصلا ال LN ايش
+
+499
+00:42:06,600 --> 00:42:10,560
+وظيفته انه اذا لم يتحقق الشرط هنا فهو الرقم الواحد
+
+500
+00:42:10,560 --> 00:42:13,240
+كان متحقق مرتين ماحسبناش على أساسه حسبنا على أساس
+
+501
+00:42:13,240 --> 00:42:17,880
+ال LS ال LS الان فهو الرقم اتنين انا بدي اش انظر
+
+502
+00:42:17,880 --> 00:42:21,500
+ال dry على انه لم يتحقق لأنه في انيريت و احسبها
+
+503
+00:42:21,500 --> 00:42:25,320
+على أساسفهذا هو اللي عامله هنا بالظبط اللي هو جلّك
+
+504
+00:42:25,320 --> 00:42:28,000
+إيه إيش إن اليوم مطلوب هو مفهوم ان اليوم مطلوب
+
+505
+00:42:28,000 --> 00:42:32,060
+فراحتها حسب ال .. ال odds على أساس إيش أو .. أو ..
+
+506
+00:42:32,060 --> 00:42:35,220
+ال odds دايما هي حسب ال .. ال .. ال .. ال prior
+
+507
+00:42:35,220 --> 00:42:38,740
+odds لما عاشها حسب ال posterior odds ال posterior
+
+508
+00:42:38,740 --> 00:42:41,480
+odds حسبها على أساس ال .. ال .. ال .. ال .. اللي
+
+509
+00:42:41,480 --> 00:42:46,580
+هو إن اليوم مطلوب اليوم مطلوب هذا اليوم مطلوب عكس
+
+510
+00:42:46,580 --> 00:42:52,490
+اليوم مطلوب و طلها الاربعية الآن حسب ال .. إيشمن
+
+511
+00:42:52,490 --> 00:42:55,910
+الـ posterior odds حسب الـ posterior probability
+
+512
+00:42:55,910 --> 00:42:59,130
+اللي هي الأربع على واحد زاد أربع و عشر على واحد
+
+513
+00:42:59,130 --> 00:43:00,250
+زاد أربع و عشر و أربع و عشر و أربع و أربع و أربع و
+
+514
+00:43:00,250 --> 00:43:01,270
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+515
+00:43:01,270 --> 00:43:02,370
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+516
+00:43:02,370 --> 00:43:02,410
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+517
+00:43:02,410 --> 00:43:04,070
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+518
+00:43:04,070 --> 00:43:05,790
+أربع و أربع و أربع و أربع و أربع و أربع و أربع و
+
+519
+00:43:05,790 --> 00:43:18,750
+أربع و أربع و أربع و أربع و أربع و أربع و
+
+520
+00:43:18,750 --> 00:43:24,190
+ألو انا طلعت اليوم ريد تمام بالنسبة معينة طلعت
+
+521
+00:43:24,190 --> 00:43:31,770
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+522
+00:43:31,770 --> 00:43:33,650
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+523
+00:43:33,650 --> 00:43:33,650
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+524
+00:43:33,650 --> 00:43:35,130
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+525
+00:43:35,130 --> 00:43:37,750
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+526
+00:43:37,750 --> 00:43:39,970
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+527
+00:43:39,970 --> 00:43:41,830
+طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت طلعت
+
+528
+00:43:42,530 --> 00:43:45,970
+هذا درجة طبعا بس هو كلامك صحيح الآن لأن وهم دي انا
+
+529
+00:43:45,970 --> 00:43:48,590
+استقاد نتج عن two rules و ال two rules اللي هو
+
+530
+00:43:48,590 --> 00:43:56,030
+واحد عكس التاني صح؟ اه فاحنا الآن في السؤال التالي
+
+531
+00:43:56,030 --> 00:43:59,390
+في ال dialogue بكمل الأسئلة و بسأل ال user عنه
+
+532
+00:43:59,390 --> 00:44:04,610
+اللي هي rainfall جداش ال rainfall مستوى ال low ولا
+
+533
+00:44:04,610 --> 00:44:10,040
+كده ولا high ولا تمام low و بعد هي كده وبالتاليهذه
+
+534
+00:44:10,040 --> 00:44:13,700
+نفس الكلام اللي كنا في الحالة الأولى في حالة ال
+
+535
+00:44:13,700 --> 00:44:17,260
+certainty factors فهي عندي rain وهي عندي low
+
+536
+00:44:17,260 --> 00:44:20,160
+فاتحققت من ال rule تلاتة وبناء على ال rule تلاتة
+
+537
+00:44:20,160 --> 00:44:26,840
+الآن بدي ريد حساب من استنتج نضرائي هذا ال rule
+
+538
+00:44:26,840 --> 00:44:31,640
+ضرائي بس بدي ريد حساب اللي هو probability تبع هذا
+
+539
+00:44:31,640 --> 00:44:37,880
+الاستنتاج فبطلع معاه بعد هيك ايش 80%فكامر انه في
+
+540
+00:44:37,880 --> 00:44:43,320
+صار في اليوم rainfall ولكنه مانخفض فرفع احتمالية
+
+541
+00:44:43,320 --> 00:44:49,100
+انه بكر rain dry ولكن بلت احتمالية انه rain لان
+
+542
+00:44:49,100 --> 00:44:52,920
+هدولة بيجمعوا بيجمعوش صح لان صار في عندي هذه
+
+543
+00:44:52,920 --> 00:44:55,720
+الكلام جاي على تلاتة rules و تلاتة rules لان في
+
+544
+00:44:55,720 --> 00:45:00,120
+مقاييات مختلفة مش انه واحدة عكس التانيةأنا بقدر
+
+545
+00:45:00,120 --> 00:45:04,180
+أسيبكوا اتكملوا انتوا لحالكوا على ال example هذا و
+
+546
+00:45:04,180 --> 00:45:09,720
+تشوفوا كيف تحسوا بيها بتستمتعوا و المحاضرة الجاي
+
+547
+00:45:09,720 --> 00:45:13,400
+ان شاء الله بكون محاضرلكوا exercise exercise
+
+548
+00:45:13,400 --> 00:45:17,420
+تتحلوا لوحدكم طبعا فإحنا عمليا من الآن بنكون خلصنا
+
+549
+00:45:17,420 --> 00:45:25,000
+ال slides هذي ايش كلها؟ اي نعم كلها و بنكون وقفنا
+
+550
+00:45:25,000 --> 00:45:32,760
+في ال .. في ال sequence تبعتناعند هذا هذا ال band
+
+551
+00:45:32,760 --> 00:45:36,380
+انا زي ما قولت هذا ال band انا هترككوا يا انتوا
+
+552
+00:45:36,380 --> 00:45:41,680
+مراجعة عامة لكلام اللي أخدتوه في ال probability و
+
+553
+00:45:41,680 --> 00:45:45,680
+ابتدا احنا بيكونوا و أقفنا هنا المحمد جايب ب ..
+
+554
+00:45:45,680 --> 00:45:49,860
+بيعطيكوا exercise و بحكي في النقطتين الأخرانية
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/f6_eLzRXoWg_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/f6_eLzRXoWg_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..39bef59306beacdea729a642aa2da00a5c15e34f
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/f6_eLzRXoWg_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4574, "start": 20.7, "end": 45.74, "text": "ماشى بسم الله الرحمن الرحيم المحاضرة هاد ان شاء الله احنا المفروض ننتقل لموضوع مختلف تماما ومختلف عن ال .. اللي هو ال problem solving by search بس بدنا نجف عن نقطتين صغار تكملة او متابعة لاخر اشي حكيناه في المحاضرة الماضية المحاضرة الماضية احنا كنا بنحكي عن ال alpha beta pruning وكان في انا example اللي هو هذا المثال", "tokens": [2304, 33599, 7578, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 9673, 5016, 46958, 25720, 8032, 18513, 16472, 13412, 16606, 21984, 1975, 5016, 8315, 9673, 5172, 32887, 11242, 8717, 29399, 4587, 1211, 32767, 2407, 11242, 45367, 3714, 46456, 46538, 46811, 10943, 995, 4032, 2304, 46456, 46538, 18871, 2423, 4386, 13672, 1829, 31439, 2423, 1154, 12606, 538, 3164, 4724, 3794, 47525, 8315, 8717, 7435, 5172, 18871, 8717, 47432, 2655, 9957, 20328, 17082, 9640, 6055, 24793, 37977, 1975, 2407, 44650, 16758, 27884, 5296, 47283, 2288, 1975, 8592, 1829, 11331, 4117, 1829, 8315, 3224, 8978, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 1975, 5016, 8315, 9122, 8315, 44945, 5016, 4117, 1829, 18871, 2423, 8961, 9861, 582, 37726, 4032, 41361, 8978, 1975, 8315, 1365, 13672, 1829, 31439, 23758, 9673, 12984, 6027], "avg_logprob": -0.1385569862802239, "compression_ratio": 1.8996415770609318, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 20.7, "end": 21.02, "word": "ماشى", "probability": 0.7618815104166666}, {"start": 21.02, "end": 21.24, "word": " بسم", "probability": 0.921142578125}, {"start": 21.24, "end": 21.34, "word": " الله", "probability": 0.9599609375}, {"start": 21.34, "end": 21.62, "word": " الرحمن", "probability": 0.9212239583333334}, {"start": 21.62, "end": 21.9, "word": " الرحيم", "probability": 0.9886067708333334}, {"start": 21.9, "end": 22.34, "word": " المحاضرة", "probability": 0.957763671875}, {"start": 22.34, "end": 22.52, "word": " هاد", "probability": 0.519775390625}, {"start": 22.52, "end": 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case", "probability": 0.91064453125}, {"start": 2044.06, "end": 2044.34, "word": " based", "probability": 0.70947265625}, {"start": 2044.34, "end": 2044.72, "word": " مثلا", "probability": 0.83203125}, {"start": 2044.72, "end": 2045.42, "word": " بعدين", "probability": 0.68408203125}, {"start": 2045.42, "end": 2045.8, "word": " حكينا", "probability": 0.978515625}, {"start": 2045.8, "end": 2046.12, "word": " عن", "probability": 0.9921875}, {"start": 2046.12, "end": 2046.9, "word": " ال", "probability": 0.94775390625}, {"start": 2046.9, "end": 2048.18, "word": " forward", "probability": 0.79541015625}, {"start": 2048.18, "end": 2048.52, "word": " chaining", "probability": 0.697509765625}, {"start": 2048.52, "end": 2048.68, "word": " و", "probability": 0.7373046875}, {"start": 2048.68, "end": 2048.76, "word": " ال", "probability": 0.60302734375}, {"start": 2048.76, "end": 2048.98, "word": " backward", "probability": 0.84130859375}, {"start": 2048.98, "end": 2049.42, "word": " chaining", "probability": 0.934326171875}, {"start": 2049.42, "end": 2050.18, "word": " دلنا", "probability": 0.5299886067708334}, {"start": 2050.18, "end": 2050.42, "word": " نحكي", "probability": 0.9510498046875}, {"start": 2050.42, "end": 2050.56, "word": " عن", "probability": 0.96875}, {"start": 2050.56, "end": 2050.68, "word": " ال", "probability": 0.77685546875}, {"start": 2050.68, "end": 2050.96, "word": " conflict", "probability": 0.81103515625}, {"start": 2050.96, "end": 2051.66, "word": " resolution", "probability": 0.88037109375}, {"start": 2051.66, "end": 2052.22, "word": " ال", "probability": 0.81884765625}, {"start": 2052.22, "end": 2052.56, "word": " conflict", "probability": 0.92626953125}, {"start": 2052.56, "end": 2053.3, "word": " resolution", "probability": 0.8798828125}, {"start": 2053.3, "end": 2053.58, "word": " اللي", "probability": 0.8642578125}, {"start": 2053.58, "end": 2053.82, "word": " هو", "probability": 0.9853515625}, {"start": 2053.82, "end": 2054.14, "word": " لما", "probability": 0.930908203125}, {"start": 2054.14, "end": 2054.52, "word": " نكون", "probability": 0.7958984375}, {"start": 2054.52, "end": 2054.66, "word": " في", "probability": 0.92138671875}, {"start": 2054.66, "end": 2054.94, "word": " عندي", "probability": 0.6805419921875}, {"start": 2054.94, "end": 2055.54, "word": " أكتر", "probability": 0.900146484375}, {"start": 2055.54, "end": 2055.76, "word": " من", "probability": 0.99365234375}, {"start": 2055.76, "end": 2056.12, "word": " rule", "probability": 0.84912109375}, {"start": 2056.12, "end": 2057.76, "word": " اه", "probability": 0.5328369140625}, {"start": 2057.76, "end": 2057.98, "word": " يعني", "probability": 0.767822265625}, {"start": 2057.98, "end": 2058.26, "word": " افترض", "probability": 0.843017578125}, {"start": 2058.26, "end": 2058.42, "word": " ان", "probability": 0.51904296875}, {"start": 2058.42, "end": 2058.5, "word": " احنا", "probability": 0.8722330729166666}, {"start": 2058.5, "end": 2058.98, "word": " شغالين", "probability": 0.89208984375}, {"start": 2058.98, "end": 2059.34, "word": " forward", "probability": 0.92431640625}, {"start": 2059.34, "end": 2060.1, "word": " chaining", "probability": 0.923095703125}, {"start": 2060.1, "end": 2060.88, "word": " forward", "probability": 0.70947265625}, {"start": 2060.88, "end": 2061.26, "word": " chaining", "probability": 0.9541015625}, {"start": 2061.26, "end": 2061.94, "word": " و", "probability": 0.5283203125}, {"start": 2061.94, "end": 2062.3, "word": " هنا", "probability": 0.9736328125}, {"start": 2062.3, "end": 2063.24, "word": " انا", "probability": 0.843505859375}, {"start": 2063.24, "end": 2063.66, "word": " دجيت", "probability": 0.7388509114583334}, {"start": 2063.66, "end": 2063.9, "word": " ان", "probability": 0.8583984375}, {"start": 2063.9, "end": 2064.08, "word": " ال", "probability": 0.427001953125}, {"start": 2064.08, "end": 2064.28, "word": " rule", "probability": 0.921875}, {"start": 2064.28, "end": 2064.52, "word": " اللي", "probability": 0.6409912109375}, {"start": 2064.52, "end": 2064.94, "word": " كنتش", "probability": 0.7813313802083334}, {"start": 2064.94, "end": 2065.6, "word": " تبعها", "probability": 0.918212890625}, {"start": 2065.6, "end": 2066.22, "word": " و", "probability": 0.8955078125}, {"start": 2066.22, "end": 2066.3, "word": " ال", "probability": 0.73193359375}, {"start": 2066.3, "end": 2066.46, "word": " rule", "probability": 0.9296875}, {"start": 2066.46, "end": 2066.8, "word": " تاني", "probability": 0.8984375}, {"start": 2066.8, "end": 2067.06, "word": " برضه", "probability": 0.8250325520833334}, {"start": 2067.06, "end": 2067.48, "word": " كنتش", "probability": 0.8336588541666666}, {"start": 2067.48, "end": 2068.2, "word": " تبعها", "probability": 0.983154296875}, {"start": 2068.2, "end": 2069.66, "word": " عملوا", "probability": 0.9698893229166666}, {"start": 2069.66, "end": 2070.04, "word": " matching", "probability": 0.85595703125}, {"start": 2070.04, "end": 2070.4, "word": " مش", "probability": 0.46875}, {"start": 2070.4, "end": 2070.8, "word": " هنعملوا", "probability": 0.87529296875}, {"start": 2070.8, "end": 2071.06, "word": " matching", "probability": 0.88720703125}], "temperature": 1.0}, {"id": 79, "seek": 209598, "start": 2071.84, "end": 2095.98, "text": "يعني الحقائق المتوفرة بتسند هذه وبتسند هذهك اختار مين منهم هذا اسمه conflict two rules متزاحمة على انه to be fired يعني to be executed فأطبق مين منهم هذا الكلام نحكيه في المحاضرة التالية فيه أكتر من رؤة يعني strategy ل ال conflict resolution", "tokens": [40228, 22653, 21542, 4587, 16373, 4587, 9673, 2655, 38688, 25720, 39894, 3794, 41260, 29538, 46599, 2655, 3794, 41260, 29538, 4117, 1975, 46456, 9640, 3714, 9957, 9154, 16095, 23758, 24525, 2304, 3224, 6596, 732, 4474, 44650, 11622, 995, 35571, 3660, 15844, 16472, 3224, 281, 312, 11777, 37495, 22653, 281, 312, 17577, 6156, 10721, 9566, 3555, 4587, 3714, 9957, 9154, 16095, 23758, 2423, 28820, 10943, 8717, 5016, 4117, 1829, 3224, 8978, 9673, 5016, 46958, 25720, 16712, 6027, 10632, 8978, 3224, 5551, 4117, 2655, 2288, 9154, 12602, 33604, 3660, 37495, 22653, 5206, 5296, 2423, 6596, 8669], "avg_logprob": -0.2187499977806781, "compression_ratio": 1.6347826086956523, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 2071.84, "end": 2072.44, "word": "يعني", "probability": 0.94873046875}, {"start": 2072.44, "end": 2073.72, "word": " الحقائق", "probability": 0.891357421875}, {"start": 2073.72, "end": 2074.42, "word": " المتوفرة", "probability": 0.9788818359375}, {"start": 2074.42, "end": 2075.56, "word": " بتسند", "probability": 0.7490234375}, {"start": 2075.56, "end": 2076.04, "word": " هذه", "probability": 0.810546875}, {"start": 2076.04, "end": 2076.56, "word": " وبتسند", "probability": 0.863037109375}, {"start": 2076.56, "end": 2077.24, "word": " هذهك", "probability": 0.776123046875}, {"start": 2077.24, "end": 2077.82, "word": " اختار", "probability": 0.7948404947916666}, {"start": 2077.82, "end": 2078.0, "word": " مين", "probability": 0.92236328125}, {"start": 2078.0, "end": 2078.44, "word": " منهم", "probability": 0.992431640625}, {"start": 2078.44, "end": 2079.56, "word": " هذا", "probability": 0.55859375}, {"start": 2079.56, "end": 2079.88, "word": " اسمه", "probability": 0.9475911458333334}, {"start": 2079.88, "end": 2080.44, "word": " conflict", "probability": 0.4990234375}, {"start": 2080.44, "end": 2081.0, "word": " two", "probability": 0.65087890625}, {"start": 2081.0, "end": 2082.08, "word": " rules", "probability": 0.71728515625}, {"start": 2082.08, "end": 2084.18, "word": " متزاحمة", "probability": 0.6501953125}, {"start": 2084.18, "end": 2084.54, "word": " على", "probability": 0.845703125}, {"start": 2084.54, "end": 2085.38, "word": " انه", "probability": 0.770263671875}, {"start": 2085.38, "end": 2085.54, "word": " to", "probability": 0.95361328125}, {"start": 2085.54, "end": 2085.68, "word": " be", "probability": 0.96826171875}, {"start": 2085.68, "end": 2086.2, "word": " fired", "probability": 0.8486328125}, {"start": 2086.2, "end": 2086.52, "word": " يعني", "probability": 0.80029296875}, {"start": 2086.52, "end": 2086.66, "word": " to", "probability": 0.95703125}, {"start": 2086.66, "end": 2086.82, "word": " be", "probability": 0.97607421875}, {"start": 2086.82, "end": 2087.36, "word": " executed", "probability": 0.90087890625}, {"start": 2087.36, "end": 2088.5, "word": " فأطبق", "probability": 0.844921875}, {"start": 2088.5, "end": 2088.7, "word": " مين", "probability": 0.987060546875}, {"start": 2088.7, "end": 2089.1, "word": " منهم", "probability": 0.991455078125}, {"start": 2089.1, "end": 2089.84, "word": " هذا", "probability": 0.419921875}, {"start": 2089.84, "end": 2090.08, "word": " الكلام", "probability": 0.92578125}, {"start": 2090.08, "end": 2090.42, "word": " نحكيه", "probability": 0.8474609375}, {"start": 2090.42, "end": 2090.48, "word": " في", "probability": 0.93798828125}, {"start": 2090.48, "end": 2090.84, "word": " المحاضرة", "probability": 0.97119140625}, {"start": 2090.84, "end": 2091.18, "word": " التالية", "probability": 0.6133626302083334}, {"start": 2091.18, "end": 2091.56, "word": " فيه", "probability": 0.959228515625}, {"start": 2091.56, "end": 2091.88, "word": " أكتر", "probability": 0.8563232421875}, {"start": 2091.88, "end": 2092.3, "word": " من", "probability": 0.98486328125}, {"start": 2092.3, "end": 2093.02, "word": " رؤة", "probability": 0.532470703125}, {"start": 2093.02, "end": 2093.78, "word": " يعني", "probability": 0.892333984375}, {"start": 2093.78, "end": 2094.4, "word": " strategy", "probability": 0.61767578125}, {"start": 2094.4, "end": 2094.74, "word": " ل", "probability": 0.8115234375}, {"start": 2094.74, "end": 2095.0, "word": " ال", "probability": 0.44677734375}, {"start": 2095.0, "end": 2095.38, "word": " conflict", "probability": 0.908203125}, {"start": 2095.38, "end": 2095.98, "word": " resolution", "probability": 0.88232421875}], "temperature": 1.0}, {"id": 80, "seek": 210161, "start": 2096.77, "end": 2101.61, "text": "و المحاضرة الجاية برضه بنكمل الى قضية ال characteristics وما إلى ذلك ماشي أعطيكم العافية", "tokens": [2407, 9673, 5016, 46958, 25720, 25724, 995, 10632, 4724, 43042, 3224, 44945, 24793, 1211, 2423, 7578, 12174, 11242, 10632, 2423, 10891, 4032, 15042, 30731, 29910, 23275, 3714, 33599, 1829, 5551, 3615, 9566, 1829, 24793, 18863, 31845, 10632], "avg_logprob": -0.36019737861658396, "compression_ratio": 1.2894736842105263, "no_speech_prob": 0.0, "words": [{"start": 2096.77, "end": 2097.17, "word": "و", "probability": 0.56396484375}, {"start": 2097.17, "end": 2097.73, "word": " المحاضرة", "probability": 0.864501953125}, {"start": 2097.73, "end": 2097.97, "word": " الجاية", "probability": 0.62158203125}, {"start": 2097.97, "end": 2098.09, "word": " برضه", "probability": 0.6931966145833334}, {"start": 2098.09, "end": 2098.71, "word": " بنكمل", "probability": 0.7822265625}, {"start": 2098.71, "end": 2098.95, "word": " الى", "probability": 0.6669921875}, {"start": 2098.95, "end": 2099.29, "word": " قضية", "probability": 0.9500325520833334}, {"start": 2099.29, "end": 2099.41, "word": " ال", "probability": 0.92333984375}, {"start": 2099.41, "end": 2100.15, "word": " characteristics", "probability": 0.8369140625}, {"start": 2100.15, "end": 2100.43, "word": " وما", "probability": 0.54522705078125}, {"start": 2100.43, "end": 2100.53, "word": " إلى", "probability": 0.74755859375}, {"start": 2100.53, "end": 2100.73, "word": " ذلك", "probability": 0.751708984375}, {"start": 2100.73, "end": 2101.01, "word": " ماشي", "probability": 0.6942138671875}, {"start": 2101.01, "end": 2101.35, "word": " أعطيكم", "probability": 0.83486328125}, {"start": 2101.35, "end": 2101.61, "word": " العافية", "probability": 0.7639973958333334}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2102.19525, "duration_after_vad": 2019.7943749999952}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4.srt
new file mode 100644
index 0000000000000000000000000000000000000000..8038f7b090310d7064b54841d483e7962a5c7610
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4.srt
@@ -0,0 +1,1489 @@
+1
+00:00:20,720 --> 00:00:24,580
+بسم الله الرحمن الرحيم اليوم إن شاء الله نواصل في
+
+2
+00:00:24,580 --> 00:00:29,700
+موضوع الـ genetic algorithms اللي هو تحت باب الـ
+
+3
+00:00:29,700 --> 00:00:33,180
+evolutionary computation كنا بدأنا المحاضرة الفاتة
+
+4
+00:00:34,300 --> 00:00:37,120
+وتعرفنا على آلية عمل الـ genetic
+
+5
+00:00:37,120 --> 00:00:41,220
+algorithm وبالتحديد اللي هو كيف يعني صيغة الـ
+
+6
+00:00:41,220 --> 00:00:45,280
+chromosome بتكون وكيف العمليات اللي بتتم اللي هي
+
+7
+00:00:45,280 --> 00:00:49,160
+الـ crossover، الـ mutation، وكيف إنها مبنية على
+
+8
+00:00:49,160 --> 00:00:52,840
+probabilities وعلى الـ roulette wheel وشوفنا
+
+9
+00:00:52,840 --> 00:00:57,900
+example على هذا الكلام اللي هو كان المعادلة
+
+10
+00:00:57,900 --> 00:01:05,640
+البسيطة 15x - x² اللي أخدناها كمثال ونشوف كيف الـ
+
+11
+00:01:05,640 --> 00:01:14,200
+genetic algorithm هتصل إلى الـ maximum value، هتصل
+
+12
+00:01:14,200 --> 00:01:18,260
+إلى الـ x value اللي بيحقق الـ maximum تبع الـ f of x
+
+13
+00:01:18,260 --> 00:01:22,040
+تبع الـ function. اليوم إن شاء الله بدنا نعمل مراجعة
+
+14
+00:01:22,040 --> 00:01:27,060
+بس سريعة على الكلام هذا ونكمل ونشوف another
+
+15
+00:01:27,060 --> 00:01:33,940
+example. مثال آخر، تمام؟ فاحنا عمليًا،  دعونا نبدأ أنا
+
+16
+00:01:33,940 --> 00:01:43,200
+من الحكي عن الـ steps. أول شيء، أهم شغلة اللي هي
+
+17
+00:01:43,200 --> 00:01:46,340
+representing الـ problem variable domain as a
+
+18
+00:01:46,340 --> 00:01:50,480
+chromosome. يعني ليش الـ chromosome اللي هو صيغة
+
+19
+00:01:50,480 --> 00:01:57,130
+possible solution؟ يعني لما كنا إحنا بنعتبر X1 و X2
+
+20
+00:01:57,130 --> 00:02:00,650
+هدول possible solutions، أخدناهم، أخدنا كم واحد
+
+21
+00:02:00,650 --> 00:02:07,050
+منهم؟ أخدنا ستة X على أساس أنهم possible solutions
+
+22
+00:02:07,050 --> 00:02:12,710
+possible أو candidate
+
+23
+00:02:12,710 --> 00:02:19,030
+المظبوط. يعني الواحد منهم لازم يصيغ الـ solution على
+
+24
+00:02:19,030 --> 00:02:25,200
+شكل كروموزوم، كروموزوم fixed length. إيش كان طول الـ..
+
+25
+00:02:25,200 --> 00:02:32,160
+الـ.. الـ.. في الـ example تبعتنا؟ كان أربعة، صح؟ كان
+
+26
+00:02:32,160 --> 00:02:39,200
+أربعة bits ولا ستة؟ إيش كان طول الـ chromosome في
+
+27
+00:02:39,200 --> 00:02:46,560
+المثال تبعتنا؟ أربعة، صح؟ تمام؟ okay
+
+28
+00:02:52,760 --> 00:02:58,540
+كلهم نفس الطول. نختار كروموزوم، نختار كروموزوم،
+
+29
+00:02:58,540 --> 00:03:03,520
+نختار كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار
+
+30
+00:03:03,520 --> 00:03:05,220
+كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار
+
+31
+00:03:05,220 --> 00:03:06,080
+كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار
+
+32
+00:03:06,080 --> 00:03:07,160
+كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار
+
+33
+00:03:07,160 --> 00:03:08,000
+كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار
+
+34
+00:03:08,000 --> 00:03:14,540
+كروموزوم، نختار كروموزوم، نختار كروموزوم، نختار كروموزوم،
+
+35
+00:03:14,540 --> 00:03:20,260
+نختار
+
+36
+00:03:20,260 --> 00:03:27,350
+كروموزوم. في كل دورة من دورات الـ E، بعد هيك في E برضه
+
+37
+00:03:27,350 --> 00:03:33,150
+شغلنا. نقطة ثانية مهمة، إضافة إلى الـ chromosome هنا،
+
+38
+00:03:33,150 --> 00:03:46,990
+خلينا نقول رقم واحد، واضحة
+
+39
+00:03:46,990 --> 00:03:52,020
+كلمة structure، وإيش بقصد فيها؟ بقصد فيها اللي هو الـ
+
+40
+00:03:52,020 --> 00:03:58,700
+Length تبعها Fixed، تمام؟ وبعد هيك، إضافة إلى الـ
+
+41
+00:03:58,700 --> 00:04:03,400
+chromosome structure، في عندنا الـ size of الـ
+
+42
+00:04:03,400 --> 00:04:07,580
+population، اللي
+
+43
+00:04:07,580 --> 00:04:13,040
+هو كم chromosome في الجيل الواحد. رقم اثنين، اللي
+
+44
+00:04:13,040 --> 00:04:14,940
+هو إيش الـ fitness function؟
+
+45
+00:04:22,790 --> 00:04:28,150
+الـ fitness function هي الـ function اللي بنستخدمها في تقييم
+
+46
+00:04:28,150 --> 00:04:34,590
+الكروموزومات اللي في كل جيل من الأجيال أثناء عملية
+
+47
+00:04:34,590 --> 00:04:37,910
+الـ.. أثناء شغل الـ.. الـ.. الـ.. regroupment، صح
+
+48
+00:04:37,910 --> 00:04:42,950
+الكلام؟ في مثالنا المحاضرة الماضية، إيش كانت الـ fitness
+
+49
+00:04:42,950 --> 00:04:48,510
+function؟ هي نفس المعادلة، هي نفس المعادلة، F of X
+
+50
+00:04:53,980 --> 00:04:58,460
+هي نفسها، ذاتها. هي التقييم. المعنى إن أنا ببدأ
+
+51
+00:04:58,460 --> 00:05:01,340
+أخذ كل واحد من هدول، أخذه على المعادلة، وأشوف إيش
+
+52
+00:05:01,340 --> 00:05:04,960
+بيطلع لي value. كل ما الـ value أعلى، كل ما هو أفضل،
+
+53
+00:05:04,960 --> 00:05:08,520
+لأن أنا ببحث عن الـ solution اللي will.. اللي هي
+
+54
+00:05:08,520 --> 00:05:15,620
+maximise الـ.. الـ.. الـ function. هو هذا كان المطلب.
+
+55
+00:05:15,620 --> 00:05:21,060
+طبعًا هنشوف وين الـ peak، عند أي.. عند أي x بيحدث
+
+56
+00:05:22,190 --> 00:05:27,210
+الـ maximum value تبع الـ function، صح؟ إيش بعد هيك؟
+
+57
+00:05:27,210 --> 00:05:35,530
+يعني بعد الـ fitness function؟ وstart إيش؟
+
+58
+00:05:51,280 --> 00:05:58,880
+بنبدأ بإيجاد مجموعة بطيئة في البداية.
+
+59
+00:05:58,880 --> 00:06:04,800
+في البداية بتكون المجموعة الأولى، بنعملها بطيئة. بعد
+
+60
+00:06:04,800 --> 00:06:10,440
+هي كل الـ population أو كل generation يتم من خلال، من
+
+61
+00:06:10,440 --> 00:06:15,300
+خلال أول
+
+62
+00:06:15,300 --> 00:06:19,960
+population أو أول generation بنعملها بطيئة. بعد هيك
+
+63
+00:06:19,960 --> 00:06:24,960
+من خلال الـ crossover و الـ mutation، صح؟
+
+64
+00:06:24,960 --> 00:06:29,680
+هدول العمليتين الأساسيتين اللي من خلالهم بتتم
+
+65
+00:06:29,680 --> 00:06:33,540
+توليد الـ populations اللاحقة في كل واحدة من الـ
+
+66
+00:06:33,540 --> 00:06:37,620
+iterations، صح؟ خلي بالك إنه عمليًا أنا ممكن أكون
+
+67
+00:06:37,620 --> 00:06:42,300
+أستحدث عمليات أخرى غير الـ crossover و الـ mutation.
+
+68
+00:06:42,300 --> 00:06:47,500
+كمان شوية بن.. بن.. بن.. بنذكر بعض الأمثلة، يعني
+
+69
+00:06:48,140 --> 00:06:54,380
+الآن، بعد ما أعمل generation of the first
+
+70
+00:06:54,380 --> 00:07:01,220
+population، إيش هسوي؟ evaluate ولا لأ؟
+
+71
+00:07:01,220 --> 00:07:06,520
+إيش يعني evaluate؟ evaluate الـ fitness تبع كل
+
+72
+00:07:06,520 --> 00:07:10,480
+واحد من الـ chromosomes اللي في هذا الـ population
+
+73
+00:07:10,480 --> 00:07:18,690
+عشان أبدأ أعمل انتخاب الأصلح، عشان أدخله على الـ
+
+74
+00:07:18,690 --> 00:07:22,530
+crossover و الـ mutation، عشان أنتج من هدول الأصلح
+
+75
+00:07:22,530 --> 00:07:28,150
+صح؟ أنتج منهم الـ population أو الـ generation اللي
+
+76
+00:07:28,150 --> 00:07:34,910
+بعدها. حتى في الـ evaluate برضه، تاخد وقتها، عامل
+
+77
+00:07:34,910 --> 00:07:39,570
+في الـ evaluate؟ اه، كيف؟ في الـ evaluation؟ في الـ
+
+78
+00:07:39,570 --> 00:07:43,910
+evaluation، أنا عندي الـ 6 هدول، أنا كنت هنا في 3
+
+79
+00:07:43,910 --> 00:07:47,390
+عملت لهم random generation، صار لدي 6 chromosomes
+
+80
+00:07:47,390 --> 00:07:51,170
+اللي أنا بدي أعمل evaluation. وين الـ randomness
+
+81
+00:07:51,170 --> 00:07:55,610
+هنا؟ مفيش. يعني أنا بأخذ كل واحد، بأخذ جميع المعادلة
+
+82
+00:07:55,610 --> 00:07:59,110
+وبطلع الـ fitness تبعه، واللي بعده، واللي بعده، لما
+
+83
+00:07:59,110 --> 00:08:04,530
+أنا آجي هنا أعمل select، بدي
+
+84
+00:08:04,530 --> 00:08:08,030
+أعمل select لإيش؟ بدي أعمل select عشان أختار منهم
+
+85
+00:08:08,030 --> 00:08:13,400
+على الإيش؟ على الـ crossover عشان أطلع منهم new
+
+86
+00:08:13,400 --> 00:08:17,760
+generation. الـ selection فيه randomization. الـ
+
+87
+00:08:17,760 --> 00:08:21,820
+selection للـ crossover فيه randomization، و الـ
+
+88
+00:08:21,820 --> 00:08:25,500
+selection للـ mutation فيه randomization، صح؟ عشان
+
+89
+00:08:25,500 --> 00:08:32,840
+أحدد مين اللي تقع عليه عملية mutation. هذا بيخضع للـ
+
+90
+00:08:32,840 --> 00:08:38,820
+probability، صح؟ okay
+
+91
+00:08:39,380 --> 00:08:45,740
+So we create a new pair of offspring by applying
+
+92
+00:08:45,740 --> 00:08:51,680
+the crossover and mutation. خطوة واحدة بتطبق فيها
+
+93
+00:08:51,680 --> 00:08:56,880
+الـ crossover و الـ mutation. هذا الـ offspring هم الـ
+
+94
+00:08:56,880 --> 00:09:03,420
+new population أو الـ new generation. بعدها برجع
+
+95
+00:09:03,420 --> 00:09:06,400
+لخطوة الـ fitness
+
+96
+00:09:07,370 --> 00:09:15,110
+لا، آسف، اللي هو الـ select، صح؟ يعني
+
+97
+00:09:15,110 --> 00:09:21,410
+أنا الآن، بعد ما.. آه، المفروض أربعة ولا لأ؟ لأن
+
+98
+00:09:21,410 --> 00:09:26,070
+أنا لازم قبل الـ select لازم أعمل evaluation، صح؟
+
+99
+00:09:26,070 --> 00:09:31,390
+لازم أعمل evaluation لهذول الـ new population اللي
+
+100
+00:09:31,390 --> 00:09:35,310
+طلعت معايا. كيف بدي أختار منها؟ ما أختارش منها مرة
+
+101
+00:09:35,310 --> 00:09:39,350
+واحدة، لازم أعمل evaluation. فأنا، I should repeat
+
+102
+00:09:39,350 --> 00:09:45,510
+step 4. لحظة
+
+103
+00:09:45,510 --> 00:09:48,850
+شوية، لحظة شوية. هو يالا خمسة يقصد فيها إيه؟ يقصد
+
+104
+00:09:48,850 --> 00:09:53,270
+فيها إنه لسه لا، ما خلصتش عملية تشكيل الـ new
+
+105
+00:09:53,270 --> 00:09:58,710
+population. هو أخد زوج وعمل منه children، وراح
+
+106
+00:09:58,710 --> 00:10:02,890
+يضيفهم على الـ new population. برجع بيعمل خمسة عشان
+
+107
+00:10:02,890 --> 00:10:07,730
+يختار زوج آخر، يعمل منهم children ثانيين، اثنين
+
+108
+00:10:07,730 --> 00:10:12,170
+children ثانيين ويضيفهم. يكرر هذا الكلام لحد ما
+
+109
+00:10:12,170 --> 00:10:18,270
+يكتمل الـ population الـ size تبعها، يصير مساوي N، يعني
+
+110
+00:10:18,270 --> 00:10:25,050
+يصير عنده ستة chromosomes. لما يصير، هذه الـ
+
+111
+00:10:25,050 --> 00:10:31,870
+population تدخل محل الـ initial أو السابقة. وبعد هيك
+
+112
+00:10:31,870 --> 00:10:36,210
+بيرجع على step 4 عشان يكرر عملية الـ fitness و
+
+113
+00:10:36,210 --> 00:10:42,330
+الخطوات هذه كلها. إن هيك بنكون أنهينا الخطوات تبع
+
+114
+00:10:42,330 --> 00:10:46,150
+الـ genetic algorithm، ومثالنا تبعنا هذا، مافيش
+
+115
+00:10:46,150 --> 00:10:50,370
+داعي نعيده من جديد، بدنا نروح على طول على المثال
+
+116
+00:10:50,370 --> 00:10:56,290
+الجديد، اللي هو قبل
+
+117
+00:10:56,290 --> 00:10:59,170
+المثال الجديد، أنا آسف، في شغلة صغيرة بس بدنا نحكيها
+
+118
+00:10:59,900 --> 00:11:04,040
+المعادلة اللي كانت في المثال الأولاني، من متغير
+
+119
+00:11:04,040 --> 00:11:09,480
+واحد، صح؟ f of x. هذه، خلي بالك، أنا بستخدم الـ genetic
+
+120
+00:11:09,480 --> 00:11:12,380
+algorithm مش لحال المعادلات هذا بس، عشان نتبصر
+
+121
+00:11:12,380 --> 00:11:17,020
+الفكرة. إنما بنستخدمها لأشياء زي اللي هنحكيها في
+
+122
+00:11:17,020 --> 00:11:22,240
+المثال الآخر. بس مسألة المعادلات هذه، في ملاحظة بس
+
+123
+00:11:22,240 --> 00:11:25,960
+صغيرة، وهي إنه قد يكون عندي متغير واحد، وقد يكون
+
+124
+00:11:25,960 --> 00:11:31,360
+عندي متغيرين. متغيرين، مثلًا، مثلًا، مثلًا، مثلًا، مثلًا
+
+125
+00:11:31,360 --> 00:11:39,360
+مثلًا
+
+126
+00:11:39,360 --> 00:11:50,920
+مثلًا، مثلًا
+
+127
+00:11:50,920 --> 00:11:55,920
+مثلًا، مثلًا، مثلًا، مثلًا، مثلًا، مثلًا، مثلًا، مثلًا
+
+128
+00:11:55,920 --> 00:11:58,030
+مثلًا، مثلًا، مثلًا، مثلًا، مثلًا، مثلًا. هل أعمل كروموزوم
+
+129
+00:11:58,030 --> 00:12:04,350
+لـ X وكروموزوم لـ Y؟ صار عندنا مجموعتين، مجموعة الـ X و
+
+130
+00:12:04,350 --> 00:12:09,650
+مجموعة الـ Y، صح؟ طب كيف أشتغل؟ بالتوازي، الـ genetic
+
+131
+00:12:09,650 --> 00:12:13,470
+algorithm بتطلع random variables لـ X و random
+
+132
+00:12:13,470 --> 00:12:18,610
+variables لـ Y، وبعدين تحسب الـ fitness. إحنا مش
+
+133
+00:12:18,610 --> 00:12:23,230
+محتاجين هذا التشعب أو التعقيد هذا. بنعمل كروموزوم
+
+134
+00:12:23,230 --> 00:12:31,160
+واحد، نص الأولاني منه X، ونص الثاني منه Y، بمعنى إنه
+
+135
+00:12:31,160 --> 00:12:39,360
+بيكون في عندي مجموعة من الـ chromosomes من 1 إلى N،
+
+136
+00:12:39,360 --> 00:12:46,260
+كلهم الـ structure تبعتهم نفس الشيء. يوم الآن ما
+
+137
+00:12:46,260 --> 00:12:51,570
+بدنا نحسب الـ fitness، بناخد هذا لحاله، بندخله في
+
+138
+00:12:51,570 --> 00:12:56,830
+المعادلة، وهذا لحاله، ندخله في المعادلة. كيف هو، أنتَ
+
+139
+00:12:56,830 --> 00:13:01,010
+طول الـ chromosome؟ أنتَ زي ما بدك طول الـ chromosome،
+
+140
+00:13:01,010 --> 00:13:03,990
+أنتَ بتحدده على حسب الـ variables اللي عندك، يعني الـ
+
+141
+00:13:03,990 --> 00:13:08,010
+X هذه، إذا كانت تتراوح من كذا إلى كذا، من جول من
+
+142
+00:13:08,010 --> 00:13:15,390
+zero إلى رقم معين، أقل من الـ 256، ما عندك
+
+143
+00:13:15,390 --> 00:13:19,750
+بيكفيك 8 bit ولا لأ؟ هنا في المثال هذا هو بيقول لي
+
+144
+00:13:19,750 --> 00:13:22,890
+أنا القيم تبع الـ X و Y تتراوح ما بين الـ minus 3
+
+145
+00:13:22,890 --> 00:13:28,490
+والـ 3. يعني أصلًا مش محتاج الـ 8 bit كله، محتاج أربعة
+
+146
+00:13:28,490 --> 00:13:36,670
+صح؟ أربعة ولا ثلاثة؟ أربعة، لأنه بدي واحدة للإشارة
+
+147
+00:13:36,670 --> 00:13:41,590
+والثلاثة الثانية، تمام؟ حتى أقل من أربعة بكفي ولا لأ؟
+
+148
+00:13:41,590 --> 00:13:50,340
+تمام. بس عمليًا هو إيش اللي مسويه؟ ما أخد 8 bit، لأن قيم
+
+149
+00:13:50,340 --> 00:13:54,440
+X و Y ليست أعداد صحيحة، أعداد صحيحة، يعني من ناقص ثلاثة
+
+150
+00:13:54,440 --> 00:13:58,040
+ناقص اثنين، ناقص واحد، ناقص زيرو، ناقص واحد، اثنين، ثلاثة.
+
+151
+00:13:58,040 --> 00:14:06,560
+لا، قيم X هي عشرية، ولكن تتراوح من ناقص ثلاثة
+
+152
+00:14:06,560 --> 00:14:11,340
+إلى ثلاثة. فهو استخدم ثمانية بت. لما نستخدم ثمانية بت،
+
+153
+00:14:11,340 --> 00:14:14,360
+ثمانية بت، تعطي 256 value.
+
+154
+00:14:18,340 --> 00:14:23,160
+بطريقة احتيال على الأمر، بأنه جاء وقال إنه إحنا
+
+155
+00:14:23,160 --> 00:14:36,000
+القيمة هذه، القيمة تبع الـ X، القيمة تبع الـ X اللي هي
+
+156
+00:14:36,000 --> 00:14:42,040
+8 بت، بنحولها لـ decimal، بيطلع معه مثلًا 138، بضرب الـ
+
+157
+00:14:42,040 --> 00:14:48,380
+ratio هذا، وبطرح منها ثلاثة، بيطلع معايا الـ T من
+
+158
+00:14:48,380 --> 00:14:52,220
+العشرية. الـ T من العشرية هذه هتتراوح من ناقص ثلاثة
+
+159
+00:14:52,220 --> 00:14:57,060
+إلى ثلاثة. لو فكرت فيها، هتعرف ليش، لأنه هو أخد الـ
+
+160
+00:14:57,060 --> 00:15:01,340
+ratio هذا. الـ ratio هذا هو عبارة عن أنه من الثلاثة
+
+161
+00:15:01,340 --> 00:15:04,680
+إلى ناقص ثلاثة، في هذه ستة levels أو ستة possible
+
+162
+00:15:04,680 --> 00:15:09,640
+values. جسام المعادلة 256، فطلع الـ value الدرجة
+
+163
+00:15:09,640 --> 00:15:15,440
+الواحدة بالـ integer، تعادلها جدًا بالـ decimal، تمام؟
+
+164
+00:15:15,440 --> 00:15:21,290
+تدرج من ناقص ثلاثة لثلاثة. بالأسف، الدرجة الواحدة في الـ
+
+165
+00:15:21,290 --> 00:15:26,250
+256 level، تقدر تجدها بالـ decimal، لأنه عندما يجد في
+
+166
+00:15:26,250 --> 00:15:31,310
+عنده decimal value، بيضرب في هذا الـ ratio، بيطلع
+
+167
+00:15:31,310 --> 00:15:35,250
+عنده الـ integer value المقابل، بيطرح منه ناقص ثلاثة
+
+168
+00:15:35,250 --> 00:15:41,830
+عشان يرجع ثلاث خطوات لورا قبل الـ zero. يعني هذا لو
+
+169
+00:15:41,830 --> 00:15:45,650
+ما طرحش، هيطلع كل الأرقام اللي عنده، تطرح من zero إلى
+
+170
+00:15:45,650 --> 00:15:52,050
+ستة. 0.6 بس، هو بده يعمل ناقص 3 إلى 3، فشال ناقص 3
+
+171
+00:15:52,050 --> 00:15:56,990
+فصارت من ناقص 3 إلى 3. يعني هذه الـ trick بسيط، عشان
+
+172
+00:15:56,990 --> 00:16:02,370
+يعمل نوع من الـ transformation، من التحويل، ما بين الـ
+
+173
+00:16:02,370 --> 
+
+223
+00:20:38,960 --> 00:20:44,360
+123456 solutions في الـ iteration الواحدة، واحد منهم
+
+224
+00:20:44,360 --> 00:20:50,340
+يبقى سيء جدا، واحد منهم يبقى سيء شوية، واحد منهم أو
+
+225
+00:20:50,340 --> 00:20:54,540
+اتنين هدول جانبين من الـ maximum، بس ماهيش الـ global
+
+226
+00:20:54,540 --> 00:21:02,060
+maximum، يا local، وهدول الاتنين كل ما بتستمر الـ
+
+227
+00:21:02,060 --> 00:21:06,700
+algorithm
+
+228
+00:21:06,700 --> 00:21:14,120
+بيبدأ بعض من هذه الـ solutions يقترب من الـ global
+
+229
+00:21:14,120 --> 00:21:18,040
+maximum، تمام؟
+
+230
+00:21:18,040 --> 00:21:24,940
+بيقترب؟ طبعا العملية عشوائية، يعني عشوائية، ولكن
+
+231
+00:21:24,940 --> 00:21:30,600
+مسيرتها إن احنا في كل مرة بنختار أفضل الموجود، و
+
+232
+00:21:30,600 --> 00:21:37,680
+بنحسن عليه هذا
+
+233
+00:21:37,680 --> 00:21:43,420
+الكلام بيذكرنا
+
+234
+00:21:43,420 --> 00:21:47,260
+وإحنا بنحكي في الـ search، في بداية الفصل كان فيه
+
+235
+00:21:47,260 --> 00:21:53,190
+عندنا إيش؟ الـ Local Beam Search، إذا بتذكروه، كان
+
+236
+00:21:53,190 --> 00:21:57,130
+برضه بيعتمد فكرة مشابهة، اللي هي إن إحنا بنشتغل على
+
+237
+00:21:57,130 --> 00:22:02,090
+K number of solutions، K number of solutions في أي
+
+238
+00:22:02,090 --> 00:22:06,610
+واحد، وكل solution بنشوف إيش اللي بيشتعب منه، مظبوط؟
+
+239
+00:22:06,610 --> 00:22:10,450
+إلى أن نصل إلى واحد من الـ K هدول اللي يكون أفضل
+
+240
+00:22:10,450 --> 00:22:17,710
+solution، طيب خلينا نكمل، البصمات هذه بتعمل علاقة ما
+
+241
+00:22:17,710 --> 00:22:20,800
+بين الـ Generations اللي عندنا، يعني الـ generation
+
+242
+00:22:20,800 --> 00:22:24,520
+الأول، الـ generation العاشر، العشرين، الثلاثين، و
+
+243
+00:22:24,520 --> 00:22:31,160
+ما بين جودة الـ solutions، الخط الأحمر هنا بيمثل
+
+244
+00:22:31,160 --> 00:22:34,520
+الـ best solution، يعني أنا ببقى فيها ستة
+
+245
+00:22:34,520 --> 00:22:38,660
+candidates كل generation، وأنا بنتقل من generation
+
+246
+00:22:38,660 --> 00:22:41,540
+لـ generation، فيها ستة solutions، okay، الخط
+
+247
+00:22:41,540 --> 00:22:47,120
+الأحمر يمثل أفضل واحد في الستة، والخط الأصفر يمثل الـ
+
+248
+00:22:47,120 --> 00:22:53,680
+average ما بين الستة، الـ average، يعني بآخذ الستة، و
+
+249
+00:22:53,680 --> 00:22:57,780
+بحسب الـ fitness تبعهم، وآخذ الـ average fitness
+
+250
+00:22:57,780 --> 00:23:02,980
+الأحمر هو أفضل واحد في الستة، فبِورينا كيف إن هم
+
+251
+00:23:02,980 --> 00:23:08,820
+كلهم مع بعض، يعني الخط الـ average بيمثل الـ fitness
+
+252
+00:23:08,820 --> 00:23:14,650
+تبعهم كلهم، كلهم مع بعض بيتحسنوا، أحيانا بينزل الـ
+
+253
+00:23:14,650 --> 00:23:19,070
+average، وأحيانا بيطلع، بس بالمجمل الـ generations
+
+254
+00:23:19,070 --> 00:23:26,690
+القادمة بتتحسنوا، الـ 6 مع بعض، قادمة يتحسنوا بالصفة مع
+
+255
+00:23:26,690 --> 00:23:31,470
+بعض، يعني خلينا نبقى هنا الفرق بين هذا واللي
+
+256
+00:23:31,470 --> 00:23:35,290
+بعدها، اللي هو الـ probability تبع الـ mutation، الـ
+
+257
+00:23:35,290 --> 00:23:39,740
+mutation هنا عملناها 1%، الـ probability الـ mutation
+
+258
+00:23:39,740 --> 00:23:46,260
+probability 1%، هنا عملناها 1 في الألف، تمام؟ ماهيش
+
+259
+00:23:46,260 --> 00:23:51,600
+اللي هتلاقيه، هتلاقي إن الـ average مافيش فيه تذبذب
+
+260
+00:23:51,600 --> 00:23:56,320
+كبير، صح؟ آه، هنا في تذبذب في الـ average، يعني
+
+261
+00:23:56,320 --> 00:23:59,460
+بتلاقي الـ generation مرة بيكون قريب، ومرة كله
+
+262
+00:23:59,460 --> 00:24:04,520
+بيبعد، بيروح وبيجي بشكل متذبذب كبير، فـ الـ
+
+263
+00:24:04,520 --> 00:24:11,200
+probability التابعة للـ mutation، كل ما زادت بتخلي فيه
+
+264
+00:24:11,200 --> 00:24:16,480
+نوع من الـ ... من التذبذب في الـ solution، بتخلينا نصل
+
+265
+00:24:16,480 --> 00:24:22,520
+إلى ... يعني ما بنصلش إلى الـ solution بسهولة، طلع
+
+266
+00:24:22,520 --> 00:24:27,350
+هناك 100 generation قبل ما يوصل، بينما هناك 20
+
+267
+00:24:27,350 --> 00:24:33,050
+generation فقط، الميوتيشن هو في حد ذاته عبارة عن
+
+268
+00:24:33,050 --> 00:24:37,990
+شغلة بتعمل تغيير عشوائي، هذا التغيير العشوائي يعني
+
+269
+00:24:37,990 --> 00:24:44,090
+لسه الـ crossover بنتوقع منه إنه يدمج صفات كويسة من
+
+270
+00:24:44,090 --> 00:24:48,410
+هذا الـ parent مع الصفات من الثاني، بس الـ mutation ما
+
+271
+00:24:48,410 --> 00:24:54,730
+بنتوقع منه مثل هذا، فبيسبب تشتت كبير، ولكن هو ضروري
+
+272
+00:24:54,730 --> 00:25:01,490
+كمخرج، لو علقت الـ algorithm في local minima، okay، بس
+
+273
+00:25:01,490 --> 00:25:05,850
+ما بكبره، يعني واحد في المية كبير، واحد في الألف
+
+274
+00:25:06,700 --> 00:25:12,420
+بيبقى أنسب من ... لأنه إذا كبر بيسبب عشوائية كبيرة
+
+275
+00:25:12,420 --> 00:25:16,440
+في الـ ... في الـ generations، تمام، اللي أنا بحاول أن
+
+276
+00:25:16,440 --> 00:25:19,820
+أصل له في النهاية، اللي هو الـ case study هذه، أو
+
+277
+00:25:19,820 --> 00:25:24,000
+المثال الآخر اللي أنا حكيته، هذا المثال أقرب
+
+278
+00:25:24,000 --> 00:25:26,900
+من الواقع، زي ما قلت إن أنا ... إني أنا أحل معادلة
+
+279
+00:25:26,900 --> 00:25:31,180
+رياضية، أحسب الـ maximum  تبعها باستخدام الـ genetic
+
+280
+00:25:31,180 --> 00:25:36,080
+algorithm، مش شيء عملي، أنا ممكن أسوي طرق أبسط من
+
+281
+00:25:36,080 --> 00:25:41,160
+هيدا كتير، إنما في شركات ما بقدر أنا أصل لها بطرق
+
+282
+00:25:41,160 --> 00:25:46,180
+مباشرة، بدي genetic algorithm، لأنه مثالي، لأن هذا هو
+
+283
+00:25:46,180 --> 00:25:51,920
+عبارة عن ... نفترض إن محطة توليد كهرباء، وفيها عدة
+
+284
+00:25:51,920 --> 00:25:56,080
+مولدات، كل مولد بنسميه unit، والـ units هذه بتحتاج
+
+285
+00:25:56,080 --> 00:26:00,500
+إلى الصيانة، okay، بتحتاج إلى صيانة، لأن لما بيصير عندي
+
+286
+00:26:00,500 --> 00:26:04,360
+أنا لازم أعمل صيانة، لازم أوقف الـ unit، تمام؟ لما
+
+287
+00:26:04,360 --> 00:26:07,860
+أوقف الـ units، أنا عندي سبعة units total، معناه
+
+288
+00:26:07,860 --> 00:26:11,980
+دلوقتي إنتَ إجمالي الطاقة اللي أنا بدي أنتجها، بدي
+
+289
+00:26:11,980 --> 00:26:16,100
+أغطيها، تمام؟ أنا لازم أعمل maintenance عشان أحافظ على
+
+290
+00:26:16,100 --> 00:26:21,940
+استمرار عمل هذا، اللي هو تمام؟ فأنا لما بغِطّي، okay، طالما
+
+291
+00:26:21,940 --> 00:26:28,230
+إنهُ مغطّى عن حجم إجمالي الطاقة المُنتجة، مغطّى عن اللي هو
+
+292
+00:26:28,230 --> 00:26:33,510
+الـ maximum، المطلوب مني، ماشي؟ يعني أنا إذا اليوم بدي
+
+293
+00:26:33,510 --> 00:26:38,890
+أوقف ... بدي أوقف واحد من الـ units، إذا في اليوم
+
+294
+00:26:38,890 --> 00:26:42,230
+هذا، هيبقى فيه ... إذا إحنا شتاء ولا صيف، وفي استهلاك
+
+295
+00:26:42,230 --> 00:26:45,870
+كبير، المفروض أنا ما أوقفش الـ unit إلا بس في عندي
+
+296
+00:26:45,870 --> 00:26:50,890
+عجز، okay، عملية الـ ... الـ ... الـ ... كمية الاستهلاك
+
+297
+00:26:50,890 --> 00:26:54,010
+أو كمية الطلب على الكهرباء بتتغير داخل اليوم
+
+298
+00:26:54,010 --> 00:27:00,210
+الواحد، يعني لو أنا في عندي، أنا بدي أجسم اليوم
+
+299
+00:27:00,210 --> 00:27:05,310
+الواحد، أجسمه
+
+300
+00:27:05,310 --> 00:27:13,770
+لأربع فترات، أو خليني أقول intervals، I1، I2، I3، I4، في
+
+301
+00:27:13,770 --> 00:27:17,590
+هذا الـ interval، مثلا من الساعة ثمانية الصبح
+
+302
+00:27:17,590 --> 00:27:23,690
+إلى ثمانية، من ثمانية إلى، خليني أقول
+
+303
+00:27:23,690 --> 00:27:31,140
+الستة، من 0 ل 6، من 6 ل 12، من 12 ل 18، من 18
+
+304
+00:27:31,140 --> 00:27:38,620
+ل 24، هدول أربع فترات زمنية، كل واحدة لها peak
+
+305
+00:27:38,620 --> 00:27:46,160
+maximum مطلوب غير، يعني هنا أقصى حد مطلوب مختلف
+
+306
+00:27:46,160 --> 00:27:48,200
+عن هنا، يعني هو معطينا هنا في
+
+307
+00:27:56,070 --> 00:28:02,710
+بالمثال هذا، بالميجاواط، في الـ interval هذا، مطلوب ما
+
+308
+00:28:02,710 --> 00:28:06,990
+يقل عن 80 ميجاواط، هنا 90، هنا بنزل شوية، هنا
+
+309
+00:28:06,990 --> 00:28:13,970
+برجع، برتفع شوية، okay، فأنا الآن لو
+
+310
+00:28:13,970 --> 00:28:18,750
+بدي أعمل scheduling لكل وحدة عندي، أنا سبعة units
+
+311
+00:28:18,750 --> 00:28:20,250
+عندي سبعة units
+
+312
+00:28:26,040 --> 00:28:30,620
+بدأ أعمل scheduling، أنه
+
+313
+00:28:30,620 --> 00:28:35,520
+كل unit أحدد وقت إيش أعمل لها maintenance، كل unit
+
+314
+00:28:35,520 --> 00:28:40,820
+أحدد وقت إيش أعمل لها maintenance، فإيش بتتخيل يكون
+
+315
+00:28:40,820 --> 00:28:46,780
+الـ schedule؟ schedule
+
+316
+00:28:46,780 --> 00:28:49,400
+أنه بدأ أحط الـ units اللي عندي
+
+317
+00:29:02,220 --> 00:29:06,700
+لا أستطيع أن أعمل مستطيل ثالث، خلاص سأضع الـ
+
+318
+00:29:06,700 --> 00:29:10,860
+units، وأقول هذه الـ units سأعملها maintenance في
+
+319
+00:29:10,860 --> 00:29:14,800
+الـ interval، أي واحد من الـ intervals هذه، سأعملها
+
+320
+00:29:14,800 --> 00:29:19,160
+maintenance في الـ interval الأول، هذه سأعملها
+
+321
+00:29:19,160 --> 00:29:23,220
+maintenance في الـ interval الثاني، هذه في الأول
+
+322
+00:29:23,220 --> 00:29:31,070
+ماشي، وهذه في الثالث، وهذه في الأول، وهذه في الرابع، و
+
+323
+00:29:31,070 --> 00:29:34,750
+هذه كمان برضه في اللعبة، هذا يصلح أن يكون schedule
+
+324
+00:29:34,750 --> 00:29:40,570
+ممكن فيه، قبل ما تتجاوب، أنا هنا المطلوب إن أنا أعمل
+
+325
+00:29:40,570 --> 00:29:46,350
+scheduling، أعمل جدول زمني، أحدد كل واحدة من الـ
+
+326
+00:29:46,350 --> 00:29:52,070
+units وقت إيش بدي أعمل لها maintenance، متى ما قررت
+
+327
+00:29:52,070 --> 00:29:54,230
+أن أعمل لها maintenance، معناه إنك بتطفيها طول الـ
+
+328
+00:29:54,230 --> 00:29:57,570
+interval، طول الفترة هذه، الـ 6 ساعات، هتبقى طافية، مش
+
+329
+00:29:57,570 --> 00:30:03,630
+هترجع تشغل تاني في، الهدف،ولد واحد، أنا الآن هنا
+
+330
+00:30:03,630 --> 00:30:07,770
+قاعد بقول إن هاد واحد من، هذا is a possible
+
+331
+00:30:07,770 --> 00:30:12,530
+solution، أو possible schedule، كيف؟ مش possible
+
+332
+00:30:12,530 --> 00:30:16,210
+يعني، ليش مش possible؟ لأن ولد واحد، أنا هنا، لأن
+
+333
+00:30:16,210 --> 00:30:20,990
+إيش؟ ولد واحد، أو ثلاثة، ثلاثة مع واحد، ثلاثة ثلاثة
+
+334
+00:30:20,990 --> 00:30:25,370
+أنا في الـ interval الأول، حطيت ثلاثة، وحطيت أربعة
+
+335
+00:30:25,370 --> 00:30:29,110
+واحد، وحطيت خمسة، طب أنا غلطت، إيش المشكلة في ذلك؟
+
+336
+00:30:29,200 --> 00:30:33,400
+ممكن، الفترة لأ، بضل عندي أنا الـ 40
+
+337
+00:30:33,400 --> 00:30:38,400
+والـ 60 شغالين، بس بغِطّي الـ ... بغِطّي، اه، السؤال هل
+
+338
+00:30:38,400 --> 00:30:43,140
+هَيغطّي عن الحد المطلوب ولا لأ؟ أنا لازم أعرف عشان
+
+339
+00:30:43,140 --> 00:30:48,060
+أقرر إذا كان هذا معقول ولا مش معقول، أعرف كده إيش
+
+340
+00:30:48,060 --> 00:30:52,660
+أصلاً الطاقة الإجمالية للـ 40 والـ 60، تمام؟ يعني
+
+341
+00:30:52,660 --> 00:30:57,930
+إذا أنا، إذا أنا طفيت الثلاثة هدول، إذا طفيت الثلاثة
+
+342
+00:30:57,930 --> 00:31:01,790
+هدول في الـ interval الأول، بدي أعرف الـ 40 والـ 60
+
+343
+00:31:01,790 --> 00:31:05,750
+اللي هيكونوا شغالين، إجمالي الـ power تبعهم، هل هيغطي
+
+344
+00:31:05,750 --> 00:31:10,730
+80 ولا لأ؟ إذا غطّى، بيغطي، ما بصُحش، صح؟ فهذا
+
+345
+00:31:10,730 --> 00:31:13,810
+الكلام لازم أعرفه من الجدولة، هذا الجدولة هذا بيقول
+
+346
+00:31:13,810 --> 00:31:18,710
+لي كل واحدة من الـ units، قد إيش القدرة تبعها،
+
+347
+00:31:18,710 --> 00:31:25,490
+okay، تمام، قد إيش القدرة تبعها؟ يعني مثلا الآن، على حسب
+
+348
+00:31:25,490 --> 00:31:30,750
+هذه التوزيعة، مين رضوا؟ أنا شطبت، أنا شطبت هذه، واحد،
+
+349
+00:31:30,750 --> 00:31:39,010
+وشطبت ثلاثة، وشطبت مين؟ خمسة، إيش رضوا؟ رضوا هذا وهذا،
+
+350
+00:31:39,010 --> 00:31:45,290
+وهذا وهذا، قد إيش مجموعهم؟ قد إيش مجموعهم؟ 130،
+
+351
+00:31:45,290 --> 00:31:51,210
+بالظبط 80، بالظبط طلع 80، يبقى إحنا بخير، تمام؟
+
+352
+00:31:51,530 --> 00:31:55,210
+يقول أنا بخير، يقول أنا عندي اللي بآجيه بيكفوا هذا
+
+353
+00:31:55,210 --> 00:31:57,790
+الـ maximum، هذا الـ maximum load المطلوبة، يعني أنا
+
+354
+00:31:57,790 --> 00:32:02,890
+عملياً ممكن ما ... ما ... ما ... ما يكونش السحب من شبكة
+
+355
+00:32:02,890 --> 00:32:06,910
+الكهرباء يكون السحب تبعها 80، صح ولا لأ؟ فأحنا
+
+356
+00:32:06,910 --> 00:32:10,310
+دلوقتي خلينا نحكي في شغل اسمه الـ reserve، إيش الـ
+
+357
+00:32:10,310 --> 00:32:15,250
+reserve؟ الـ reserve اللي هو الكمية الفائضة عن الـ
+
+358
+00:32:15,250 --> 00:32:19,370
+maximum المطلوب مني، يعني هنا الـ reserve zero، فإذا
+
+359
+00:32:19,370 --> 00:32:22,840
+أنا عملت الـ schedule هذا، هيكون الـ reserve zero،
+
+360
+00:32:22,840 --> 00:32:27,500
+بينما لو ... لو خليتها شغالة، ورحلتها للـ interval
+
+361
+00:32:27,500 --> 00:32:30,180
+رقم اتنين، خليت الصيانة تبعها في الـ interval رقم
+
+362
+00:32:30,180 --> 00:32:34,020
+اتنين، إيش معنى ذلك؟ يعني أنا أتحط فيه بس واحد، و
+
+363
+00:32:34,020 --> 00:32:37,200
+ثلاثة، وواحد، وثلاثة، وواحد، وثلاثة، وواحد، وثلاثة
+
+364
+00:32:37,200 --> 00:32:37,220
+وواحد، وثلاثة، وواحد، وثلاثة، وواحد، وثلاثة، و
+
+365
+00:32:37,220 --> 00:32:38,460
+ثلاثة، وواحد، وثلاثة، وواحد، وثلاثة، وواحد، و
+
+366
+00:32:38,460 --> 00:32:47,020
+ثلاثة، وواحد، وثلاثة، وواحد، وثلاثة، وواحد، وثلاثة،
+
+367
+00:32:47,020 --> 00:32:55,170
+وواحد، وثلاثة، وواحد، تمام؟ صار عندي خمسة عشر زرع،
+
+368
+00:32:55,170 --> 00:32:58,190
+هذا كله حتى الآن مش genetic algorithm، بس إحنا
+
+369
+00:32:58,190 --> 00:33:04,130
+بنحلل في المسألة، في الـ problem، مظبوط ولا لأ؟ بس فهم
+
+370
+00:33:04,130 --> 00:33:06,930
+عناصر المسألة ... عناصر المسألة إن أنا عندي بـ
+
+371
+00:33:06,930 --> 00:33:09,770
+power plant، محطة توليد كهرباء، فيها سبعة
+
+372
+00:33:09,770 --> 00:33:12,270
+units، والسبعة units هدول محتاجين maintenance
+
+373
+00:33:12,270 --> 00:33:16,890
+باستمرار، فأنا محتاج أعمل scheduling للـ maintenance
+
+374
+00:33:16,890 --> 00:33:22,790
+ما ييجيش فجأة، أستنى لما يعطل، لازم أعمل maintenance، بس
+
+375
+00:33:22,790 --> 00:33:25,590
+بدي أجِدول الـ maintenance، بحيث إنه لما نقطع في واحد
+
+376
+00:33:25,590 --> 00:33:30,210
+عشان أصلحه، أضلني في السليم، أضلني إما على الحد
+
+377
+00:33:30,210 --> 00:33:35,420
+المطلوب، أو أكثر، حتى كمان، صح ولا لأ؟ هنا حاسب أكثر،
+
+378
+00:33:35,420 --> 00:33:38,940
+الآن، أنا بدي الـ genetic algorithm هي اللي تقرر لي
+
+379
+00:33:38,940 --> 00:33:42,400
+الـ schedule،  الـ genetic algorithm هي اللي
+
+380
+00:33:42,400 --> 00:33:47,340
+تقرر لي الـ schedule، بمعنى إن هي تشوف إيش الـ
+
+381
+00:33:47,340 --> 00:33:52,460
+schedules المحتملة بشكل random، وبعدين تعملها
+
+382
+00:33:52,460 --> 00:33:56,860
+evaluation، وبعدين تحسن، وتحسن، لحدين تقول لي هذا الـ
+
+383
+00:33:56,860 --> 00:34:01,650
+schedule هو أحسن schedule، هذا schedule هو أحسن
+
+384
+00:34:01,650 --> 00:34:06,410
+schedule، هيعطيك إيش؟ أعلى قدر من الـ reserve، ولا لأ؟
+
+385
+00:34:06,410 --> 00:34:12,830
+من كيف أقيّم أنا الـ schedules؟ كل ما زاد الـ reserve
+
+386
+00:34:12,830 --> 00:34:16,750
+بيبقى أحسن، عشان أنا أبقى secure، ليش هالـ secure؟ في
+
+387
+00:34:16,750 --> 00:34:21,570
+حالة أمان من الـ ... تمام، طيب إيش نسوي الآن؟ هذه
+
+388
+00:34:21,570 --> 00:34:26,870
+الصيغة للـ chromosome مقبولة، مقبولة كصيغة، بس
+
+389
+00:34:26,870 --> 00:34:31,150
+المشكلة إن الأرقام هذه، واحد، اتنين، وثلاثة، و ... هو
+
+390
+0
+
+445
+00:39:57,220 --> 00:40:05,800
+قد مية فى التانى 115 خلّيها
+
+446
+00:40:05,800 --> 00:40:06,980
+تلحس بمرة أخرى
+
+447
+00:40:16,570 --> 00:40:21,130
+هيبقى معايا جداش 100 هيبقى معايا 115 هيبقى معايا
+
+448
+00:40:21,130 --> 00:40:24,630
+100 هيبقى معايا 100 في الـ interval في كل واحد من
+
+449
+00:40:24,630 --> 00:40:28,530
+الـ intervals لأن إذا أنا بعرف إنه أنا مطلوب مني في
+
+450
+00:40:28,530 --> 00:40:36,690
+الـ interval الأول 80 يبقى جداش الـ reserve صح
+
+451
+00:40:36,690 --> 00:40:42,070
+إذا في الـ interval التاني أنا مطلوب مني في الساقين
+
+452
+00:40:42,070 --> 00:40:47,680
+يبقى جداش الـ reserve 25 إذا أنا بقى في الـ interval
+
+453
+00:40:47,680 --> 00:40:55,880
+التالت مطلوب مني 65 مجددش reserve فى الرابع مطلوب
+
+454
+00:40:55,880 --> 00:41:03,700
+مني 70 وعندي 100 تمام هيك أنا صار عندي تقييم للـ
+
+455
+00:41:03,700 --> 00:41:07,600
+chromosome أنه هيعطيني reserve هالجدر الـ
+
+456
+00:41:07,600 --> 00:41:12,320
+chromosome اللي بده يعطيني reserve بالمعنى مرفوض
+
+457
+00:41:12,320 --> 00:41:18,360
+أصلا تمام مرفوض أصلا فإنا الآن وصلت لنقطة اللي هي
+
+458
+00:41:18,360 --> 00:41:25,860
+إنه بقى قايم بطريقة تقييم الكروموزومات فـ أفضل
+
+459
+00:41:25,860 --> 00:41:29,380
+كروموزوم هو الكروموزوم اللي ما فيهوش الـ Linus و
+
+460
+00:41:29,380 --> 00:41:33,520
+اللي بيقينا رزروات عالية إجمالي رزر عالي صح ولا لأ؟
+
+461
+00:41:33,520 --> 00:41:37,900
+يبقى خلاص القاعدة الآن بدها تمشي باللي إحنا بنعرفه
+
+462
+00:41:37,900 --> 00:41:44,520
+إنه we generate الـ chromosomes صح؟ واختار الكروموزوم
+
+463
+00:41:44,520 --> 00:41:51,580
+بالنسبة لهذه تمام بناء على الـ evaluation نختار منهم
+
+464
+00:41:51,580 --> 00:41:57,220
+عشان ندخل نعمل cross over صح نعمل cross over عادي
+
+465
+00:41:57,220 --> 00:42:01,020
+أنا هندي الكروموزوم طوله جداش أربعة في سبعة تمانية
+
+466
+00:42:01,020 --> 00:42:07,090
+عشرين bit بقدر أحط البقدر أحط نقطة الفصل أو حتى
+
+467
+00:42:07,090 --> 00:42:11,150
+أستخدم نقطتين فصل يجوز ولا لأ هاي الـ chromosome
+
+468
+00:42:11,150 --> 00:42:16,990
+والتاني بقى أفصلهم عند محورين و بقى أبدل هذا
+
+469
+00:42:16,990 --> 00:42:22,810
+بدل هذا واضح؟ بس خلي بالك ما بقدرش أحط نقطة الفصل
+
+470
+00:42:22,810 --> 00:42:29,310
+بداخل الـ unit مظبوط؟ لازم على حدود الـ units صحيح؟
+
+471
+00:42:29,310 --> 00:42:37,030
+المهم أن أنا بعمل الـ crossover برضه بناء على الـ
+
+472
+00:42:37,030 --> 00:42:41,110
+probability و برضه كمان بعمل mutation برضه بناء
+
+473
+00:42:41,110 --> 00:42:44,750
+على الـ probability و بأعيد الكرة مرة و مرة و مرة
+
+474
+00:42:44,750 --> 00:42:50,050
+إلى أن أصل إلى إيش chromosomes اللي بتعطيني أفضل
+
+475
+00:42:50,050 --> 00:42:55,930
+reserve المحاضرة الجاية بنشوف تطبيقين آخرين لـ الـ
+
+476
+00:42:55,930 --> 00:42:56,730
+genetic algorithm
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..47a7b17865ca7d7220e446763797f4e4dc25e22b
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_postprocess.srt
@@ -0,0 +1,1904 @@
+1
+00:00:20,720 --> 00:00:24,580
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنواصل في
+
+2
+00:00:24,580 --> 00:00:29,700
+موضوع ال genetic algorithms اللي هو تحت باب ال
+
+3
+00:00:29,700 --> 00:00:33,180
+evolutionary computation كنا بدنا المحاضرة الفاتة
+
+4
+00:00:34,300 --> 00:00:37,120
+وتعرفنا على القالية العمل تبع الـ genetic
+
+5
+00:00:37,120 --> 00:00:41,220
+algorithm وبالتحديد اللي هو كيف يعني صيغة ال
+
+6
+00:00:41,220 --> 00:00:45,280
+chromosome بتكون وكيف العمليات اللي بتتم اللي هي
+
+7
+00:00:45,280 --> 00:00:49,160
+ال crossover ال mutation وكيف إنها مبنية على
+
+8
+00:00:49,160 --> 00:00:52,840
+probabilities وعلى ال roulette wheel وشوفنا
+
+9
+00:00:52,840 --> 00:00:57,900
+example على هذا الكلام اللي هو كان المعادلة
+
+10
+00:00:57,900 --> 00:01:05,640
+البسيطة 15x-x²اللي أخدناها كمثال ونشوف كيف ال
+
+11
+00:01:05,640 --> 00:01:14,200
+genetic algorithm هتصل إلى ال maximum value هتصل
+
+12
+00:01:14,200 --> 00:01:18,260
+إلى ال x value اللي بيحقق ال maximum تبع ال f of x
+
+13
+00:01:18,260 --> 00:01:22,040
+تبع ال function اليوم ان شاء الله بدنا نعمل مراجعة
+
+14
+00:01:22,040 --> 00:01:27,060
+بس سريعة على الكلام هذا ونكمل ونشوف another
+
+15
+00:01:27,060 --> 00:01:33,940
+example example أخر تمام؟فاحنا عمليا ده ابدأ انا
+
+16
+00:01:33,940 --> 00:01:43,200
+من الحكي عن ال steps اول اشي اهم شغلة اللي هي
+
+17
+00:01:43,200 --> 00:01:46,340
+representing ال problem variable domain as
+
+18
+00:01:46,340 --> 00:01:50,480
+chromosome يعني ليش ال chromosome اللي هو صيغة
+
+19
+00:01:50,480 --> 00:01:57,130
+possible solution يعني لما كنا احنابنعتبر X1 و X2
+
+20
+00:01:57,130 --> 00:02:00,650
+هدولة possible solutions أخدناهم أخدنا أكم واحد
+
+21
+00:02:00,650 --> 00:02:07,050
+منهم أخدنا ستة X على أساس أنهم possible solutions
+
+22
+00:02:07,050 --> 00:02:12,710
+possible أو candidate
+
+23
+00:02:12,710 --> 00:02:19,030
+المظبوط يعني الواحد منهم لازم يصيغ ال solution على
+
+24
+00:02:19,030 --> 00:02:25,200
+شكل كرموزوم كرموزوم fixed lengthإيش كان طول ال ..
+
+25
+00:02:25,200 --> 00:02:32,160
+ال .. ال .. في ال example تبعتنا كان أربعة صح؟ كان
+
+26
+00:02:32,160 --> 00:02:39,200
+أربعة bits ولا ستة؟ إيش كان طول ال chromosome في
+
+27
+00:02:39,200 --> 00:02:46,560
+المثلة تبعتنا؟ أربعة صح؟ تمام؟ okay
+
+28
+00:02:52,760 --> 00:02:58,540
+كلهم نفس الطول نختار صميم قومصوم نختار قومصوم
+
+29
+00:02:58,540 --> 00:03:03,520
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+30
+00:03:03,520 --> 00:03:05,220
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+31
+00:03:05,220 --> 00:03:06,080
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+32
+00:03:06,080 --> 00:03:07,160
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+33
+00:03:07,160 --> 00:03:08,000
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+34
+00:03:08,000 --> 00:03:14,540
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+35
+00:03:14,540 --> 00:03:20,260
+نختار
+
+36
+00:03:20,260 --> 00:03:27,350
+قومفي كل دورة من دورات الـ E بعد هيك في E برضه
+
+37
+00:03:27,350 --> 00:03:33,150
+شغلنا نقطة تانية مهمة إضافة إلى ال chromosome هنا
+
+38
+00:03:33,150 --> 00:03:46,990
+خلينا نقول رقم واحد واضحة
+
+39
+00:03:46,990 --> 00:03:52,020
+كلمة structure وإيش بقصد فيها بقصد فيها اللي هوالـ
+
+40
+00:03:52,020 --> 00:03:58,700
+Length تبعها Fixed تمام؟ و بعد هي كده إضافة إلى ال
+
+41
+00:03:58,700 --> 00:04:03,400
+chromosome structure في عندنا ال size of ال
+
+42
+00:04:03,400 --> 00:04:07,580
+population اللي
+
+43
+00:04:07,580 --> 00:04:13,040
+هو أكم chromosome في الجيل الواحد رقم اتنين اللي
+
+44
+00:04:13,040 --> 00:04:14,940
+هو ايش ال fitness function
+
+45
+00:04:22,790 --> 00:04:28,150
+الفتنس فانكشن هي الفنكشن اللى بنستخدمها في تقييم
+
+46
+00:04:28,150 --> 00:04:34,590
+الكرومزومز اللى في كل جيل من الأجيال أثناء عملية
+
+47
+00:04:34,590 --> 00:04:37,910
+ال .. أثناء شغل ال .. ال .. ال .. regroupment صح
+
+48
+00:04:37,910 --> 00:04:42,950
+الكلام؟ في مثلنا المحاضرة الماضية إيش كانت الفتنس
+
+49
+00:04:42,950 --> 00:04:48,510
+فانكشن؟ هي نفس المعادلة هي نفس المعادلة F of X
+
+50
+00:04:53,980 --> 00:04:58,460
+هي نفسها فيها ذاتها هي التقييم المعنى ان انا بدأ
+
+51
+00:04:58,460 --> 00:05:01,340
+اخد كل واحد من هذوله اخده على المعادلة واشوف ليش
+
+52
+00:05:01,340 --> 00:05:04,960
+يطلعني value كل مكان ال value اعلى كل مكان افضل
+
+53
+00:05:04,960 --> 00:05:08,520
+لان انا ببحث عن ال solution اللي will .. اللي هي
+
+54
+00:05:08,520 --> 00:05:15,620
+maximise ال .. ال .. ال function هو هذا كان المطلب
+
+55
+00:05:15,620 --> 00:05:21,060
+طبعنا هنشوف وين ال peak عند اي .. عند اي x بيحدث
+
+56
+00:05:22,190 --> 00:05:27,210
+الـ maximum value تبع ال function صح؟ ايش بعد هيك؟
+
+57
+00:05:27,210 --> 00:05:35,530
+يعني بعد ال fitness function؟ و start واش؟
+
+58
+00:05:51,280 --> 00:05:58,880
+بنبدأ بإصلاح قطعة بطيئة بطيئة
+
+59
+00:05:58,880 --> 00:06:04,800
+في البداية بتكون القطعة الأولى بنعملها بطيئة بعد
+
+60
+00:06:04,800 --> 00:06:10,440
+هي ككل population أو كل generation يتم من خلال من
+
+61
+00:06:10,440 --> 00:06:15,300
+خلال أول
+
+62
+00:06:15,300 --> 00:06:19,960
+population أو أول generation بنعمله بطيئةبعد هيك
+
+63
+00:06:19,960 --> 00:06:24,960
+من خلال التزاوي ال crossover و ال mutation صح
+
+64
+00:06:24,960 --> 00:06:29,680
+هدولة العمليتين الأساسيتين اللي من خلالهم بتتم
+
+65
+00:06:29,680 --> 00:06:33,540
+توليد ال populations اللاحقة في كل واحدة من ال
+
+66
+00:06:33,540 --> 00:06:37,620
+iterations صح خلي بالك أنه عمليا أنا ممكن أكون
+
+67
+00:06:37,620 --> 00:06:42,300
+أستحدث عمليات أخرى غير ال crossover و ال mutation
+
+68
+00:06:42,300 --> 00:06:47,500
+كمان شوية بن .. بن .. بن .. بنذكر بعض الأمثلة يعني
+
+69
+00:06:48,140 --> 00:06:54,380
+الان بعد ما اعمل generation of the first
+
+70
+00:06:54,380 --> 00:07:01,220
+population ايش هسوي؟ evaluate ولا لأ؟
+
+71
+00:07:01,220 --> 00:07:06,520
+ايش يعني evaluate؟ evaluate ال fitness تبقى كل
+
+72
+00:07:06,520 --> 00:07:10,480
+واحد من ال chromosomes اللي في هذا ال population
+
+73
+00:07:10,480 --> 00:07:18,690
+عشان ببدأ اعمل انتخاب الأصلحعشان أدخله على ال
+
+74
+00:07:18,690 --> 00:07:22,530
+crossover و ال mutation عشان أنتج من هدول الأصلح
+
+75
+00:07:22,530 --> 00:07:28,150
+صح؟ أنتج منهم ال population أو ال generation اللي
+
+76
+00:07:28,150 --> 00:07:34,910
+بعد حتى في ال evaluate برضه تاخد رد بها كله عامل
+
+77
+00:07:34,910 --> 00:07:39,570
+في ال evaluate؟ اه كيف؟ في ال evaluation؟ في ال
+
+78
+00:07:39,570 --> 00:07:43,910
+evaluationانا عندي ال 6 هدولار انا كنت هنا في 3
+
+79
+00:07:43,910 --> 00:07:47,390
+عملت لهم random generation صار لدي 6 chromosomes
+
+80
+00:07:47,390 --> 00:07:51,170
+اللي انا بدي اعمل evaluation وين ال randomness
+
+81
+00:07:51,170 --> 00:07:55,610
+هنا؟ مفيش يعني انا باخد كل واحد باخد جميع المعادل
+
+82
+00:07:55,610 --> 00:07:59,110
+و بطلع ال fitness تبعه و اللي بعد و اللي بعد لما
+
+83
+00:07:59,110 --> 00:08:04,530
+انا اجي هنا اعمل select بدي
+
+84
+00:08:04,530 --> 00:08:08,030
+اعمل select لإيش؟ بدي اعمل select عشان اضل منهم
+
+85
+00:08:08,030 --> 00:08:13,400
+على الإيش؟على ال crossover عشان اطلع منهم new
+
+86
+00:08:13,400 --> 00:08:17,760
+generation ال selection فيه randomization ال
+
+87
+00:08:17,760 --> 00:08:21,820
+selection لل crossover فيه randomization و ال
+
+88
+00:08:21,820 --> 00:08:25,500
+selection لل mutation فيه randomization صح عشان
+
+89
+00:08:25,500 --> 00:08:32,840
+احدد مين اللي تقع عليه عملية mutation هذا بيخضع لل
+
+90
+00:08:32,840 --> 00:08:38,820
+probability صح okay
+
+91
+00:08:39,380 --> 00:08:45,740
+So we create a new pair of offspring by applying
+
+92
+00:08:45,740 --> 00:08:51,680
+the crossover and mutation خطوة واحدة بتطبق فيهم
+
+93
+00:08:51,680 --> 00:08:56,880
+ال cross over و ال mutation هذا ال offspring هم ال
+
+94
+00:08:56,880 --> 00:09:03,420
+new population او ال new generation بعدها برجع
+
+95
+00:09:03,420 --> 00:09:06,400
+لخمسة الفتنس
+
+96
+00:09:07,370 --> 00:09:15,110
+خمسة لا أسف اللي هو ال select صح يعني
+
+97
+00:09:15,110 --> 00:09:21,410
+أنا الآن بعد ما لا أيه المفروض أربعة ولا لأ لأن
+
+98
+00:09:21,410 --> 00:09:26,070
+أنا لازم قبل ال select لازم أعمل evaluation صح
+
+99
+00:09:26,070 --> 00:09:31,390
+لازم أعمل evaluation هذولة ال new population اللي
+
+100
+00:09:31,390 --> 00:09:35,310
+طلعت معايا كيف بده أختار منها؟ ماختارش منها مرة
+
+101
+00:09:35,310 --> 00:09:39,350
+واحدة لازم أعمل evaluationفأنا I should repeat
+
+102
+00:09:39,350 --> 00:09:45,510
+step 4 لحظة
+
+103
+00:09:45,510 --> 00:09:48,850
+شوية لحظة شوية هو يالا خمسة يقصد فيها إيه؟ يقصد
+
+104
+00:09:48,850 --> 00:09:53,270
+فيها أنه لسه لأ ما خلصتش عملية تشكيل ال new
+
+105
+00:09:53,270 --> 00:09:58,710
+population هو أخد زوج و عمل منه children و رح
+
+106
+00:09:58,710 --> 00:10:02,890
+ضافهم على ال new population برجع بيعمل خمسة عشان
+
+107
+00:10:02,890 --> 00:10:07,730
+يختار زوج آخر يعمل منهمchildren تانين اتنين
+
+108
+00:10:07,730 --> 00:10:12,170
+children تانين ويضيفهم يكرر هذا الكلام لحد ما
+
+109
+00:10:12,170 --> 00:10:18,270
+يكتمل ال population ال size بها يصير مساوي N يعني
+
+110
+00:10:18,270 --> 00:10:25,050
+يصير عنده ستة chromosomes لما يصير فهذه ال
+
+111
+00:10:25,050 --> 00:10:31,870
+population تدخل محل ال initial أو السابقةوبعد هيك
+
+112
+00:10:31,870 --> 00:10:36,210
+بيرجع على step 4 عشان يكرر عملية ال fitness و
+
+113
+00:10:36,210 --> 00:10:42,330
+الخطوات هذه كلها ان هيك بنكون أجملنا الخطوات تبع
+
+114
+00:10:42,330 --> 00:10:46,150
+ال genetic algorithm و المثال تبعنا هياته مافيش
+
+115
+00:10:46,150 --> 00:10:50,370
+داعي نعيده من جديد بدنا نروح على طول على المثال
+
+116
+00:10:50,370 --> 00:10:56,290
+الجديد اللي هو قبل
+
+117
+00:10:56,290 --> 00:10:59,170
+المثال الجديد أنا آسف في شغل صغيرة بس بدنا نحكيها
+
+118
+00:10:59,900 --> 00:11:04,040
+المعادلة اللي كانت في المثال الأولاني من متغير
+
+119
+00:11:04,040 --> 00:11:09,480
+واحد صح f of x هذه خلّي بالك أنا بستخدم ال genetic
+
+120
+00:11:09,480 --> 00:11:12,380
+algorithm مش لحال المعادلات هذا بس عشان نتبصر
+
+121
+00:11:12,380 --> 00:11:17,020
+الفكرة انما بنستخدمها لأشياء زي اللي هنحكيها في
+
+122
+00:11:17,020 --> 00:11:22,240
+المثال الآخر بس مسألة المعادلات هذه في ملاحظة بس
+
+123
+00:11:22,240 --> 00:11:25,960
+صغيرة وهي انه قد يكون عندي متغير واحد وقد يكون
+
+124
+00:11:25,960 --> 00:11:31,360
+عندي متغيرينمتغيرين مثلًا مثلًا مثلًا مثلًا مثلًا
+
+125
+00:11:31,360 --> 00:11:39,360
+مثلًا
+
+126
+00:11:39,360 --> 00:11:50,920
+مثلًا مثلًا
+
+127
+00:11:50,920 --> 00:11:55,920
+مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا
+
+128
+00:11:55,920 --> 00:11:58,030
+مثلًا مثلًا مثلًا مثلًا مثلًا مثلًاهل أعمل كرمزوم
+
+129
+00:11:58,030 --> 00:12:04,350
+ل X و كرمزوم ل Y صار عندنا مجموعتين مجموعة ال X و
+
+130
+00:12:04,350 --> 00:12:09,650
+مجموعة ال Y صح طب كيف أشتغل بالتوازي ال genetic
+
+131
+00:12:09,650 --> 00:12:13,470
+algorithm بتطلع random variables ل X و random
+
+132
+00:12:13,470 --> 00:12:18,610
+variables ل Y و بعدين تحسب ال fitness احنا مش
+
+133
+00:12:18,610 --> 00:12:23,230
+محتاجين التشعب هذا أو التعقيد هذا بنعمل كرمزوم
+
+134
+00:12:23,230 --> 00:12:31,160
+واحدنص الأولاني منه X ونص التاني منه Y بمعنى أنه
+
+135
+00:12:31,160 --> 00:12:39,360
+بيكون في عندي مجموعة من ال chromosomes من 1 إلى N
+
+136
+00:12:39,360 --> 00:12:46,260
+كلهم ال structure تبعتهم نفس الشيء يوم الآن ما
+
+137
+00:12:46,260 --> 00:12:51,570
+بدنا نحسب ال fitness بناخد هذا لحالهبندخله في
+
+138
+00:12:51,570 --> 00:12:56,830
+المعادلة و هذا لحاله ندخله في المعادلة كيف هو انت
+
+139
+00:12:56,830 --> 00:13:01,010
+طول ال chromosome انت زي ما بدك طول ال chromosome
+
+140
+00:13:01,010 --> 00:13:03,990
+انت بتحدده على حسب ال variables اللي عندك يعني ال
+
+141
+00:13:03,990 --> 00:13:08,010
+X هذه اذا كانت تتراوح من كذا إلى كذا من جول من
+
+142
+00:13:08,010 --> 00:13:15,390
+zero إلى رقم معين اقل من ال انت من ال 256 ماعندك
+
+143
+00:13:15,390 --> 00:13:19,750
+بيكفيك 8 بيت ولا لاهنا في المثال هذا هو بيقول لي
+
+144
+00:13:19,750 --> 00:13:22,890
+أنا القيم تبع ال X و Y تتراوح ما بين ال minus 3
+
+145
+00:13:22,890 --> 00:13:28,490
+وال 3 يعني أصلا مش محتاج ال 8 bit كله محتاج أربعة
+
+146
+00:13:28,490 --> 00:13:36,670
+صح أربعة ولا تلاتة أربعة لأنه بدي واحدة للإشارة
+
+147
+00:13:36,670 --> 00:13:41,590
+والتلاتة التانية تمام حتى أقل من أربعة بكفي ولا لأ
+
+148
+00:13:41,590 --> 00:13:50,340
+تمام بس عمليا هو أيش اللي مسويه مااخد 8 bitلأن قيم
+
+149
+00:13:50,340 --> 00:13:54,440
+X و Y ليس انتجارات انتجارات يعني من ناقص ثلاثة
+
+150
+00:13:54,440 --> 00:13:58,040
+ناقص اتنين ناقص واحد ناقص زيرو ناقص واحد نين تلاتة
+
+151
+00:13:58,040 --> 00:14:06,560
+لأ قيم X هي عشرية و لكن تتراوح من ناقص ثلاثة
+
+152
+00:14:06,560 --> 00:14:11,340
+لثلاثة فهو استخدم تمانية بت لما نستخدم تمانية بت
+
+153
+00:14:11,340 --> 00:14:14,360
+تمانية بت تعقيله 256 value
+
+154
+00:14:18,340 --> 00:14:23,160
+بطريقة احتالة على الأمر بأنه أجى وقال انه احنا
+
+155
+00:14:23,160 --> 00:14:36,000
+القيمة هذه القيمة تبع ال X القيمة تبع ال X اللى هى
+
+156
+00:14:36,000 --> 00:14:42,040
+8 بت بنحولها ل decimal بطلع معاه مثلا 138 بضرف ال
+
+157
+00:14:42,040 --> 00:14:48,380
+ratio هذا و بطرح منها تلاتةبيطلع معايا الـ T من
+
+158
+00:14:48,380 --> 00:14:52,220
+العشرية الـ T من العشرية هذه هتتراوح من ناقص تلاتة
+
+159
+00:14:52,220 --> 00:14:57,060
+إلى تلاتة لو فكرت فيها هتعرف ليش لأن هو أخد ال
+
+160
+00:14:57,060 --> 00:15:01,340
+ratio هذا ال ratio هذا هو عبارة عن أنه من التلاتة
+
+161
+00:15:01,340 --> 00:15:04,680
+إلى ناقص تلاتة في أدي six levels أو six possible
+
+162
+00:15:04,680 --> 00:15:09,640
+values جسام المعادلة 256 فطلع ال value الدرجة
+
+163
+00:15:09,640 --> 00:15:15,440
+الواحدة بال integer تعادلها جدًا بال decimal تمام
+
+164
+00:15:15,440 --> 00:15:21,290
+تدرجةمن نقص تلاتة لتة بالأسف الدرجة الواحدة في ال
+
+165
+00:15:21,290 --> 00:15:26,250
+256 level تقادر هيجد بال decimal لأنه عندما يجد في
+
+166
+00:15:26,250 --> 00:15:31,310
+عنده decimal value بيضرب في هذا ال ratio بيطلع
+
+167
+00:15:31,310 --> 00:15:35,250
+عنده ال integer value المقابل بيطرح منه نقص تلاتة
+
+168
+00:15:35,250 --> 00:15:41,830
+عشان يرجع تلت خطوات لورا قبل ال zero يعني هذا لو
+
+169
+00:15:41,830 --> 00:15:45,650
+ما طرحش هيطلع كل الأقام اللي عنده تطرح من zero إلى
+
+170
+00:15:45,650 --> 00:15:52,050
+ستة0.6 بس هو بده يعمل نقص 3 إلى 3 فشال النقص 3
+
+171
+00:15:52,050 --> 00:15:56,990
+فصارت من نقص 3 إلى 3 يعني هذه ال trick بسيط عشان
+
+172
+00:15:56,990 --> 00:16:02,370
+يعمل نوع من ال transformation من التحويل ما بين ال
+
+173
+00:16:02,370 --> 00:16:07,210
+range أنهي ال range؟ ال range هذا اللي هو من 0 إلى
+
+174
+00:16:07,210 --> 00:16:12,230
+255
+
+175
+00:16:12,230 --> 00:16:19,000
+يعمل تحويل منه إلى ال range هذا اللي هومن نقص تلتة
+
+176
+00:16:19,000 --> 00:16:25,520
+تلتة تلتة وهذه جزء من مهارة اللي بيصمم اللي بيحل
+
+177
+00:16:25,520 --> 00:16:30,260
+المسألة لازم يحط صيغة ال .. ال chromosome بشكل
+
+178
+00:16:30,260 --> 00:16:36,360
+بشكل اللي يناسب المسألة انا ما بقدر اعمل
+
+179
+00:16:36,360 --> 00:16:42,780
+chromosome عشري فبعملها integer و احول من integer
+
+180
+00:16:42,780 --> 00:16:48,780
+إلى عشري بالطريقة هذه ايه السؤال؟138 لو انت جيت
+
+181
+00:16:48,780 --> 00:16:55,820
+اخدت اقول مثلا هذه هذا ال chromosome هذا ال binary
+
+182
+00:16:55,820 --> 00:17:01,640
+قيمته يعني قصد انا ال 138 هي عبارة عن تحويل العشري
+
+183
+00:17:01,640 --> 00:17:07,880
+لل binary sequence تبع ال chromosome وهي كمثال
+
+184
+00:17:07,880 --> 00:17:15,300
+يعني كمثال و ال 59 اقول مثلا هذه الآنهذا الـ
+
+185
+00:17:15,300 --> 00:17:21,420
+binary sequence عبارة عن 59 بحولها إلى 59
+
+186
+00:17:21,420 --> 00:17:25,780
+ثم نضربها في ال ratio هذا و خاصة من طلقة في طلقة
+
+187
+00:17:25,780 --> 00:17:29,720
+هذه القيمة لأن القيم هذه هدولة هدل يدخل فيها
+
+188
+00:17:29,720 --> 00:17:33,420
+معادلة عشان يحسب ال fitness و يشوف قداش ال
+
+189
+00:17:33,420 --> 00:17:37,940
+chromosome هذا اللي يتكون منه قداش درجة ال fitness
+
+190
+00:17:37,940 --> 00:17:40,000
+له و يكمل
+
+191
+00:17:42,090 --> 00:17:46,890
+القالية بنفس الطريقة تابعة المثال الأولى ماذا
+
+192
+00:17:46,890 --> 00:17:49,750
+بيبقى بعد ذلك؟ بيبقى ان يعمل cross over يعمل
+
+193
+00:17:49,750 --> 00:17:55,970
+mutation و هذا لأن
+
+194
+00:17:55,970 --> 00:17:59,610
+احنا في علنا .. خلاص المثال هذا مافيش فيه اشي اخر
+
+195
+00:17:59,610 --> 00:18:03,510
+يعني المثال هذا تبع ال X و ال Y معايا يا شباب؟
+
+196
+00:18:03,510 --> 00:18:06,190
+المثال تبع ال X و ال Y مافيش فيه اشي اخر لأن زي ما
+
+197
+00:18:06,190 --> 00:18:13,620
+قلتلك كل الاختلاف هو فيفي صيغة تبع الكروموسوم هي
+
+198
+00:18:13,620 --> 00:18:19,260
+عبارة عن كروموسوم واحد يشمل المتغيرين X وY وكيف أن
+
+199
+00:18:19,260 --> 00:18:23,060
+هذه القيم ال binary اللي متحولة إلى عشرين تطلع
+
+200
+00:18:23,060 --> 00:18:28,200
+integer كيف نحولها من integer إلى كسر، إلى عشرين
+
+201
+00:18:28,200 --> 00:18:33,340
+يتروح ما بين الناقص ثلاثة والتلاتة الآن اللي بدنا
+
+202
+00:18:33,340 --> 00:18:39,540
+نطلع عليه بس عبارة عن شكل يمثل أن عملية ال search
+
+203
+00:18:40,800 --> 00:18:46,940
+عملية الـ search راحز المثال هذا تبعنا القيم تبعت
+
+204
+00:18:46,940 --> 00:18:51,620
+ال X فتروح بقولنا من تلاتة إلى نقص تلاتة و ال Y
+
+205
+00:18:51,620 --> 00:18:55,940
+أيضا تلاتة هات نقص تلاتة إلى تلاتة الان عند أي
+
+206
+00:18:55,940 --> 00:19:04,680
+قيمة من قيم ال X و ال Y بقول مثلا هذه القيمة عند
+
+207
+00:19:04,680 --> 00:19:08,280
+أي قيمة في قيمة لل function F of X
+
+208
+00:19:11,460 --> 00:19:15,340
+وY قيمة الـ function هذه هي ال fitness تبع
+
+209
+00:19:15,340 --> 00:19:23,900
+السلوشين لما يكون X هنا و Y هنا هتكون F
+
+210
+00:19:23,900 --> 00:19:31,870
+of X هنا معبّر عنها بالمطاط هذه و بورّيلك أنهالـ
+
+211
+00:19:31,870 --> 00:19:36,030
+surface هذا اللي هو كل ال values المحتملة ل f of x
+
+212
+00:19:36,030 --> 00:19:41,430
+عند كل القيام المحتملة ل x و y ما بين الـ 0 و 3 ما
+
+213
+00:19:41,430 --> 00:19:47,930
+بين النقص 3 و 3 تمام ؟ هذا الآن .. هذا الآن يمكن
+
+214
+00:19:47,930 --> 00:19:51,470
+من عندك تشوفه أوضح أعلى من هذا الهضبة أعلى من هذه
+
+215
+00:19:51,470 --> 00:19:59,860
+صح؟الان احنا عملية ال genetic algorithm في بحث عن
+
+216
+00:19:59,860 --> 00:20:03,840
+ال solution يعني iteration ورا iteration ال values
+
+217
+00:20:03,840 --> 00:20:10,440
+تبعت x و y بتتغير و كل ما بيتغير ال value بيتغير
+
+218
+00:20:10,440 --> 00:20:17,500
+الموقع النقطة هذه على ال surface تدريجيا الموقع
+
+219
+00:20:17,500 --> 00:20:23,500
+النقطة هذه بيبدأ يقترب من مين؟ من المن ال peak
+
+220
+00:20:23,500 --> 00:20:31,800
+اللي هو ال maximum value طبعا احنا .. خلّي بالك ال
+
+221
+00:20:31,800 --> 00:20:34,640
+genetic algorithm بتشغال parallel ايش يعني
+
+222
+00:20:34,640 --> 00:20:38,960
+parallel؟ في عندي كذا N solution يعني الواقع الأمر
+
+223
+00:20:38,960 --> 00:20:44,360
+123456 solutions في ال iteration الواحدة واحد منهم
+
+224
+00:20:44,360 --> 00:20:50,340
+يبقى سيء جدا واحد منهم يبقى سيء شوية واحد منهم او
+
+225
+00:20:50,340 --> 00:20:54,540
+اتنين هدولة جانبينمن maximum بس ماهياش ال global
+
+226
+00:20:54,540 --> 00:21:02,060
+maximum يا local و هدول الاتنين كل ما بتستمر ال
+
+227
+00:21:02,060 --> 00:21:06,700
+algorithm
+
+228
+00:21:06,700 --> 00:21:14,120
+بيبدأ بعض من هذا ال solutions يقترب من ال global
+
+229
+00:21:14,120 --> 00:21:18,040
+maximum تمام؟
+
+230
+00:21:18,040 --> 00:21:24,940
+بيقترب؟طبعا العملية عشوائية يعني عشوائية ولكن
+
+231
+00:21:24,940 --> 00:21:30,600
+مسيرة بان احنا في كل مرة بنختار افضل الموجود و
+
+232
+00:21:30,600 --> 00:21:37,680
+بنحسن عليه هذا
+
+233
+00:21:37,680 --> 00:21:43,420
+الكلام بيذكرنا
+
+234
+00:21:43,420 --> 00:21:47,260
+و احنا بنحكي في ال search في بداية الفصل كان في
+
+235
+00:21:47,260 --> 00:21:53,190
+عندنا ايشالـ Local Beam Search إذا بتذكروه كان
+
+236
+00:21:53,190 --> 00:21:57,130
+برضه بيترح فكرة مشابهة اللي هي أنه احنا بنشغل على
+
+237
+00:21:57,130 --> 00:22:02,090
+K number of solutions K number of solutions في اي
+
+238
+00:22:02,090 --> 00:22:06,610
+واحد وكل solution نشوف أيش اللي بتشعب منه مظبوط
+
+239
+00:22:06,610 --> 00:22:10,450
+إلى أن نصل إلى واحد من ال K هدولة اللي يكون أفضل
+
+240
+00:22:10,450 --> 00:22:17,710
+solution طيب خلينا نكمل البصمات هذه بتعمل علاقة ما
+
+241
+00:22:17,710 --> 00:22:20,800
+بينالـ Generations اللي عندنا يعني ال generation
+
+242
+00:22:20,800 --> 00:22:24,520
+الأول ال generation العاشر العشرين التلاتين و
+
+243
+00:22:24,520 --> 00:22:31,160
+مابين جودة جودة ال solutions الخط الأحمر هنا بيمثل
+
+244
+00:22:31,160 --> 00:22:34,520
+ال best solution يعني أنا ببقى فيها دي ستة
+
+245
+00:22:34,520 --> 00:22:38,660
+candidates كل generation و أنا بنتقل من generation
+
+246
+00:22:38,660 --> 00:22:41,540
+ل generation فيها دي ستة solutions okay الخط
+
+247
+00:22:41,540 --> 00:22:47,120
+الأحمر يمثل أفضل واحد في الستةوالخط الأصمر يمثل ال
+
+248
+00:22:47,120 --> 00:22:53,680
+average ما بين الستة ال average يعني أجعل الستة و
+
+249
+00:22:53,680 --> 00:22:57,780
+حسب ال fitness تبعهم و أخد ال average fitness
+
+250
+00:22:57,780 --> 00:23:02,980
+الأحمر هو أفضل واحد في الستة فبورينا كيف ان هم
+
+251
+00:23:02,980 --> 00:23:08,820
+كلهم مع بعض يعني الخط ال average بيمثل ال fitness
+
+252
+00:23:08,820 --> 00:23:14,650
+تبعهم كلهمكلهم مع بعض بيتحسنوا أحيانا بينزل ال
+
+253
+00:23:14,650 --> 00:23:19,070
+average و أحيانا بيطلع بس بالمجمل ال generations
+
+254
+00:23:19,070 --> 00:23:26,690
+قادم تتحسنوا ال 6 مع بعض قادم يتحسنوا بالصفة مع
+
+255
+00:23:26,690 --> 00:23:31,470
+بعض يعني خلّي أبقى لك هنا الفرق بين هذا و اللي
+
+256
+00:23:31,470 --> 00:23:35,290
+بعدها اللي هو ال probability تبع ال mutation ال
+
+257
+00:23:35,290 --> 00:23:39,740
+mutation هنا عملها 1%الـ Probability الـ mutation
+
+258
+00:23:39,740 --> 00:23:46,260
+Probability 1% هنا عملها 1 في الألف تمام ما هيش
+
+259
+00:23:46,260 --> 00:23:51,600
+اللي هتلاقي هتلاقي ان ال average مافيش فيه تثابر
+
+260
+00:23:51,600 --> 00:23:56,320
+ذوب كبير صح؟أه هنا في تذبذب في ال average يعني
+
+261
+00:23:56,320 --> 00:23:59,460
+بتلاقي ال generation مرة بيكون جريب و مرة كله
+
+262
+00:23:59,460 --> 00:24:04,520
+بيبعد بيروح و بيجي بشكل متذبذب كبير ف ال
+
+263
+00:24:04,520 --> 00:24:11,200
+probability التابعة لمutation كل ما زادت بتخلي في
+
+264
+00:24:11,200 --> 00:24:16,480
+نوع من ال .. من التذبذب في ال solution بتخلينا نصل
+
+265
+00:24:16,480 --> 00:24:22,520
+إلى .. يعني مانصلش إلى ال solution بسهولة طلع
+
+266
+00:24:22,520 --> 00:24:27,350
+اندلا هنا100 generation قبل ما يصل بينما هناك 20
+
+267
+00:24:27,350 --> 00:24:33,050
+generation فقط الميوتيشن هو في حد ذاته عبارة عن
+
+268
+00:24:33,050 --> 00:24:37,990
+شغلة بتعمل تغير عشوائي هذا التغير العشوائي يعني
+
+269
+00:24:37,990 --> 00:24:44,090
+لسه ال crossover بنتوقع منه انه يدمجصفات كويسة من
+
+270
+00:24:44,090 --> 00:24:48,410
+هذا ال parent مع الصفات منه بس ال mutation ما
+
+271
+00:24:48,410 --> 00:24:54,730
+بنتوقع منه مثل هذا فبسبب تشتت كبير ولكن هو ضروري
+
+272
+00:24:54,730 --> 00:25:01,490
+كمخرج لو علقة ال algorithm في local minima okay بس
+
+273
+00:25:01,490 --> 00:25:05,850
+ما بكبره يعني واحد في المية كبير واحد في الألف
+
+274
+00:25:06,700 --> 00:25:12,420
+بيبقى أنسب من .. لأنه إذا كبر بيسبب عشوائية كبيرة
+
+275
+00:25:12,420 --> 00:25:16,440
+في ال .. في ال generations تمام، اللي أنا حاول أن
+
+276
+00:25:16,440 --> 00:25:19,820
+أصل له في النهاية اللي هو ال case study هذه أو
+
+277
+00:25:19,820 --> 00:25:24,000
+المثال الأخر اللي أنا حكيته، هذا المثال أكثر قربا
+
+278
+00:25:24,000 --> 00:25:26,900
+من الواقع زي ما قلت أن أنا .. أني أنا أحل معادلة
+
+279
+00:25:26,900 --> 00:25:31,180
+رياضية أحسب ال maximum تباحة باستخدام ال genetic
+
+280
+00:25:31,180 --> 00:25:36,080
+algorithm مش إشي عملي، أنا ممكن أسويبطرق أبسط من
+
+281
+00:25:36,080 --> 00:25:41,160
+يجب كتير إنما في شركات ما بقدر أنا أصل لها بطرق
+
+282
+00:25:41,160 --> 00:25:46,180
+مباشرة بدي genetic algorithm لأن مثالي لأن هذا هو
+
+283
+00:25:46,180 --> 00:25:51,920
+عبارة عن .. نفترض إن محطة توليد كهربا و فيها عدة
+
+284
+00:25:51,920 --> 00:25:56,080
+مولدات كل مولد بنسميه unit و ال units هذي بتحتاج
+
+285
+00:25:56,080 --> 00:26:00,500
+إلى الصيانة okayتحتاج إلى صيانة لأن لما بيصير عندي
+
+286
+00:26:00,500 --> 00:26:04,360
+انا لازم اعمل صيانة لازم اواجه ال unit تمام؟ لما
+
+287
+00:26:04,360 --> 00:26:07,860
+اواجه ال units انا عندي سبعة units total معناه
+
+288
+00:26:07,860 --> 00:26:11,980
+دلوقتي انت اجمالي الطاقة اللي انا بدي انتجها بدي
+
+289
+00:26:11,980 --> 00:26:16,100
+جل تمام؟ انا لازم اعمل maintenance عشان احافظ على
+
+290
+00:26:16,100 --> 00:26:21,940
+استمرار عمل هذا اللي تمام؟ فانا لما بجل okay طالما
+
+291
+00:26:21,940 --> 00:26:28,230
+انه مجلش عن حجم اجمال الطاقة المنتج مجلش عناللي هو
+
+292
+00:26:28,230 --> 00:26:33,510
+ال maximum المقلوب مني ماشي يعني انا اذا اليوم بدي
+
+293
+00:26:33,510 --> 00:26:38,890
+اواجف .. بدي اواجف واحد من ال units اذا في اليوم
+
+294
+00:26:38,890 --> 00:26:42,230
+هذا هيبقى فيه .. اذا احنا شتاء ولا ده وفي استهلاك
+
+295
+00:26:42,230 --> 00:26:45,870
+كبير المفروض انا مواجفش ال unit لو الا بس في عندي
+
+296
+00:26:45,870 --> 00:26:50,890
+عجزة okay عملية ال .. ال .. ال .. كمية الاستهلاك
+
+297
+00:26:50,890 --> 00:26:54,010
+او كمية الطلب على الكهربا بتتراح في داخل اليوم
+
+298
+00:26:54,010 --> 00:27:00,210
+الواحد يعني لو انا في عنديهو انا بدى اجسم اليوم
+
+299
+00:27:00,210 --> 00:27:05,310
+الواحد اجسمه
+
+300
+00:27:05,310 --> 00:27:13,770
+لاربع فترات او خليني اقول intervals I1 I2 I3 I4 في
+
+301
+00:27:13,770 --> 00:27:17,590
+هذا ال interval مثلا من الساعة تمانية من الساعة
+
+302
+00:27:17,590 --> 00:27:23,690
+اتماشى الصبح العام الى تمانية من تمانية الى جداش
+
+303
+00:27:23,690 --> 00:27:31,140
+خليني اقول الستةمن 0 ل 6 من 6 ل 12 من 12 ل 6 من 6
+
+304
+00:27:31,140 --> 00:27:38,620
+ل 24 هدولة أربع فترات زمانية كل واحدة ال peak
+
+305
+00:27:38,620 --> 00:27:46,160
+maximum المطلوب غير يعني هنا أقصى حد مطلوب مختلف
+
+306
+00:27:46,160 --> 00:27:48,200
+عن هنا يعني هو ماعطينا هنا في
+
+307
+00:27:56,070 --> 00:28:02,710
+بالمثال هذا بال ميجا واط في الانترفال هذا مطلوب ما
+
+308
+00:28:02,710 --> 00:28:06,990
+لا يقل عن 80 ميجا واط هنا 90 هنا بنزل شوية هنا
+
+309
+00:28:06,990 --> 00:28:13,970
+برجع برتفع شوية okay فانا الآن لو
+
+310
+00:28:13,970 --> 00:28:18,750
+بدي اعمل scheduling لكل واحدة عندي انا سبع units
+
+311
+00:28:18,750 --> 00:28:20,250
+عندي انا سبع units
+
+312
+00:28:26,040 --> 00:28:30,620
+بدأ أعمل scheduling أنه
+
+313
+00:28:30,620 --> 00:28:35,520
+كل unit أحدد وقت إيش أعمل لها maintenance كل unit
+
+314
+00:28:35,520 --> 00:28:40,820
+أحدد وقت إيش أعمل لها maintenance فإيش بتخيل يكون
+
+315
+00:28:40,820 --> 00:28:46,780
+ال schedule schedule
+
+316
+00:28:46,780 --> 00:28:49,400
+أنه بدأ أحط ال units اللي عندي
+
+317
+00:29:02,220 --> 00:29:06,700
+لا أستطيع أن أعمل مستطالية تالتة خلاص سأضع ال
+
+318
+00:29:06,700 --> 00:29:10,860
+units و أقول هذه ال units سأعملها maintenance في
+
+319
+00:29:10,860 --> 00:29:14,800
+ال interval اي واحد من ال intervals هذه سأعملها
+
+320
+00:29:14,800 --> 00:29:19,160
+maintenance في ال interval الأول هذه سأعملها
+
+321
+00:29:19,160 --> 00:29:23,220
+maintenance في ال interval التاني هذه في الأول
+
+322
+00:29:23,220 --> 00:29:31,070
+ماشي وهذه في التالت وهذه في الأول وهذه في الرابعو
+
+323
+00:29:31,070 --> 00:29:34,750
+هذه كمان برضه في اللعبة هذا يصلح ان يكون schedule
+
+324
+00:29:34,750 --> 00:29:40,570
+فاكر فيه قبل ما تتجاوب انا هنا المطلوب ان انا اعمل
+
+325
+00:29:40,570 --> 00:29:46,350
+scheduling اعمل جدول زمني احدد كل واحدة من ال
+
+326
+00:29:46,350 --> 00:29:52,070
+units وقت ايش بدي اعملها maintenance متى ما قررت
+
+327
+00:29:52,070 --> 00:29:54,230
+ان اعملها maintenance معناه انك بتطفي طول ال
+
+328
+00:29:54,230 --> 00:29:57,570
+interval طول الفترة هذه ال 6 ساعات هتبقى طافية مش
+
+329
+00:29:57,570 --> 00:30:03,630
+هترجع تشغل تاني في نص الهدفيولد واحد انا الان هنا
+
+330
+00:30:03,630 --> 00:30:07,770
+قاعد بقول ان هاي واحد من هذا is a possible
+
+331
+00:30:07,770 --> 00:30:12,530
+solution او possible schedule كيف؟ مش possible
+
+332
+00:30:12,530 --> 00:30:16,210
+يعني ليش مش possible؟ لأن يولد واحد انا هنا لأن
+
+333
+00:30:16,210 --> 00:30:20,990
+ايش؟ يولد واحد او تلاتة تلاتة مع واحد تلاتة تلاتة
+
+334
+00:30:20,990 --> 00:30:25,370
+انا في ال interval الأول حط في تلاتة وحط في اربعة
+
+335
+00:30:25,370 --> 00:30:29,110
+واحد وحط في خمسة طب انا غلط ايش المشكلة في ذلك؟
+
+336
+00:30:29,200 --> 00:30:33,400
+ممكن تبطل الفترة لأ بضل عندى انا الاربعين
+
+337
+00:30:33,400 --> 00:30:38,400
+والستانين شغالين بس بجل ال .. بجل اه السؤال هل
+
+338
+00:30:38,400 --> 00:30:43,140
+هيجل عن الحد المطلوب ولا لأ انا لازم اعرف عشان
+
+339
+00:30:43,140 --> 00:30:48,060
+اقرر اذا كان هذا معقول ولا مش معقول اعرف كده اش
+
+340
+00:30:48,060 --> 00:30:52,660
+اصلا الطاقة الإجمالية للاربعة التانين تمام يعني
+
+341
+00:30:52,660 --> 00:30:57,930
+اذا انا اذا انا طفيت التلاتة هدولةإذا طفيت التلاتة
+
+342
+00:30:57,930 --> 00:31:01,790
+دولة في ال interval الأول بدي أعرف الأربعة التانين
+
+343
+00:31:01,790 --> 00:31:05,750
+اللي هيكونوا شجرين إجمال ال power تبعهم هل هيقيني
+
+344
+00:31:05,750 --> 00:31:10,730
+80 ولا أجالي إذا أجالي بجالي ماصبوطش صح فهذا
+
+345
+00:31:10,730 --> 00:31:13,810
+الكلام لازم أعرفه من الجدولة هذا الجدولة هذا بيقول
+
+346
+00:31:13,810 --> 00:31:18,710
+لي كل واحدة من ال units جداش إيش القدرة تبعتها
+
+347
+00:31:18,710 --> 00:31:25,490
+okay تمامجداش القدرة تبعك يعني مثلا الآن على حسب
+
+348
+00:31:25,490 --> 00:31:30,750
+هذه التوزيعة مين رضال انا شطبت انا شطبت هذه واحد
+
+349
+00:31:30,750 --> 00:31:39,010
+وشطبت تلاتة وشطبت مين خمسة ايش رضال رضال هذا و هذا
+
+350
+00:31:39,010 --> 00:31:45,290
+و هذا و هذا جداش مجموعة .. جداش مجموعة ماية تلاتين
+
+351
+00:31:45,290 --> 00:31:51,210
+بالظبط تمانين بالظبط طلع تمانين يبقى لنا بخير تمام
+
+352
+00:31:51,530 --> 00:31:55,210
+يقول انا بخير يقول انا عندي اللي باجين بيكفوا هذا
+
+353
+00:31:55,210 --> 00:31:57,790
+ال maximum هذا ال maximum load المطلوبة يعني انا
+
+354
+00:31:57,790 --> 00:32:02,890
+عمليا ممكن ما .. ما .. ما .. مايكونش الساحب شبكة
+
+355
+00:32:02,890 --> 00:32:06,910
+الكهربا يكون الساحب تبعها 80 صح ولا لأ فاحنا
+
+356
+00:32:06,910 --> 00:32:10,310
+دلوقتي نخلينا نحكي في شغل اسمه ال reserve ايش ال
+
+357
+00:32:10,310 --> 00:32:15,250
+reserve ال reserve اللي هو الكمية الفائضة عن ال
+
+358
+00:32:15,250 --> 00:32:19,370
+maximum المطلوب مني يعني هنا ال reserve zero فإذا
+
+359
+00:32:19,370 --> 00:32:22,840
+انا عملت ال schedule هذاهيكون ال reserve zero
+
+360
+00:32:22,840 --> 00:32:27,500
+بينما لو .. لو خلتها تشغالة و رحلتها لل interval
+
+361
+00:32:27,500 --> 00:32:30,180
+رقم اتنين خلت الصيانة تبعتها في ال interval رقم
+
+362
+00:32:30,180 --> 00:32:34,020
+اتنين ايش معنى ذلك؟ يعني انا اتحط فيه بس واحد و
+
+363
+00:32:34,020 --> 00:32:37,200
+تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة
+
+364
+00:32:37,200 --> 00:32:37,220
+و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة و
+
+365
+00:32:37,220 --> 00:32:38,460
+و تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و
+
+366
+00:32:38,460 --> 00:32:47,020
+تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة
+
+367
+00:32:47,020 --> 00:32:55,170
+و واحد و تلاتة و واحد وتمام؟ صار عندى خمسة عشر زرع
+
+368
+00:32:55,170 --> 00:32:58,190
+هذا كله حتى الآن مش genetic algorithm بس احنا
+
+369
+00:32:58,190 --> 00:33:04,130
+بنحلل في المسألة في ال problem مظبوط ولا لا؟بس فهم
+
+370
+00:33:04,130 --> 00:33:06,930
+عناصر المسألة .. عناصر المسألة ان انا فيه اندي ب
+
+371
+00:33:06,930 --> 00:33:09,770
+power plan محطة توليد القيادة القابلة فيها سبعة
+
+372
+00:33:09,770 --> 00:33:12,270
+units والسبعة units هدولة بحتاجوا maintenance
+
+373
+00:33:12,270 --> 00:33:16,890
+باستمرار فانا محتاج اعمل scheduling لل maintenance
+
+374
+00:33:16,890 --> 00:33:22,790
+ماجيش فجأة أستنى لما يعطل لازم أعمل maintenance بس
+
+375
+00:33:22,790 --> 00:33:25,590
+بدي أجدولي ال maintenance بحيث انه لما نقط في واحد
+
+376
+00:33:25,590 --> 00:33:30,210
+عشان أصلبه أضلني في السليم أضلني إما على جدر
+
+377
+00:33:30,210 --> 00:33:35,420
+المطلوب أو أكثر حتى كمانصح ولا لأ؟ هنا حاسيب أكتر
+
+378
+00:33:35,420 --> 00:33:38,940
+الان انا بدي ال genetic algorithm هي اللي تقررلي
+
+379
+00:33:38,940 --> 00:33:42,400
+ال schedule بني ال genetic algorithm هي اللي
+
+380
+00:33:42,400 --> 00:33:47,340
+تقررلي ال schedule بمعنى ان هي تشوف ايش ال
+
+381
+00:33:47,340 --> 00:33:52,460
+schedules المحتملة بشكل random و بعدين تعملها
+
+382
+00:33:52,460 --> 00:33:56,860
+evaluation و بعدين تحسن و تحسن لحدين تقوللي هذا ال
+
+383
+00:33:56,860 --> 00:34:01,650
+schedule هو أحسن scheduleهذا schedule هو احسن
+
+384
+00:34:01,650 --> 00:34:06,410
+schedule هيعطيك ايش اعلى قدر من ال reserve و لا لا
+
+385
+00:34:06,410 --> 00:34:12,830
+من كيف اقيم انا ال schedules كل ما عيد ال reserve
+
+386
+00:34:12,830 --> 00:34:16,750
+بيبقى احسن عشان انا ابقى secure ليش هال secure في
+
+387
+00:34:16,750 --> 00:34:21,570
+حالة امان من ال .. تمام طيب ايش نسوي الان هذه
+
+388
+00:34:21,570 --> 00:34:26,870
+الصيغة لل chromosome مقبولة مقبولة كصيغة بس
+
+389
+00:34:26,870 --> 00:34:31,150
+المشكلة ان الألقام هذه واحد اتنين و تلاتة و ..هو
+
+390
+00:34:31,150 --> 00:34:35,670
+اربعة بدنا نحولها ل binary ايش رايكم عادى بسيطة
+
+391
+00:34:35,670 --> 00:34:39,470
+جدا بنحط
+
+392
+00:34:39,470 --> 00:34:45,530
+اربعة bits بس يلا ان دي ال chromosome كله binary
+
+393
+00:34:45,530 --> 00:34:49,570
+بس يلا ان دي بسهولة بستخدم ال crossover بستخدم ال
+
+394
+00:34:49,570 --> 00:34:56,850
+mutation مظبوط فعمليا هو اعمل نفس ال killerانه
+
+395
+00:34:56,850 --> 00:35:03,250
+جايب كروموزوم كروموزوم و scheduling problem كل
+
+396
+00:35:03,250 --> 00:35:10,330
+unit جاي في مكانها و ال .. ال interval اللي هتنطفى
+
+397
+00:35:10,330 --> 00:35:15,410
+فيه معبر عنه بشكل إيش؟
+
+398
+00:35:15,410 --> 00:35:22,490
+binary .. binary لأ مش بالظبط .. مش بالظبط .. مش
+
+399
+00:35:22,490 --> 00:35:27,670
+بالظبطما أكبر عن أيش ال intervals اللي هتنطفى فيهم
+
+400
+00:35:27,670 --> 00:35:32,610
+يعني هذه ال unit هتنطفى في واحد في ال interval
+
+401
+00:35:32,610 --> 00:35:37,210
+الأول و في ال interval التاني هذه هتنطفى في ال
+
+402
+00:35:37,210 --> 00:35:40,830
+interval التالت و في ال interval الرابع هذه هتنطفى
+
+403
+00:35:40,830 --> 00:35:45,260
+بس في ال interval الرابعواضح ؟ اه مش زي ما انا
+
+404
+00:35:45,260 --> 00:35:49,060
+عملت انا اللي عملته هنا ال unit بتنطفى في interval
+
+405
+00:35:49,060 --> 00:35:55,800
+واحد بس هنا لأ هنا بسمح ان ال unit ممكن تنطفى في
+
+406
+00:35:55,800 --> 00:35:59,220
+اي تشكيل من ال intervals يعني ممكن اطفيها في هدول
+
+407
+00:35:59,220 --> 00:36:03,900
+ال intervals مع بعض اه صحيح لإن ممكن عملت الصيانة
+
+408
+00:36:03,900 --> 00:36:09,560
+تاخد وجه اطول ما تكفيها في ست ساعات صح ممكن تحتاج
+
+409
+00:36:09,560 --> 00:36:15,180
+ست ساعات وكمان الست اللي بعد يومواضح فهنا التشكيلة
+
+410
+00:36:15,180 --> 00:36:22,500
+هذا بتسمح ان انا اطفي ال unit في اكتر من one
+
+411
+00:36:22,500 --> 00:36:26,240
+interval هنا التاني و التالت هنا التالت و الرابع
+
+412
+00:36:26,240 --> 00:36:33,120
+هنا بس الرابع هنا بس الأول ماشي الحال ماشي خلاف
+
+413
+00:36:33,120 --> 00:36:37,240
+كبير و لأ الآن ايش اللي بيصير بيصير في نوع من ال
+
+414
+00:36:37,240 --> 00:36:47,130
+evaluation how do we evaluateالجودة هذا الكرومزوم
+
+415
+00:36:47,130 --> 00:36:51,070
+دعونا نرى عندما تبقى مطفية هذه ال unit مطفية في
+
+416
+00:36:51,070 --> 00:36:56,870
+هذا و في هذا كم مقدار الخسارة في الطاقة صح ؟ ال
+
+417
+00:36:56,870 --> 00:37:03,710
+unit هذه كم قدرتها عشرين
+
+418
+00:37:03,710 --> 00:37:09,430
+انا هفقد عشرين في ال interval التاني و التالت برضه
+
+419
+00:37:09,430 --> 00:37:15,830
+عشرينصح؟ فإحنا الآن ممكن نيجي نقيم ال chromosome
+
+420
+00:37:15,830 --> 00:37:18,750
+هذا على أساس كل interval لحاله أقول ال interval
+
+421
+00:37:18,750 --> 00:37:25,650
+الأولاني مين هيبقى شغال؟ هذه هتبقى شغالة وهذه
+
+422
+00:37:25,650 --> 00:37:31,690
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+423
+00:37:31,690 --> 00:37:35,050
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+424
+00:37:35,050 --> 00:37:37,230
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+425
+00:37:37,230 --> 00:37:40,070
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة
+
+426
+00:37:45,710 --> 00:37:53,450
+أربعين صح خلاص أربعين أربعين على طول زالد مين كمان
+
+427
+00:37:53,450 --> 00:38:04,270
+هيدا طافي سبعة جداش طاقة تبعتها عشرة بيساوي خمسين
+
+428
+00:38:04,270 --> 00:38:09,170
+ميجا وات هدولة هخسرهم في ال interval الأول مظبوط
+
+429
+00:38:09,170 --> 00:38:14,860
+ال interval التانيتتحسب نفس الاشياء الـ interval
+
+430
+00:38:14,860 --> 00:38:19,800
+التاني هذي هتروح هذي لأ هذي لأ هذي لأ هذي هتروح
+
+431
+00:38:19,800 --> 00:38:24,040
+هذي لأ هذي لأ طبعا إذا بس هذولا التنتين اللي
+
+432
+00:38:24,040 --> 00:38:32,480
+هيروحوا في ال interval التاني خمسة و واحد واحد
+
+433
+00:38:32,480 --> 00:38:40,960
+وخمسة مصبوط؟ كدهش؟ أشرين وخمستانش خمس تلاتين
+
+434
+00:38:49,380 --> 00:38:54,780
+المثلة في الكتاب أوضح بس
+
+435
+00:38:54,780 --> 00:39:04,980
+احنا جربنا يعني من الخلاصة اللي هو انه احنا ركزوا
+
+436
+00:39:04,980 --> 00:39:05,920
+معايا بس شويه صغيرة
+
+437
+00:39:13,230 --> 00:39:18,510
+شايفين الأربع أسطورة دولة هذه حسبت في ال interval
+
+438
+00:39:18,510 --> 00:39:23,970
+الأول جداش احنا خسرنا بسبب هذا ال schedule بسبب
+
+439
+00:39:23,970 --> 00:39:30,090
+هذا ال schedule المطروح خمسين هذا خمس و تلاتين في
+
+440
+00:39:30,090 --> 00:39:32,910
+ال interval الأول خمسين في ال interval التاني خمس
+
+441
+00:39:32,910 --> 00:39:35,430
+و تلاتين في ال interval التالت خمسين و في الأخير
+
+442
+00:39:35,430 --> 00:39:44,220
+خمسين تمام؟ الآن أنا بدي أقيمأنا عندى الطاقة
+
+443
+00:39:44,220 --> 00:39:51,320
+الإجمالية 150 لكل محطة بسبب
+
+444
+00:39:51,320 --> 00:39:57,220
+هذا ال schedule سأخسر في ال interval الأول يبقى
+
+445
+00:39:57,220 --> 00:40:05,800
+قد مية فى التانى 115 خلّيها
+
+446
+00:40:05,800 --> 00:40:06,980
+تلحس بمرة أخرى
+
+447
+00:40:16,570 --> 00:40:21,130
+هيبقى معايا جداش 100 هيبقى معايا 115 هيبقى معايا
+
+448
+00:40:21,130 --> 00:40:24,630
+100 هيبقى معايا 100 في ال interval في كل واحد من
+
+449
+00:40:24,630 --> 00:40:28,530
+ال intervals لأن إذا أنا بعرف إنه أنا مطلوب مني في
+
+450
+00:40:28,530 --> 00:40:36,690
+ال interval الأول 80 يبقى جداش ال reserve صح
+
+451
+00:40:36,690 --> 00:40:42,070
+إذا في ال interval التاني أنا مطلوب مني في الساقين
+
+452
+00:40:42,070 --> 00:40:47,680
+يبقى جداش ال reserve 25إذا أنا بقى في ال interval
+
+453
+00:40:47,680 --> 00:40:55,880
+تالت مطلوب مني 65 مجددش reserve فى الرابع مطلوب
+
+454
+00:40:55,880 --> 00:41:03,700
+مني 70 وعندي 100 تمام هيك أنا صار عندى تقييم لل
+
+455
+00:41:03,700 --> 00:41:07,600
+chromosome أنه هيعطينى reserve هالجدر ال
+
+456
+00:41:07,600 --> 00:41:12,320
+chromosome اللى بده يعطينى reserve بالمعنص مرفوض
+
+457
+00:41:12,320 --> 00:41:18,360
+أصلا تمام مرفوض أصلافانا الآن وصلت لنقطة اللي هي
+
+458
+00:41:18,360 --> 00:41:25,860
+انه بقى قايم بطريقة تقييم الكروموزومات فافضل
+
+459
+00:41:25,860 --> 00:41:29,380
+كروموزوم هو الكروموزوم اللي مافيش فيه ال Linus و
+
+460
+00:41:29,380 --> 00:41:33,520
+اللي بقينه رزروات عالية إجمالي رزر عالي صح ولا لأ؟
+
+461
+00:41:33,520 --> 00:41:37,900
+يبقى خلاص القالية الآن بدها تمشي باللي احنا بنعرفه
+
+462
+00:41:37,900 --> 00:41:44,520
+انه we generate ال chromosomes صح؟و اختار الكمزون
+
+463
+00:41:44,520 --> 00:41:51,580
+بالحسبة هذه تمام بناء على ال evaluation نختار منهم
+
+464
+00:41:51,580 --> 00:41:57,220
+عشان ندخل نعمل cross over صح نعمل cross over عادي
+
+465
+00:41:57,220 --> 00:42:01,020
+انا هندي الكمزون طوله جداش اربعة في سبعة تمانية
+
+466
+00:42:01,020 --> 00:42:07,090
+عشرين bit بقدر احط البقدر أحط نقطة الفصل أو حتى
+
+467
+00:42:07,090 --> 00:42:11,150
+أستخدم نقطتين فصل يجوز ولا لأ هاي ال chromosome
+
+468
+00:42:11,150 --> 00:42:16,990
+وهي التاني بقى أفصلهم عند محورين و بقى أبدل هذا
+
+469
+00:42:16,990 --> 00:42:22,810
+بدل هذا واضح؟ بس خلي بالك بقدرش أحط نقطة الفصل
+
+470
+00:42:22,810 --> 00:42:29,310
+بداخل ال unit مظبوط؟ لازم على حدود ال units صحيح؟
+
+471
+00:42:29,310 --> 00:42:37,030
+المهم أن أنا بعملالـ crossover برضه بناء على ال
+
+472
+00:42:37,030 --> 00:42:41,110
+probability و برضه كمان بعمل mutation برضه بناء
+
+473
+00:42:41,110 --> 00:42:44,750
+على ال probability و بعيد الكرة مرة و مرة و مرة
+
+474
+00:42:44,750 --> 00:42:50,050
+إلى أن أصل إلى ايش chromosomes اللي بتعطيني افضل
+
+475
+00:42:50,050 --> 00:42:55,930
+reserve المحاضرة الجاية بنشوف تطبيقين اخرين لا ال
+
+476
+00:42:55,930 --> 00:42:56,730
+genetic algorithm
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..32c94f13fca7761bf646b15e75237e9c757bf6c3
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 3318, "start": 20.72, "end": 33.18, "text": "بسم الله الرحمن الرحيم اليوم ان شاء الله بنواصل في موضوع ال genetic algorithms اللي هو تحت باب ال evolutionary computation كنا بدنا المحاضرة الفاتة", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 16472, 13412, 16606, 21984, 44945, 2407, 33546, 1211, 8978, 3714, 2407, 11242, 45367, 2423, 12462, 14642, 13672, 1829, 31439, 6055, 33753, 4724, 16758, 2423, 27567, 24903, 9122, 8315, 47525, 8315, 9673, 5016, 46958, 25720, 27188, 9307, 3660], "avg_logprob": -0.13034119897959184, "compression_ratio": 1.4465408805031446, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 20.72, "end": 21.1, "word": "بسم", "probability": 0.864501953125}, {"start": 21.1, "end": 21.32, "word": " الله", "probability": 0.9638671875}, {"start": 21.32, "end": 21.68, "word": " الرحمن", "probability": 0.9747721354166666}, {"start": 21.68, "end": 22.12, "word": " الرحيم", "probability": 0.9915364583333334}, {"start": 22.12, "end": 23.34, "word": " اليوم", "probability": 0.794677734375}, {"start": 23.34, "end": 23.46, "word": " ان", "probability": 0.52392578125}, {"start": 23.46, "end": 23.64, "word": " شاء", "probability": 0.9853515625}, {"start": 23.64, "end": 23.74, "word": " الله", "probability": 0.9521484375}, {"start": 23.74, "end": 24.4, "word": " بنواصل", "probability": 0.9664306640625}, {"start": 24.4, "end": 24.58, "word": " في", "probability": 0.87890625}, {"start": 24.58, "end": 25.0, "word": " موضوع", "probability": 0.9837646484375}, {"start": 25.0, "end": 25.14, "word": " ال", "probability": 0.92578125}, {"start": 25.14, "end": 25.42, "word": " genetic", "probability": 0.80029296875}, {"start": 25.42, "end": 26.18, "word": " algorithms", "probability": 0.845703125}, {"start": 26.18, "end": 26.48, "word": " اللي", "probability": 0.803955078125}, {"start": 26.48, "end": 26.8, "word": " هو", "probability": 0.951171875}, {"start": 26.8, "end": 27.88, "word": " تحت", "probability": 0.985107421875}, {"start": 27.88, "end": 29.5, "word": " باب", "probability": 0.967041015625}, {"start": 29.5, "end": 29.7, "word": " ال", "probability": 0.923828125}, {"start": 29.7, "end": 30.22, "word": " evolutionary", "probability": 0.93310546875}, {"start": 30.22, "end": 31.14, "word": " computation", "probability": 0.88232421875}, {"start": 31.14, "end": 31.84, "word": " كنا", "probability": 0.87744140625}, {"start": 31.84, "end": 32.16, "word": " بدنا", "probability": 0.568359375}, {"start": 32.16, "end": 32.62, "word": " المحاضرة", "probability": 0.98388671875}, {"start": 32.62, "end": 33.18, "word": " الفاتة", "probability": 0.66943359375}], "temperature": 1.0}, {"id": 2, "seek": 6160, "start": 34.3, "end": 61.6, "text": "وتعرفنا على القالية العمل تبع الـ genetic algorithm وبالتحديد اللي هو كيف يعني صيغة ال chromosome بتكون وكيف العمليات اللي بتتم اللي هي ال crossover ال mutation وكيف إنها مبنية على probabilities وعلى ال roulette wheel وشوفنا example على هذا الكلام اللي هو كان المعادلة البسيطة 15x-x²", "tokens": [35473, 3615, 28480, 8315, 15844, 25062, 6027, 10632, 18863, 42213, 6055, 3555, 3615, 2423, 39184, 12462, 9284, 46599, 6027, 2655, 5016, 16254, 3215, 13672, 1829, 31439, 9122, 33911, 37495, 22653, 20328, 1829, 17082, 3660, 2423, 42896, 39894, 30544, 4032, 4117, 33911, 18863, 2304, 20292, 9307, 13672, 1829, 39894, 39237, 13672, 1829, 39896, 2423, 33837, 2423, 27960, 4032, 4117, 33911, 36145, 11296, 3714, 3555, 1863, 10632, 15844, 33783, 4032, 3615, 23942, 2423, 18450, 36563, 5589, 4032, 8592, 38688, 8315, 1365, 15844, 23758, 2423, 28820, 10943, 13672, 1829, 31439, 25961, 9673, 3615, 18513, 37977, 29739, 3794, 1829, 9566, 3660, 2119, 87, 12, 87, 27643], "avg_logprob": -0.26107402970489946, "compression_ratio": 1.6319702602230484, "no_speech_prob": 0.0, "words": [{"start": 34.3, "end": 35.1, "word": "وتعرفنا", "probability": 0.84637451171875}, {"start": 35.1, "end": 35.46, "word": " على", "probability": 0.87890625}, {"start": 35.46, "end": 36.06, "word": " القالية", "probability": 0.4653727213541667}, {"start": 36.06, "end": 36.42, "word": " العمل", "probability": 0.718017578125}, {"start": 36.42, "end": 36.68, "word": " تبع", "probability": 0.6725260416666666}, {"start": 36.68, "end": 36.84, "word": " الـ", "probability": 0.40380859375}, {"start": 36.84, "end": 37.12, "word": " genetic", "probability": 0.484130859375}, {"start": 37.12, "end": 37.76, "word": " algorithm", "probability": 0.92041015625}, {"start": 37.76, "end": 39.46, "word": " وبالتحديد", "probability": 0.8751220703125}, {"start": 39.46, "end": 39.6, "word": " اللي", "probability": 0.4915771484375}, {"start": 39.6, "end": 39.8, "word": " هو", "probability": 0.88623046875}, {"start": 39.8, "end": 40.1, "word": " كيف", "probability": 0.963134765625}, {"start": 40.1, "end": 40.4, "word": " يعني", "probability": 0.9150390625}, {"start": 40.4, "end": 41.0, "word": " صيغة", "probability": 0.95263671875}, {"start": 41.0, "end": 41.22, "word": " ال", "probability": 0.75}, {"start": 41.22, "end": 41.72, "word": " chromosome", "probability": 0.75537109375}, {"start": 41.72, "end": 42.4, "word": " بتكون", "probability": 0.91015625}, {"start": 42.4, "end": 43.28, "word": " وكيف", "probability": 0.9484049479166666}, {"start": 43.28, "end": 44.18, "word": " العمليات", "probability": 0.9271240234375}, {"start": 44.18, "end": 44.36, "word": " اللي", "probability": 0.959716796875}, {"start": 44.36, "end": 44.78, "word": " بتتم", "probability": 0.830322265625}, {"start": 44.78, "end": 45.0, "word": " اللي", "probability": 0.76220703125}, {"start": 45.0, "end": 45.28, "word": " هي", "probability": 0.74951171875}, {"start": 45.28, "end": 45.56, "word": " ال", "probability": 0.430908203125}, {"start": 45.56, "end": 46.06, "word": " crossover", "probability": 0.703125}, {"start": 46.06, "end": 46.32, "word": " ال", "probability": 0.218994140625}, {"start": 46.32, "end": 46.72, "word": " mutation", "probability": 0.7998046875}, {"start": 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هذا", "probability": 0.884765625}, {"start": 53.72, "end": 54.16, "word": " الكلام", "probability": 0.9451497395833334}, {"start": 54.16, "end": 54.38, "word": " اللي", "probability": 0.973388671875}, {"start": 54.38, "end": 54.58, "word": " هو", "probability": 0.76806640625}, {"start": 54.58, "end": 54.92, "word": " كان", "probability": 0.9794921875}, {"start": 54.92, "end": 57.9, "word": " المعادلة", "probability": 0.890625}, {"start": 57.9, "end": 58.68, "word": " البسيطة", "probability": 0.98876953125}, {"start": 58.68, "end": 60.56, "word": " 15x", "probability": 0.557373046875}, {"start": 60.56, "end": 61.6, "word": "-x²", "probability": 0.3742268880208333}], "temperature": 1.0}, {"id": 3, "seek": 9090, "start": 62.1, "end": 90.9, "text": "اللي أخدناها كمثال ونشوف كيف ال genetic algorithm هتصل إلى ال maximum value هتصل إلى ال x value اللي بيحقق ال maximum تبع ال f of x تبع ال function اليوم ان شاء الله بدنا نعمل مراجعة بس سريعة على الكلام هذا ونكمل ونشوف another example example 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{"start": 127.05, "end": 127.43, "word": " possible", "probability": 0.65185546875}, {"start": 127.43, "end": 127.69, "word": " أو", "probability": 0.8232421875}, {"start": 127.69, "end": 132.71, "word": " candidate", "probability": 0.78857421875}, {"start": 132.71, "end": 135.37, "word": " المظبوط", "probability": 0.704638671875}, {"start": 135.37, "end": 135.79, "word": " يعني", "probability": 0.6339111328125}, {"start": 135.79, "end": 136.39, "word": " الواحد", "probability": 0.77197265625}, {"start": 136.39, "end": 136.79, "word": " منهم", "probability": 0.988037109375}, {"start": 136.79, "end": 137.21, "word": " لازم", "probability": 0.9464518229166666}, {"start": 137.21, "end": 138.05, "word": " يصيغ", "probability": 0.8984375}, {"start": 138.05, "end": 138.33, "word": " ال", "probability": 0.3603515625}, {"start": 138.33, "end": 138.77, "word": " solution", "probability": 0.93701171875}, {"start": 138.77, "end": 139.03, "word": " على", "probability": 0.818359375}, {"start": 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18, "seek": 51882, "start": 490.18, "end": 518.82, "text": "على ال crossover عشان اطلع منهم new generation ال selection فيه randomization ال selection لل crossover فيه randomization و ال selection لل mutation فيه randomization صح عشان احدد مين اللي تقع عليه عملية mutation هذا بيخضع لل probability صح okay", "tokens": [3615, 23942, 2423, 33837, 6225, 8592, 7649, 1975, 9566, 1211, 3615, 9154, 16095, 777, 5125, 2423, 9450, 8978, 3224, 4974, 2144, 2423, 9450, 24976, 33837, 8978, 3224, 4974, 2144, 4032, 2423, 9450, 24976, 27960, 8978, 3224, 4974, 2144, 20328, 5016, 6225, 8592, 7649, 1975, 24401, 3215, 3714, 9957, 13672, 1829, 6055, 4587, 3615, 47356, 6225, 42213, 10632, 27960, 23758, 4724, 1829, 9778, 11242, 3615, 24976, 8482, 20328, 5016, 1392], "avg_logprob": -0.2473214430468423, "compression_ratio": 1.8457142857142856, "no_speech_prob": 0.0, "words": [{"start": 490.18, "end": 490.7, "word": "على", "probability": 0.90234375}, {"start": 490.7, "end": 490.98, "word": " ال", "probability": 0.68310546875}, {"start": 490.98, "end": 491.7, "word": " crossover", "probability": 0.24609375}, {"start": 491.7, "end": 492.0, "word": " عشان", "probability": 0.9239908854166666}, {"start": 492.0, "end": 492.4, "word": " اطلع", "probability": 0.74267578125}, {"start": 492.4, "end": 492.88, "word": " منهم", "probability": 0.97607421875}, {"start": 492.88, "end": 493.4, "word": " new", "probability": 0.4599609375}, {"start": 493.4, "end": 494.12, "word": " generation", "probability": 0.908203125}, {"start": 494.12, "end": 494.74, "word": " ال", "probability": 0.6337890625}, {"start": 494.74, "end": 495.18, "word": " selection", "probability": 0.904296875}, {"start": 495.18, "end": 495.48, "word": " فيه", "probability": 0.642333984375}, {"start": 495.48, "end": 496.98, "word": " randomization", "probability": 0.7802734375}, {"start": 496.98, "end": 497.76, "word": " ال", "probability": 0.5205078125}, {"start": 497.76, "end": 498.08, "word": " selection", "probability": 0.82421875}, {"start": 498.08, "end": 498.28, "word": " لل", "probability": 0.607421875}, {"start": 498.28, "end": 498.8, "word": " crossover", "probability": 0.81689453125}, {"start": 498.8, "end": 499.08, "word": " فيه", "probability": 0.966064453125}, {"start": 499.08, "end": 499.78, "word": " randomization", "probability": 0.9453125}, {"start": 499.78, "end": 500.76, "word": " و", "probability": 0.61767578125}, {"start": 500.76, "end": 501.82, "word": " ال", "probability": 0.81640625}, {"start": 501.82, "end": 502.54, "word": " selection", "probability": 0.9140625}, {"start": 502.54, "end": 502.88, "word": " لل", "probability": 0.607421875}, {"start": 502.88, "end": 503.42, "word": " mutation", "probability": 0.9755859375}, {"start": 503.42, "end": 503.76, "word": " فيه", "probability": 0.96875}, {"start": 503.76, "end": 504.42, "word": " randomization", "probability": 0.966552734375}, {"start": 504.42, "end": 504.74, "word": " صح", "probability": 0.759521484375}, {"start": 504.74, "end": 505.5, "word": " عشان", "probability": 0.80322265625}, {"start": 505.5, "end": 506.18, "word": " احدد", "probability": 0.8972981770833334}, {"start": 506.18, "end": 506.54, "word": " مين", "probability": 0.753173828125}, {"start": 506.54, "end": 507.02, "word": " اللي", "probability": 0.841796875}, {"start": 507.02, "end": 507.78, "word": " تقع", "probability": 0.9552408854166666}, {"start": 507.78, "end": 507.98, "word": " عليه", "probability": 0.276611328125}, {"start": 507.98, "end": 508.38, "word": " عملية", "probability": 0.9866536458333334}, {"start": 508.38, "end": 509.04, "word": " mutation", "probability": 0.94189453125}, {"start": 509.04, "end": 510.74, "word": " هذا", "probability": 0.71240234375}, {"start": 510.74, "end": 512.58, "word": " بيخضع", "probability": 0.843310546875}, {"start": 512.58, "end": 512.84, "word": " لل", "probability": 0.68994140625}, {"start": 512.84, "end": 513.88, "word": " probability", "probability": 0.9404296875}, {"start": 513.88, "end": 515.4, "word": " صح", "probability": 0.9267578125}, {"start": 515.4, "end": 518.82, "word": " okay", "probability": 0.3984375}], "temperature": 1.0}, {"id": 19, "seek": 54640, "start": 519.38, "end": 546.4, "text": "So we create a new pair of offspring by applying the crossover and mutation خطوة واحدة بتطبق فيهم ال cross over و ال mutation هذا ال offspring هم ال new population او ال new generation بعدها برجع لخمسة الفتنس", "tokens": [6455, 321, 1884, 257, 777, 6119, 295, 36857, 538, 9275, 264, 33837, 293, 27960, 16490, 9566, 2407, 3660, 36764, 24401, 3660, 39894, 9566, 3555, 4587, 8978, 16095, 2423, 3278, 670, 4032, 2423, 27960, 23758, 2423, 36857, 8032, 2304, 2423, 777, 4415, 1975, 2407, 2423, 777, 5125, 39182, 11296, 4724, 47341, 3615, 5296, 9778, 2304, 3794, 3660, 27188, 2655, 1863, 3794], "avg_logprob": -0.49462091727334945, "compression_ratio": 1.4585635359116023, "no_speech_prob": 0.0, "words": [{"start": 519.38, "end": 519.58, "word": "So", "probability": 0.032073974609375}, {"start": 519.58, "end": 519.8, "word": " we", "probability": 0.7333984375}, {"start": 519.8, "end": 520.32, "word": " create", "probability": 0.85009765625}, {"start": 520.32, "end": 520.58, "word": " a", "probability": 0.90283203125}, {"start": 520.58, "end": 520.8, "word": " new", "probability": 0.85595703125}, {"start": 520.8, "end": 521.12, "word": " pair", "probability": 0.783203125}, {"start": 521.12, "end": 521.32, "word": " of", "probability": 0.8896484375}, {"start": 521.32, "end": 522.02, "word": " offspring", "probability": 0.9013671875}, {"start": 522.02, "end": 522.34, "word": " by", "probability": 0.06622314453125}, {"start": 522.34, "end": 525.74, "word": " applying", "probability": 0.81103515625}, {"start": 525.74, "end": 526.2, "word": " the", "probability": 0.3330078125}, {"start": 526.2, "end": 526.74, "word": " crossover", "probability": 0.64697265625}, {"start": 526.74, "end": 527.26, "word": " and", "probability": 0.90380859375}, {"start": 527.26, "end": 527.9, "word": " mutation", "probability": 0.88818359375}, {"start": 527.9, "end": 529.32, "word": " خطوة", "probability": 0.88818359375}, {"start": 529.32, "end": 529.76, "word": " واحدة", "probability": 0.9754231770833334}, {"start": 529.76, "end": 531.42, "word": " بتطبق", "probability": 0.7740478515625}, {"start": 531.42, "end": 531.68, "word": " فيهم", "probability": 0.7275390625}, {"start": 531.68, "end": 531.8, "word": " ال", "probability": 0.469970703125}, {"start": 531.8, "end": 531.96, "word": " cross", "probability": 0.51318359375}, {"start": 531.96, "end": 532.24, "word": " over", "probability": 0.403076171875}, {"start": 532.24, "end": 532.42, "word": " و", "probability": 0.71240234375}, {"start": 532.42, "end": 532.44, "word": " ال", "probability": 0.697265625}, {"start": 532.44, "end": 532.82, "word": " mutation", "probability": 0.97119140625}, {"start": 532.82, "end": 534.44, "word": " هذا", "probability": 0.1861572265625}, {"start": 534.44, "end": 535.32, "word": " ال", "probability": 0.83056640625}, {"start": 535.32, "end": 535.94, "word": " offspring", "probability": 0.8251953125}, {"start": 535.94, "end": 536.78, "word": " هم", "probability": 0.59326171875}, {"start": 536.78, "end": 536.88, "word": " ال", "probability": 0.408447265625}, {"start": 536.88, "end": 537.04, "word": " new", "probability": 0.20751953125}, {"start": 537.04, "end": 538.22, "word": " population", "probability": 0.465576171875}, {"start": 538.22, "end": 538.42, "word": " او", "probability": 0.6630859375}, {"start": 538.42, "end": 538.52, "word": " ال", "probability": 0.75732421875}, {"start": 538.52, "end": 538.64, "word": " new", "probability": 0.394287109375}, {"start": 538.64, "end": 539.2, "word": " generation", "probability": 0.94189453125}, {"start": 539.2, "end": 541.98, "word": " بعدها", "probability": 0.532958984375}, {"start": 541.98, "end": 543.42, "word": " برجع", "probability": 0.68505859375}, {"start": 543.42, "end": 544.02, "word": " لخمسة", "probability": 0.81142578125}, {"start": 544.02, "end": 546.4, "word": " الفتنس", "probability": 0.70050048828125}], "temperature": 1.0}, {"id": 20, "seek": 57704, "start": 547.37, "end": 577.05, "text": "خمسة لا أسف اللي هو ال select صح يعني أنا الآن بعد ما لا أيه المفروض أربعة ولا لأ لأن أنا لازم قبل ال select لازم أعمل evaluation صح لازم أعمل evaluation هذولة ال new population اللي طلعت معايا كيف بده أختار منها؟ ماختارش منها مرة واحدة لازم أعمل evaluation", "tokens": [9778, 2304, 3794, 3660, 20193, 5551, 3794, 5172, 13672, 1829, 31439, 2423, 3048, 20328, 5016, 37495, 22653, 41850, 6024, 48506, 39182, 19446, 20193, 36632, 3224, 9673, 5172, 32887, 11242, 5551, 25513, 27884, 49429, 5296, 10721, 5296, 33456, 41850, 5296, 31377, 2304, 12174, 36150, 2423, 3048, 5296, 31377, 2304, 5551, 25957, 1211, 13344, 20328, 5016, 5296, 31377, 2304, 5551, 25957, 1211, 13344, 8032, 8848, 12610, 3660, 2423, 777, 4415, 13672, 1829, 23032, 1211, 34268, 20449, 995, 25528, 9122, 33911, 47525, 3224, 5551, 46456, 9640, 9154, 11296, 22807, 3714, 47283, 2655, 9640, 8592, 9154, 11296, 3714, 25720, 36764, 24401, 3660, 5296, 31377, 2304, 5551, 25957, 1211, 13344], "avg_logprob": -0.27078418658589415, "compression_ratio": 1.8222222222222222, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 547.37, "end": 547.83, "word": "خمسة", "probability": 0.72271728515625}, {"start": 547.83, "end": 547.89, "word": " لا", "probability": 0.368408203125}, {"start": 547.89, "end": 548.29, "word": " أسف", "probability": 0.86376953125}, {"start": 548.29, "end": 548.51, "word": " اللي", "probability": 0.71142578125}, {"start": 548.51, "end": 548.77, "word": " هو", "probability": 0.9697265625}, {"start": 548.77, "end": 549.01, "word": " ال", "probability": 0.5380859375}, {"start": 549.01, "end": 549.37, "word": " select", "probability": 0.75537109375}, {"start": 549.37, "end": 551.55, "word": " صح", "probability": 0.6717529296875}, {"start": 551.55, "end": 555.11, "word": " يعني", "probability": 0.58740234375}, {"start": 555.11, "end": 555.41, "word": " أنا", "probability": 0.5712890625}, {"start": 555.41, "end": 556.09, "word": " الآن", "probability": 0.67333984375}, {"start": 556.09, "end": 557.03, "word": " بعد", "probability": 0.89599609375}, {"start": 557.03, "end": 557.51, "word": " ما", "probability": 0.92724609375}, {"start": 557.51, "end": 559.57, "word": " لا", "probability": 0.35498046875}, {"start": 559.57, "end": 559.69, "word": " أيه", "probability": 0.5987548828125}, {"start": 559.69, "end": 560.07, "word": " المفروض", "probability": 0.99462890625}, {"start": 560.07, "end": 560.45, "word": " أربعة", "probability": 0.8318684895833334}, {"start": 560.45, "end": 560.61, "word": " ولا", "probability": 0.461181640625}, {"start": 560.61, "end": 561.01, "word": " لأ", "probability": 0.66015625}, {"start": 561.01, "end": 561.41, "word": " لأن", "probability": 0.41455078125}, {"start": 561.41, "end": 561.61, "word": " أنا", "probability": 0.6748046875}, {"start": 561.61, "end": 561.93, "word": " لازم", "probability": 0.8536783854166666}, {"start": 561.93, "end": 562.27, "word": " قبل", "probability": 0.793701171875}, {"start": 562.27, "end": 562.53, "word": " ال", "probability": 0.9541015625}, {"start": 562.53, "end": 562.85, "word": " select", "probability": 0.9267578125}, {"start": 562.85, "end": 563.23, "word": " لازم", "probability": 0.9853515625}, {"start": 563.23, "end": 563.73, "word": " أعمل", "probability": 0.9217122395833334}, {"start": 563.73, "end": 564.95, "word": " evaluation", "probability": 0.97802734375}, {"start": 564.95, "end": 566.07, "word": " صح", "probability": 0.90869140625}, {"start": 566.07, "end": 566.35, "word": " لازم", "probability": 0.7713216145833334}, {"start": 566.35, "end": 566.49, "word": " أعمل", "probability": 0.9388020833333334}, {"start": 566.49, "end": 568.23, "word": " evaluation", "probability": 0.9833984375}, {"start": 568.23, "end": 570.23, "word": " هذولة", "probability": 0.61126708984375}, {"start": 570.23, "end": 570.39, "word": " ال", "probability": 0.962890625}, {"start": 570.39, "end": 570.65, "word": " new", "probability": 0.6279296875}, {"start": 570.65, "end": 571.21, "word": " population", "probability": 0.953125}, {"start": 571.21, "end": 571.39, "word": " اللي", "probability": 0.94921875}, {"start": 571.39, "end": 571.67, "word": " طلعت", "probability": 0.9869791666666666}, {"start": 571.67, "end": 572.13, "word": " معايا", "probability": 0.9375}, {"start": 572.13, "end": 573.63, "word": " كيف", "probability": 0.96435546875}, {"start": 573.63, "end": 573.87, "word": " بده", "probability": 0.6806640625}, {"start": 573.87, "end": 574.17, "word": " أختار", "probability": 0.8992513020833334}, {"start": 574.17, "end": 574.49, "word": " منها؟", "probability": 0.7517903645833334}, {"start": 574.49, "end": 574.87, "word": " ماختارش", "probability": 0.770703125}, {"start": 574.87, "end": 575.09, "word": " منها", "probability": 0.975341796875}, {"start": 575.09, "end": 575.31, "word": " مرة", "probability": 0.509033203125}, {"start": 575.31, "end": 575.77, "word": " واحدة", "probability": 0.86083984375}, {"start": 575.77, "end": 576.13, "word": " لازم", "probability": 0.9755859375}, {"start": 576.13, "end": 576.47, "word": " أعمل", "probability": 0.978515625}, {"start": 576.47, "end": 577.05, "word": " evaluation", "probability": 0.98486328125}], "temperature": 1.0}, {"id": 21, "seek": 60516, "start": 577.61, "end": 605.17, "text": "فأنا I should repeat step 4 لحظة شوية لحظة شوية هو يالا خمسة يقصد فيها إيه؟ يقصد فيها أنه لسه لأ ما خلصتش عملية تشكيل ال new population هو أخد زوج و عمل منه children و رح ضافهم على ال new population برجع بيعمل خمسة عشان يختار زوج آخر يعمل منهم", "tokens": [5172, 10721, 8315, 286, 820, 7149, 1823, 1017, 5296, 5016, 19913, 3660, 13412, 2407, 10632, 5296, 5016, 19913, 3660, 13412, 2407, 10632, 31439, 7251, 6027, 995, 16490, 2304, 3794, 3660, 7251, 4587, 9381, 3215, 8978, 11296, 11933, 1829, 3224, 22807, 7251, 4587, 9381, 3215, 8978, 11296, 14739, 3224, 5296, 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143358, "start": 1418.54, "end": 1433.58, "text": "الـ Probability الـ mutation Probability 1% هنا عملها 1 في الألف تمام ما هيش اللي هتلاقي هتلاقي ان ال average مافيش فيه تثابر ذوب كبير صح؟", "tokens": [6027, 39184, 8736, 2310, 2423, 39184, 27960, 8736, 2310, 502, 4, 34105, 6225, 42213, 11296, 502, 8978, 16247, 46538, 46811, 10943, 19446, 39896, 8592, 13672, 1829, 8032, 2655, 15040, 38436, 8032, 2655, 15040, 38436, 16472, 2423, 4274, 19446, 41185, 8592, 8978, 3224, 6055, 12984, 16758, 2288, 29910, 37746, 9122, 3555, 13546, 20328, 5016, 22807], "avg_logprob": -0.4264204664663835, "compression_ratio": 1.3790849673202614, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1418.54, "end": 1418.8, "word": "الـ", "probability": 0.28155517578125}, {"start": 1418.8, "end": 1419.3, "word": " Probability", "probability": 0.728759765625}, {"start": 1419.3, "end": 1419.48, "word": " الـ", "probability": 0.472381591796875}, {"start": 1419.48, "end": 1419.74, "word": " mutation", 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"end": 2166.18, "word": " تكفيها", "probability": 0.83837890625}, {"start": 2166.18, "end": 2166.3, "word": " في", "probability": 0.1484375}, {"start": 2166.3, "end": 2166.46, "word": " ست", "probability": 0.77490234375}, {"start": 2166.46, "end": 2166.94, "word": " ساعات", "probability": 0.9855143229166666}, {"start": 2166.94, "end": 2168.12, "word": " صح", "probability": 0.937255859375}, {"start": 2168.12, "end": 2168.44, "word": " ممكن", "probability": 0.913818359375}, {"start": 2168.44, "end": 2169.56, "word": " تحتاج", "probability": 0.982421875}, {"start": 2169.56, "end": 2169.78, "word": " ست", "probability": 0.971435546875}, {"start": 2169.78, "end": 2170.22, "word": " ساعات", "probability": 0.9892578125}, {"start": 2170.22, "end": 2170.74, "word": " وكمان", "probability": 0.8282877604166666}, {"start": 2170.74, "end": 2171.06, "word": " الست", "probability": 0.75048828125}, {"start": 2171.06, "end": 2171.18, "word": " اللي", "probability": 0.924560546875}, {"start": 2171.18, "end": 2171.4, "word": " بعد", "probability": 0.82470703125}, {"start": 2171.4, "end": 2171.7, "word": " يوم", "probability": 0.96337890625}], "temperature": 1.0}, {"id": 79, "seek": 220010, "start": 2172.84, "end": 2200.1, "text": "واضح فهنا التشكيلة هذا بتسمح ان انا اطفي ال unit في اكتر من one interval هنا التاني و التالت هنا التالت و الرابع هنا بس الرابع هنا بس الأول ماشي الحال ماشي خلاف كبير و لأ الآن ايش اللي بيصير بيصير في نوع من ال evaluation how do we evaluate", "tokens": [2407, 46958, 5016, 6156, 3224, 8315, 16712, 8592, 4117, 26895, 3660, 8032, 8848, 995, 39894, 38251, 5016, 16472, 1975, 8315, 1975, 9566, 41185, 2423, 4985, 8978, 1975, 4117, 2655, 2288, 9154, 472, 15035, 34105, 16712, 7649, 1829, 4032, 16712, 6027, 2655, 34105, 16712, 6027, 2655, 4032, 34892, 16758, 3615, 34105, 4724, 3794, 34892, 16758, 3615, 34105, 4724, 3794, 16247, 12610, 3714, 33599, 1829, 21542, 6027, 3714, 33599, 1829, 16490, 15040, 5172, 9122, 3555, 13546, 4032, 5296, 10721, 6024, 48506, 1975, 1829, 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"probability": 0.76806640625}, {"start": 2197.24, "end": 2197.8, "word": " evaluation", "probability": 0.9814453125}, {"start": 2197.8, "end": 2198.18, "word": " how", "probability": 0.40380859375}, {"start": 2198.18, "end": 2199.26, "word": " do", "probability": 0.83544921875}, {"start": 2199.26, "end": 2199.4, "word": " we", "probability": 0.8837890625}, {"start": 2199.4, "end": 2200.1, "word": " evaluate", "probability": 0.97314453125}], "temperature": 1.0}, {"id": 80, "seek": 222994, "start": 2201.83, "end": 2229.95, "text": "الجودة هذا الكرومزوم دعونا نرى عندما تبقى مطفية هذه ال unit مطفية في هذا و في هذا كم مقدار الخسارة في الطاقة صح ؟ ال unit هذه كم قدرتها عشرين انا هفقد عشرين في ال interval التاني و التالت برضه عشرين", "tokens": [6027, 7435, 23328, 3660, 23758, 33251, 2288, 20498, 11622, 20498, 11778, 3615, 2407, 8315, 8717, 2288, 7578, 43242, 15042, 6055, 3555, 4587, 7578, 3714, 9566, 5172, 10632, 29538, 2423, 4985, 3714, 9566, 5172, 10632, 8978, 23758, 4032, 8978, 23758, 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نيجي نقيم ال chromosome هذا على أساس كل interval لحاله أقول ال interval الأولاني مين هيبقى شغال؟ هذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة", "tokens": [9381, 5016, 22807, 6156, 28814, 5016, 8315, 6024, 48506, 3714, 43020, 8717, 1829, 7435, 1829, 8717, 38436, 2304, 2423, 42896, 23758, 15844, 5551, 3794, 32277, 28242, 15035, 5296, 5016, 6027, 3224, 5551, 39648, 2423, 15035, 16247, 12610, 7649, 1829, 3714, 9957, 39896, 3555, 4587, 7578, 13412, 17082, 6027, 22807, 29538, 8032, 2655, 3555, 4587, 7578, 13412, 17082, 6027, 3660, 37037, 24192, 8032, 2655, 3555, 4587, 7578, 13412, 17082, 6027, 3660, 37037, 24192, 8032, 2655, 3555, 4587, 7578, 13412, 17082, 6027, 3660, 37037, 24192, 8032, 2655, 3555, 4587, 7578, 13412, 17082, 6027, 3660, 37037, 24192, 8032, 2655, 3555, 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"probability": 0.9430338541666666}, {"start": 2438.71, "end": 2438.87, "word": " أنا", "probability": 0.783203125}, {"start": 2438.87, "end": 2439.23, "word": " مطلوب", "probability": 0.9703369140625}, {"start": 2439.23, "end": 2439.79, "word": " مني", "probability": 0.989013671875}, {"start": 2439.79, "end": 2441.63, "word": " في", "probability": 0.82568359375}, {"start": 2441.63, "end": 2442.07, "word": " الساقين", "probability": 0.531890869140625}, {"start": 2442.07, "end": 2442.37, "word": " يبقى", "probability": 0.9659423828125}, {"start": 2442.37, "end": 2442.65, "word": " جداش", "probability": 0.970703125}, {"start": 2442.65, "end": 2442.77, "word": " ال", "probability": 0.9736328125}, {"start": 2442.77, "end": 2443.21, "word": " reserve", "probability": 0.9658203125}, {"start": 2443.21, "end": 2444.51, "word": " 25", "probability": 0.5361328125}], "temperature": 1.0}, {"id": 88, "seek": 247448, "start": 2446.2, "end": 2474.48, "text": "إذا أنا بقى في ال interval تالت مطلوب مني 65 مجددش reserve فى الرابع مطلوب مني 70 وعندي 100 تمام هيك أنا صار عندى تقييم لل chromosome أنه هيعطينى reserve هالجدر ال chromosome اللى بده يعطينى reserve بالمعنص مرفوض أصلا تمام مرفوض أصلا", "tokens": [28814, 15730, 41850, 4724, 4587, 7578, 8978, 2423, 15035, 6055, 6027, 2655, 3714, 9566, 1211, 37746, 9154, 1829, 11624, 3714, 7435, 3215, 3215, 8592, 17824, 6156, 7578, 34892, 16758, 3615, 3714, 9566, 1211, 37746, 9154, 1829, 5285, 4032, 3615, 1863, 16254, 2319, 46811, 10943, 39896, 4117, 41850, 20328, 9640, 43242, 7578, 6055, 38436, 32640, 24976, 42896, 14739, 3224, 39896, 3615, 9566, 9957, 7578, 17824, 8032, 6027, 7435, 3215, 2288, 2423, 42896, 13672, 7578, 47525, 3224, 37495, 9566, 9957, 7578, 17824, 20666, 2304, 3615, 1863, 9381, 3714, 28480, 2407, 11242, 5551, 9381, 15040, 46811, 10943, 3714, 28480, 2407, 11242, 5551, 9381, 15040], "avg_logprob": -0.2725183776780671, "compression_ratio": 1.7864077669902914, "no_speech_prob": 0.0, "words": [{"start": 2446.2, "end": 2446.46, "word": "إذا", "probability": 0.6868896484375}, {"start": 2446.46, "end": 2446.64, "word": " أنا", "probability": 0.6767578125}, {"start": 2446.64, "end": 2446.88, "word": " بقى", "probability": 0.7713216145833334}, {"start": 2446.88, "end": 2447.28, "word": " في", "probability": 0.2139892578125}, {"start": 2447.28, "end": 2447.46, "word": " ال", "probability": 0.6123046875}, {"start": 2447.46, "end": 2447.68, "word": " interval", "probability": 0.281982421875}, {"start": 2447.68, "end": 2448.88, "word": " تالت", "probability": 0.7063802083333334}, {"start": 2448.88, "end": 2449.28, "word": " مطلوب", "probability": 0.902099609375}, {"start": 2449.28, "end": 2449.46, "word": " مني", "probability": 0.95458984375}, {"start": 2449.46, "end": 2450.0, "word": " 65", "probability": 0.81884765625}, {"start": 2450.0, "end": 2452.36, "word": " مجددش", "probability": 0.70537109375}, {"start": 2452.36, "end": 2452.9, "word": " reserve", "probability": 0.5693359375}, {"start": 2452.9, "end": 2455.22, "word": " فى", "probability": 0.5601806640625}, {"start": 2455.22, "end": 2455.48, "word": " الرابع", "probability": 0.8484700520833334}, {"start": 2455.48, "end": 2455.88, "word": " مطلوب", "probability": 0.9508056640625}, {"start": 2455.88, "end": 2456.26, "word": " مني", "probability": 0.946044921875}, {"start": 2456.26, "end": 2456.82, "word": " 70", "probability": 0.91796875}, {"start": 2456.82, "end": 2457.84, "word": " وعندي", "probability": 0.78863525390625}, {"start": 2457.84, "end": 2458.24, "word": " 100", "probability": 0.74609375}, {"start": 2458.24, "end": 2459.8, "word": " تمام", "probability": 0.638427734375}, {"start": 2459.8, "end": 2461.58, "word": " هيك", "probability": 0.693115234375}, {"start": 2461.58, "end": 2461.94, "word": " أنا", "probability": 0.75439453125}, {"start": 2461.94, "end": 2462.4, "word": " صار", "probability": 0.9375}, {"start": 2462.4, "end": 2462.9, "word": " عندى", "probability": 0.769287109375}, {"start": 2462.9, "end": 2463.48, "word": " تقييم", "probability": 0.9876302083333334}, {"start": 2463.48, "end": 2463.7, "word": " لل", "probability": 0.72314453125}, {"start": 2463.7, "end": 2464.12, "word": " chromosome", "probability": 0.86865234375}, {"start": 2464.12, "end": 2464.52, "word": " أنه", "probability": 0.68017578125}, {"start": 2464.52, "end": 2465.22, "word": " هيعطينى", "probability": 0.79140625}, {"start": 2465.22, "end": 2465.94, "word": " reserve", "probability": 0.22119140625}, {"start": 2465.94, "end": 2466.82, "word": " هالجدر", "probability": 0.6474609375}, {"start": 2466.82, "end": 2467.6, "word": " ال", "probability": 0.876953125}, {"start": 2467.6, "end": 2468.32, "word": " chromosome", "probability": 0.9912109375}, {"start": 2468.32, "end": 2468.8, "word": " اللى", "probability": 0.9560546875}, {"start": 2468.8, "end": 2469.16, "word": " بده", "probability": 0.4964599609375}, {"start": 2469.16, "end": 2469.68, "word": " يعطينى", "probability": 0.94140625}, {"start": 2469.68, "end": 2470.22, "word": " reserve", "probability": 0.927734375}, {"start": 2470.22, "end": 2471.28, "word": " بالمعنص", "probability": 0.8955078125}, {"start": 2471.28, "end": 2472.32, "word": " مرفوض", "probability": 0.952880859375}, {"start": 2472.32, "end": 2472.74, "word": " أصلا", "probability": 0.865234375}, {"start": 2472.74, "end": 2473.62, "word": " تمام", "probability": 0.8994140625}, {"start": 2473.62, "end": 2474.12, "word": " مرفوض", "probability": 0.900146484375}, {"start": 2474.12, "end": 2474.48, "word": " أصلا", "probability": 0.978515625}], "temperature": 1.0}, {"id": 89, "seek": 250206, "start": 2475.14, "end": 2502.06, "text": "فانا الآن وصلت لنقطة اللي هي انه بقى قايم بطريقة تقييم الكروموزومات فافضل كروموزوم هو الكروموزوم اللي مافيش فيه ال Linus و اللي بقينه رزروات عالية إجمالي رزر عالي صح ولا لأ؟ يبقى خلاص القالية الآن بدها تمشي باللي احنا بنعرفه انه we generate ال chromosomes صح؟", "tokens": [5172, 7649, 995, 6024, 48506, 4032, 36520, 2655, 5296, 1863, 47432, 3660, 13672, 1829, 39896, 16472, 3224, 4724, 4587, 7578, 12174, 995, 32640, 4724, 9566, 16572, 28671, 6055, 38436, 32640, 33251, 2288, 20498, 2407, 11622, 20498, 9307, 6156, 31845, 11242, 1211, 9122, 2288, 20498, 2407, 11622, 20498, 31439, 33251, 2288, 20498, 2407, 11622, 20498, 13672, 1829, 19446, 41185, 8592, 8978, 3224, 2423, 9355, 301, 4032, 13672, 1829, 4724, 4587, 9957, 3224, 12602, 11622, 2288, 14407, 2655, 6225, 6027, 10632, 11933, 7435, 2304, 6027, 1829, 12602, 11622, 2288, 6225, 6027, 1829, 20328, 5016, 49429, 5296, 10721, 22807, 7251, 3555, 4587, 7578, 16490, 1211, 33546, 25062, 6027, 10632, 6024, 48506, 47525, 11296, 46811, 8592, 1829, 20666, 20292, 1975, 5016, 8315, 44945, 3615, 28480, 3224, 16472, 3224, 321, 8460, 2423, 45228, 20328, 5016, 22807], "avg_logprob": -0.298532210290432, "compression_ratio": 1.8130081300813008, "no_speech_prob": 0.0, "words": [{"start": 2475.14, "end": 2475.58, "word": "فانا", "probability": 0.7941080729166666}, {"start": 2475.58, "end": 2475.96, "word": " الآن", "probability": 0.644775390625}, {"start": 2475.96, "end": 2477.22, "word": " وصلت", "probability": 0.8831380208333334}, {"start": 2477.22, "end": 2477.88, "word": " لنقطة", "probability": 0.9599609375}, {"start": 2477.88, "end": 2478.1, "word": " اللي", "probability": 0.749267578125}, {"start": 2478.1, "end": 2478.36, "word": " هي", "probability": 0.95166015625}, {"start": 2478.36, "end": 2481.2, "word": " انه", "probability": 0.720947265625}, {"start": 2481.2, "end": 2481.72, "word": " بقى", "probability": 0.7354329427083334}, {"start": 2481.72, "end": 2482.24, "word": " قايم", "probability": 0.6474609375}, {"start": 2482.24, "end": 2482.84, "word": " بطريقة", "probability": 0.81378173828125}, {"start": 2482.84, "end": 2483.28, "word": " تقييم", "probability": 0.962890625}, {"start": 2483.28, "end": 2484.12, "word": " الكروموزومات", "probability": 0.658935546875}, {"start": 2484.12, "end": 2485.86, "word": " فافضل", "probability": 0.69781494140625}, {"start": 2485.86, "end": 2486.48, "word": " كروموزوم", "probability": 0.9715983072916666}, {"start": 2486.48, "end": 2486.7, "word": " هو", "probability": 0.96923828125}, {"start": 2486.7, "end": 2487.5, "word": " الكروموزوم", "probability": 0.9119466145833334}, {"start": 2487.5, "end": 2487.78, "word": " اللي", "probability": 0.933837890625}, {"start": 2487.78, "end": 2488.1, "word": " مافيش", "probability": 0.88134765625}, {"start": 2488.1, "end": 2488.36, "word": " فيه", "probability": 0.944091796875}, {"start": 2488.36, "end": 2488.42, "word": " ال", "probability": 0.21484375}, {"start": 2488.42, "end": 2488.92, "word": " Linus", "probability": 0.527435302734375}, {"start": 2488.92, "end": 2489.38, "word": " و", "probability": 0.70361328125}, {"start": 2489.38, "end": 2489.52, "word": " اللي", "probability": 0.875732421875}, {"start": 2489.52, "end": 2489.98, "word": " بقينه", "probability": 0.6871337890625}, {"start": 2489.98, "end": 2490.5, "word": " رزروات", "probability": 0.553564453125}, {"start": 2490.5, "end": 2490.9, "word": " عالية", "probability": 0.9894205729166666}, {"start": 2490.9, "end": 2491.5, "word": " إجمالي", "probability": 0.83671875}, {"start": 2491.5, "end": 2491.82, "word": " رزر", "probability": 0.7249348958333334}, {"start": 2491.82, "end": 2492.32, "word": " عالي", "probability": 0.7908528645833334}, {"start": 2492.32, "end": 2492.66, "word": " صح", "probability": 0.889892578125}, {"start": 2492.66, "end": 2492.8, "word": " ولا", "probability": 0.75244140625}, {"start": 2492.8, "end": 2493.52, "word": " لأ؟", "probability": 0.6775716145833334}, {"start": 2493.52, "end": 2493.68, "word": " يبقى", "probability": 0.769287109375}, {"start": 2493.68, "end": 2494.14, "word": " خلاص", "probability": 0.9737955729166666}, {"start": 2494.14, "end": 2494.88, "word": " القالية", "probability": 0.4891764322916667}, {"start": 2494.88, "end": 2495.28, "word": " الآن", "probability": 0.727783203125}, {"start": 2495.28, "end": 2496.06, "word": " بدها", "probability": 0.924560546875}, {"start": 2496.06, "end": 2496.74, "word": " تمشي", "probability": 0.9833984375}, {"start": 2496.74, "end": 2497.22, "word": " باللي", "probability": 0.683837890625}, {"start": 2497.22, "end": 2497.42, "word": " احنا", "probability": 0.84619140625}, {"start": 2497.42, "end": 2497.9, "word": " بنعرفه", "probability": 0.9093017578125}, {"start": 2497.9, "end": 2498.32, "word": " انه", "probability": 0.6082763671875}, {"start": 2498.32, "end": 2498.74, "word": " we", "probability": 0.3994140625}, {"start": 2498.74, "end": 2499.4, "word": " generate", "probability": 0.93505859375}, {"start": 2499.4, "end": 2500.28, "word": " ال", "probability": 0.55810546875}, {"start": 2500.28, "end": 2500.86, "word": " chromosomes", "probability": 0.99169921875}, {"start": 2500.86, "end": 2502.06, "word": " صح؟", "probability": 0.94970703125}], "temperature": 1.0}, {"id": 90, "seek": 252314, "start": 2502.88, "end": 2523.14, "text": "و اختار الكمزون بالحسبة هذه تمام بناء على ال evaluation نختار منهم عشان ندخل نعمل cross over صح نعمل cross over عادي انا هندي الكمزون طوله جداش اربعة في سبعة تمانية عشرين bit بقدر احط ال", "tokens": [2407, 1975, 46456, 9640, 2423, 24793, 11622, 11536, 20666, 5016, 35457, 3660, 29538, 46811, 10943, 44945, 16606, 15844, 2423, 13344, 8717, 46456, 9640, 9154, 16095, 6225, 8592, 7649, 8717, 3215, 9778, 1211, 8717, 25957, 1211, 3278, 670, 20328, 5016, 8717, 25957, 1211, 3278, 670, 6225, 995, 16254, 1975, 8315, 8032, 1863, 16254, 2423, 24793, 11622, 11536, 23032, 12610, 3224, 10874, 3215, 33599, 1975, 25513, 27884, 8978, 8608, 3555, 27884, 46811, 7649, 10632, 6225, 46309, 9957, 857, 4724, 28543, 2288, 1975, 5016, 9566, 2423], "avg_logprob": -0.4255952388048172, "compression_ratio": 1.6020942408376964, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2502.88, "end": 2503.1, "word": "و", "probability": 0.305908203125}, {"start": 2503.1, "end": 2503.68, "word": " اختار", "probability": 0.4747314453125}, {"start": 2503.68, "end": 2504.52, "word": " الكمزون", "probability": 0.398712158203125}, {"start": 2504.52, "end": 2505.68, "word": " بالحسبة", "probability": 0.714324951171875}, {"start": 2505.68, "end": 2505.98, "word": " هذه", "probability": 0.29736328125}, {"start": 2505.98, "end": 2507.16, "word": " تمام", "probability": 0.631591796875}, {"start": 2507.16, "end": 2509.02, "word": " بناء", "probability": 0.53668212890625}, {"start": 2509.02, "end": 2509.18, "word": " على", "probability": 0.68359375}, {"start": 2509.18, "end": 2509.32, "word": " ال", "probability": 0.62109375}, {"start": 2509.32, "end": 2509.82, "word": " evaluation", "probability": 0.63330078125}, {"start": 2509.82, "end": 2511.12, "word": " نختار", "probability": 0.7010091145833334}, {"start": 2511.12, "end": 2511.58, "word": " منهم", "probability": 0.927001953125}, {"start": 2511.58, "end": 2512.34, "word": " عشان", "probability": 0.8948567708333334}, {"start": 2512.34, "end": 2512.88, "word": " ندخل", "probability": 0.8548583984375}, {"start": 2512.88, "end": 2513.26, "word": " نعمل", "probability": 0.8636067708333334}, {"start": 2513.26, "end": 2514.22, "word": " cross", "probability": 0.34716796875}, {"start": 2514.22, "end": 2514.78, "word": " over", "probability": 0.63671875}, {"start": 2514.78, "end": 2515.32, "word": " صح", "probability": 0.6162109375}, {"start": 2515.32, "end": 2516.28, "word": " نعمل", "probability": 0.8094075520833334}, {"start": 2516.28, "end": 2516.52, "word": " cross", "probability": 0.73486328125}, {"start": 2516.52, "end": 2516.84, "word": " over", "probability": 0.91455078125}, {"start": 2516.84, "end": 2517.22, "word": " عادي", "probability": 0.908203125}, {"start": 2517.22, "end": 2517.44, "word": " انا", "probability": 0.7144775390625}, {"start": 2517.44, "end": 2517.64, "word": " هندي", "probability": 0.5093587239583334}, {"start": 2517.64, "end": 2518.2, "word": " الكمزون", "probability": 0.7882080078125}, {"start": 2518.2, "end": 2518.52, "word": " طوله", "probability": 0.8888346354166666}, {"start": 2518.52, "end": 2518.96, "word": " جداش", "probability": 0.7643229166666666}, {"start": 2518.96, "end": 2519.68, "word": " اربعة", "probability": 0.7366129557291666}, {"start": 2519.68, "end": 2519.84, "word": " في", "probability": 0.80419921875}, {"start": 2519.84, "end": 2520.26, "word": " سبعة", "probability": 0.9571940104166666}, {"start": 2520.26, "end": 2521.02, "word": " تمانية", "probability": 0.8271484375}, {"start": 2521.02, "end": 2521.38, "word": " عشرين", "probability": 0.8720703125}, {"start": 2521.38, "end": 2521.72, "word": " bit", "probability": 0.5791015625}, {"start": 2521.72, "end": 2522.58, "word": " بقدر", "probability": 0.8898111979166666}, {"start": 2522.58, "end": 2522.98, "word": " احط", "probability": 0.9278971354166666}, {"start": 2522.98, "end": 2523.14, "word": " ال", "probability": 0.6865234375}], "temperature": 1.0}, {"id": 91, "seek": 255265, "start": 2524.23, "end": 2552.65, "text": "بقدر أحط نقطة الفصل أو حتى أستخدم نقطتين فصل يجوز ولا لأ هاي ال chromosome وهي التاني بقى أفصلهم عند محورين و بقى أبدل هذا بدل هذا واضح؟ بس خلي بالك بقدرش أحط نقطة الفصل بداخل ال unit مظبوط؟ لازم على حدود ال units صحيح؟ المهم أن أنا بعمل", "tokens": [3555, 28543, 2288, 5551, 5016, 9566, 8717, 47432, 3660, 27188, 36520, 34051, 11331, 49975, 5551, 14851, 9778, 40448, 8717, 47432, 2655, 9957, 6156, 36520, 7251, 7435, 2407, 11622, 49429, 5296, 10721, 8032, 47302, 2423, 42896, 37037, 1829, 16712, 7649, 1829, 4724, 4587, 7578, 5551, 5172, 36520, 16095, 43242, 3714, 5016, 13063, 9957, 4032, 4724, 4587, 7578, 5551, 44510, 1211, 23758, 47525, 1211, 23758, 4032, 46958, 5016, 22807, 4724, 3794, 16490, 20292, 20666, 4117, 4724, 28543, 2288, 8592, 5551, 5016, 9566, 8717, 47432, 3660, 27188, 36520, 47525, 47283, 1211, 2423, 4985, 3714, 19913, 3555, 2407, 9566, 22807, 5296, 31377, 2304, 15844, 11331, 3215, 23328, 2423, 6815, 20328, 5016, 1829, 5016, 22807, 2423, 2304, 16095, 14739, 41850, 4724, 25957, 1211], "avg_logprob": -0.17581407963728704, "compression_ratio": 1.7619047619047619, "no_speech_prob": 0.0, "words": [{"start": 2524.23, "end": 2524.61, "word": "بقدر", "probability": 0.8040364583333334}, {"start": 2524.61, "end": 2525.03, "word": " أحط", "probability": 0.7149251302083334}, {"start": 2525.03, "end": 2526.05, "word": " نقطة", "probability": 0.9796549479166666}, {"start": 2526.05, "end": 2526.53, "word": " الفصل", "probability": 0.9091796875}, {"start": 2526.53, "end": 2526.85, "word": " أو", "probability": 0.90869140625}, {"start": 2526.85, "end": 2527.09, "word": " حتى", "probability": 0.89453125}, {"start": 2527.09, "end": 2527.57, "word": " أستخدم", "probability": 0.8314208984375}, {"start": 2527.57, "end": 2528.07, "word": " نقطتين", "probability": 0.9764404296875}, {"start": 2528.07, "end": 2528.47, "word": " فصل", "probability": 0.9580078125}, {"start": 2528.47, "end": 2529.69, "word": " يجوز", "probability": 0.78851318359375}, {"start": 2529.69, "end": 2529.81, "word": " ولا", "probability": 0.7353515625}, {"start": 2529.81, "end": 2530.11, "word": " لأ", "probability": 0.96435546875}, {"start": 2530.11, "end": 2530.71, "word": " هاي", "probability": 0.637451171875}, {"start": 2530.71, "end": 2530.79, "word": " ال", "probability": 0.583984375}, {"start": 2530.79, "end": 2531.15, "word": " chromosome", "probability": 0.78662109375}, {"start": 2531.15, "end": 2532.01, "word": " وهي", "probability": 0.7265625}, {"start": 2532.01, "end": 2532.53, "word": " التاني", "probability": 0.904296875}, {"start": 2532.53, "end": 2533.09, "word": " بقى", "probability": 0.7939453125}, {"start": 2533.09, "end": 2533.51, "word": " أفصلهم", "probability": 0.9129638671875}, {"start": 2533.51, "end": 2533.95, "word": " عند", "probability": 0.71875}, {"start": 2533.95, "end": 2534.95, "word": " محورين", "probability": 0.9833984375}, {"start": 2534.95, "end": 2535.35, "word": " و", "probability": 0.69384765625}, {"start": 2535.35, "end": 2535.53, "word": " بقى", "probability": 0.8623046875}, {"start": 2535.53, "end": 2536.31, "word": " أبدل", "probability": 0.8693033854166666}, {"start": 2536.31, "end": 2536.99, "word": " هذا", "probability": 0.92529296875}, {"start": 2536.99, "end": 2538.09, "word": " بدل", "probability": 0.942138671875}, {"start": 2538.09, "end": 2538.49, "word": " هذا", "probability": 0.98828125}, {"start": 2538.49, "end": 2539.59, "word": " واضح؟", "probability": 0.85009765625}, {"start": 2539.59, "end": 2540.33, "word": " بس", "probability": 0.94580078125}, {"start": 2540.33, "end": 2540.53, "word": " خلي", "probability": 0.76611328125}, {"start": 2540.53, "end": 2540.97, "word": " بالك", "probability": 0.9658203125}, {"start": 2540.97, "end": 2541.71, "word": " بقدرش", "probability": 0.812744140625}, {"start": 2541.71, "end": 2542.05, "word": " أحط", "probability": 0.9505208333333334}, {"start": 2542.05, "end": 2542.35, "word": " نقطة", "probability": 0.99560546875}, {"start": 2542.35, "end": 2542.81, "word": " الفصل", "probability": 0.9765625}, {"start": 2542.81, "end": 2544.61, "word": " بداخل", "probability": 0.9524739583333334}, {"start": 2544.61, "end": 2545.31, "word": " ال", "probability": 0.970703125}, {"start": 2545.31, "end": 2545.71, "word": " unit", "probability": 0.90283203125}, {"start": 2545.71, "end": 2546.45, "word": " مظبوط؟", "probability": 0.7869466145833334}, {"start": 2546.45, "end": 2546.71, "word": " لازم", "probability": 0.9850260416666666}, {"start": 2546.71, "end": 2546.83, "word": " على", "probability": 0.95751953125}, {"start": 2546.83, "end": 2547.09, "word": " حدود", "probability": 0.9899088541666666}, {"start": 2547.09, "end": 2547.23, "word": " ال", "probability": 0.99658203125}, {"start": 2547.23, "end": 2547.61, "word": " units", "probability": 0.978515625}, {"start": 2547.61, "end": 2549.31, "word": " صحيح؟", "probability": 0.69765625}, {"start": 2549.31, "end": 2551.29, "word": " المهم", "probability": 0.68701171875}, {"start": 2551.29, "end": 2551.93, "word": " أن", "probability": 0.5810546875}, {"start": 2551.93, "end": 2552.15, "word": " أنا", "probability": 0.47021484375}, {"start": 2552.15, "end": 2552.65, "word": " بعمل", "probability": 0.97314453125}], "temperature": 1.0}, {"id": 92, "seek": 257673, "start": 2553.17, "end": 2576.73, "text": "الـ crossover برضه بناء على ال probability و برضه كمان بعمل mutation برضه بناء على ال probability و بعيد الكرة مرة و مرة و مرة إلى أن أصل إلى ايش chromosomes اللي بتعطيني افضل reserve المحاضرة الجاية بنشوف تطبيقين اخرين لا ال genetic algorithm", "tokens": [6027, 39184, 33837, 4724, 43042, 3224, 44945, 16606, 15844, 2423, 8482, 4032, 4724, 43042, 3224, 9122, 2304, 7649, 4724, 25957, 1211, 27960, 4724, 43042, 3224, 44945, 16606, 15844, 2423, 8482, 4032, 45030, 25708, 33251, 25720, 3714, 25720, 4032, 3714, 25720, 4032, 3714, 25720, 30731, 14739, 5551, 36520, 30731, 1975, 1829, 8592, 45228, 13672, 1829, 39894, 3615, 9566, 9957, 1829, 1975, 5172, 11242, 1211, 17824, 9673, 5016, 46958, 25720, 25724, 995, 10632, 44945, 8592, 38688, 6055, 9566, 21292, 4587, 9957, 1975, 34740, 9957, 20193, 2423, 12462, 9284], "avg_logprob": -0.22898707136340524, "compression_ratio": 1.6972477064220184, "no_speech_prob": 0.0, "words": [{"start": 2553.17, "end": 2553.61, "word": "الـ", "probability": 0.4510498046875}, {"start": 2553.61, "end": 2554.13, "word": " crossover", "probability": 0.5576171875}, {"start": 2554.13, "end": 2555.67, "word": " برضه", "probability": 0.634765625}, {"start": 2555.67, "end": 2556.79, "word": " بناء", "probability": 0.66259765625}, {"start": 2556.79, "end": 2556.93, "word": " على", "probability": 0.7333984375}, {"start": 2556.93, "end": 2557.03, "word": " ال", "probability": 0.483642578125}, {"start": 2557.03, "end": 2557.49, "word": " probability", "probability": 0.91162109375}, {"start": 2557.49, "end": 2557.83, "word": " و", "probability": 0.6845703125}, {"start": 2557.83, "end": 2558.15, "word": " برضه", "probability": 0.9620768229166666}, {"start": 2558.15, "end": 2558.45, "word": " كمان", "probability": 0.8505859375}, {"start": 2558.45, "end": 2558.93, "word": " بعمل", "probability": 0.98828125}, {"start": 2558.93, "end": 2559.85, "word": " mutation", "probability": 0.970703125}, {"start": 2559.85, "end": 2560.89, "word": " برضه", "probability": 0.9529622395833334}, {"start": 2560.89, "end": 2561.11, "word": " بناء", "probability": 0.978271484375}, {"start": 2561.11, "end": 2561.23, "word": " على", "probability": 0.89404296875}, {"start": 2561.23, "end": 2561.31, "word": " ال", "probability": 0.91455078125}, {"start": 2561.31, "end": 2561.79, "word": " probability", "probability": 0.982421875}, {"start": 2561.79, "end": 2562.39, "word": " و", "probability": 0.830078125}, {"start": 2562.39, "end": 2562.75, "word": " بعيد", "probability": 0.9248046875}, {"start": 2562.75, "end": 2563.31, "word": " الكرة", "probability": 0.85693359375}, {"start": 2563.31, "end": 2564.17, "word": " مرة", "probability": 0.95751953125}, {"start": 2564.17, "end": 2564.31, "word": " و", "probability": 0.982421875}, {"start": 2564.31, "end": 2564.39, "word": " مرة", "probability": 0.5675048828125}, {"start": 2564.39, "end": 2564.53, "word": " و", "probability": 0.78271484375}, {"start": 2564.53, "end": 2564.75, "word": " مرة", "probability": 0.982177734375}, {"start": 2564.75, "end": 2565.39, "word": " إلى", "probability": 0.560546875}, {"start": 2565.39, "end": 2565.65, "word": " أن", "probability": 0.68359375}, {"start": 2565.65, "end": 2566.15, "word": " أصل", "probability": 0.750732421875}, {"start": 2566.15, "end": 2566.59, "word": " إلى", "probability": 0.62548828125}, {"start": 2566.59, "end": 2566.99, "word": " ايش", "probability": 0.7530924479166666}, {"start": 2566.99, "end": 2567.83, "word": " chromosomes", "probability": 0.265380859375}, {"start": 2567.83, "end": 2568.89, "word": " اللي", "probability": 0.822265625}, {"start": 2568.89, "end": 2569.43, "word": " بتعطيني", "probability": 0.8998046875}, {"start": 2569.43, "end": 2570.05, "word": " افضل", "probability": 0.873779296875}, {"start": 2570.05, "end": 2571.25, "word": " reserve", "probability": 0.77783203125}, {"start": 2571.25, "end": 2572.25, "word": " المحاضرة", "probability": 0.979248046875}, {"start": 2572.25, "end": 2572.83, "word": " الجاية", "probability": 0.7706705729166666}, {"start": 2572.83, "end": 2573.75, "word": " بنشوف", "probability": 0.9407552083333334}, {"start": 2573.75, "end": 2574.55, "word": " تطبيقين", "probability": 0.987890625}, {"start": 2574.55, "end": 2575.39, "word": " اخرين", "probability": 0.86279296875}, {"start": 2575.39, "end": 2575.73, "word": " لا", "probability": 0.449951171875}, {"start": 2575.73, "end": 2575.93, "word": " ال", "probability": 0.732421875}, {"start": 2575.93, "end": 2576.23, "word": " genetic", "probability": 0.822265625}, {"start": 2576.23, "end": 2576.73, "word": " algorithm", "probability": 0.91943359375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2577.7865, "duration_after_vad": 2441.417499999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..94e44be3371ebd60e6032b794ad14718a54b6c90
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/gk13V2dwMG4_raw.srt
@@ -0,0 +1,1924 @@
+1
+00:00:20,720 --> 00:00:24,580
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنواصل في
+
+2
+00:00:24,580 --> 00:00:29,700
+موضوع ال genetic algorithms اللي هو تحت باب ال
+
+3
+00:00:29,700 --> 00:00:33,180
+evolutionary computation كنا بدنا المحاضرة الفاتة
+
+4
+00:00:34,300 --> 00:00:37,120
+وتعرفنا على القالية العمل تبع الـ genetic
+
+5
+00:00:37,120 --> 00:00:41,220
+algorithm وبالتحديد اللي هو كيف يعني صيغة ال
+
+6
+00:00:41,220 --> 00:00:45,280
+chromosome بتكون وكيف العمليات اللي بتتم اللي هي
+
+7
+00:00:45,280 --> 00:00:49,160
+ال crossover ال mutation وكيف إنها مبنية على
+
+8
+00:00:49,160 --> 00:00:52,840
+probabilities وعلى ال roulette wheel وشوفنا
+
+9
+00:00:52,840 --> 00:00:57,900
+example على هذا الكلام اللي هو كان المعادلة
+
+10
+00:00:57,900 --> 00:01:05,640
+البسيطة 15x-x²اللي أخدناها كمثال ونشوف كيف ال
+
+11
+00:01:05,640 --> 00:01:14,200
+genetic algorithm هتصل إلى ال maximum value هتصل
+
+12
+00:01:14,200 --> 00:01:18,260
+إلى ال x value اللي بيحقق ال maximum تبع ال f of x
+
+13
+00:01:18,260 --> 00:01:22,040
+تبع ال function اليوم ان شاء الله بدنا نعمل مراجعة
+
+14
+00:01:22,040 --> 00:01:27,060
+بس سريعة على الكلام هذا ونكمل ونشوف another
+
+15
+00:01:27,060 --> 00:01:33,940
+example example أخر تمام؟فاحنا عمليا ده ابدأ انا
+
+16
+00:01:33,940 --> 00:01:43,200
+من الحكي عن ال steps اول اشي اهم شغلة اللي هي
+
+17
+00:01:43,200 --> 00:01:46,340
+representing ال problem variable domain as
+
+18
+00:01:46,340 --> 00:01:50,480
+chromosome يعني ليش ال chromosome اللي هو صيغة
+
+19
+00:01:50,480 --> 00:01:57,130
+possible solution يعني لما كنا احنابنعتبر X1 و X2
+
+20
+00:01:57,130 --> 00:02:00,650
+هدولة possible solutions أخدناهم أخدنا أكم واحد
+
+21
+00:02:00,650 --> 00:02:07,050
+منهم أخدنا ستة X على أساس أنهم possible solutions
+
+22
+00:02:07,050 --> 00:02:12,710
+possible أو candidate
+
+23
+00:02:12,710 --> 00:02:19,030
+المظبوط يعني الواحد منهم لازم يصيغ ال solution على
+
+24
+00:02:19,030 --> 00:02:25,200
+شكل كرموزوم كرموزوم fixed lengthإيش كان طول ال ..
+
+25
+00:02:25,200 --> 00:02:32,160
+ال .. ال .. في ال example تبعتنا كان أربعة صح؟ كان
+
+26
+00:02:32,160 --> 00:02:39,200
+أربعة bits ولا ستة؟ إيش كان طول ال chromosome في
+
+27
+00:02:39,200 --> 00:02:46,560
+المثلة تبعتنا؟ أربعة صح؟ تمام؟ okay
+
+28
+00:02:52,760 --> 00:02:58,540
+كلهم نفس الطول نختار صميم قومصوم نختار قومصوم
+
+29
+00:02:58,540 --> 00:03:03,520
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+30
+00:03:03,520 --> 00:03:05,220
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+31
+00:03:05,220 --> 00:03:06,080
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+32
+00:03:06,080 --> 00:03:07,160
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+33
+00:03:07,160 --> 00:03:08,000
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+34
+00:03:08,000 --> 00:03:08,000
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+35
+00:03:08,000 --> 00:03:08,000
+نختار قومصوم نختار قومصوم نختار قومصوم نختار
+
+36
+00:03:08,000 --> 00:03:14,540
+قومصوم نختار قومصوم نختار قومصوم نختار قومصوم
+
+37
+00:03:14,540 --> 00:03:20,260
+نختار
+
+38
+00:03:20,260 --> 00:03:27,350
+قومفي كل دورة من دورات الـ E بعد هيك في E برضه
+
+39
+00:03:27,350 --> 00:03:33,150
+شغلنا نقطة تانية مهمة إضافة إلى ال chromosome هنا
+
+40
+00:03:33,150 --> 00:03:46,990
+خلينا نقول رقم واحد واضحة
+
+41
+00:03:46,990 --> 00:03:52,020
+كلمة structure وإيش بقصد فيها بقصد فيها اللي هوالـ
+
+42
+00:03:52,020 --> 00:03:58,700
+Length تبعها Fixed تمام؟ و بعد هي كده إضافة إلى ال
+
+43
+00:03:58,700 --> 00:04:03,400
+chromosome structure في عندنا ال size of ال
+
+44
+00:04:03,400 --> 00:04:07,580
+population اللي
+
+45
+00:04:07,580 --> 00:04:13,040
+هو أكم chromosome في الجيل الواحد رقم اتنين اللي
+
+46
+00:04:13,040 --> 00:04:14,940
+هو ايش ال fitness function
+
+47
+00:04:22,790 --> 00:04:28,150
+الفتنس فانكشن هي الفنكشن اللى بنستخدمها في تقييم
+
+48
+00:04:28,150 --> 00:04:34,590
+الكرومزومز اللى في كل جيل من الأجيال أثناء عملية
+
+49
+00:04:34,590 --> 00:04:37,910
+ال .. أثناء شغل ال .. ال .. ال .. regroupment صح
+
+50
+00:04:37,910 --> 00:04:42,950
+الكلام؟ في مثلنا المحاضرة الماضية إيش كانت الفتنس
+
+51
+00:04:42,950 --> 00:04:48,510
+فانكشن؟ هي نفس المعادلة هي نفس المعادلة F of X
+
+52
+00:04:53,980 --> 00:04:58,460
+هي نفسها فيها ذاتها هي التقييم المعنى ان انا بدأ
+
+53
+00:04:58,460 --> 00:05:01,340
+اخد كل واحد من هذوله اخده على المعادلة واشوف ليش
+
+54
+00:05:01,340 --> 00:05:04,960
+يطلعني value كل مكان ال value اعلى كل مكان افضل
+
+55
+00:05:04,960 --> 00:05:08,520
+لان انا ببحث عن ال solution اللي will .. اللي هي
+
+56
+00:05:08,520 --> 00:05:15,620
+maximise ال .. ال .. ال function هو هذا كان المطلب
+
+57
+00:05:15,620 --> 00:05:21,060
+طبعنا هنشوف وين ال peak عند اي .. عند اي x بيحدث
+
+58
+00:05:22,190 --> 00:05:27,210
+الـ maximum value تبع ال function صح؟ ايش بعد هيك؟
+
+59
+00:05:27,210 --> 00:05:35,530
+يعني بعد ال fitness function؟ و start واش؟
+
+60
+00:05:51,280 --> 00:05:58,880
+بنبدأ بإصلاح قطعة بطيئة بطيئة
+
+61
+00:05:58,880 --> 00:06:04,800
+في البداية بتكون القطعة الأولى بنعملها بطيئة بعد
+
+62
+00:06:04,800 --> 00:06:10,440
+هي ككل population أو كل generation يتم من خلال من
+
+63
+00:06:10,440 --> 00:06:15,300
+خلال أول
+
+64
+00:06:15,300 --> 00:06:19,960
+population أو أول generation بنعمله بطيئةبعد هيك
+
+65
+00:06:19,960 --> 00:06:24,960
+من خلال التزاوي ال crossover و ال mutation صح
+
+66
+00:06:24,960 --> 00:06:29,680
+هدولة العمليتين الأساسيتين اللي من خلالهم بتتم
+
+67
+00:06:29,680 --> 00:06:33,540
+توليد ال populations اللاحقة في كل واحدة من ال
+
+68
+00:06:33,540 --> 00:06:37,620
+iterations صح خلي بالك أنه عمليا أنا ممكن أكون
+
+69
+00:06:37,620 --> 00:06:42,300
+أستحدث عمليات أخرى غير ال crossover و ال mutation
+
+70
+00:06:42,300 --> 00:06:47,500
+كمان شوية بن .. بن .. بن .. بنذكر بعض الأمثلة يعني
+
+71
+00:06:48,140 --> 00:06:54,380
+الان بعد ما اعمل generation of the first
+
+72
+00:06:54,380 --> 00:07:01,220
+population ايش هسوي؟ evaluate ولا لأ؟
+
+73
+00:07:01,220 --> 00:07:06,520
+ايش يعني evaluate؟ evaluate ال fitness تبقى كل
+
+74
+00:07:06,520 --> 00:07:10,480
+واحد من ال chromosomes اللي في هذا ال population
+
+75
+00:07:10,480 --> 00:07:18,690
+عشان ببدأ اعمل انتخاب الأصلحعشان أدخله على ال
+
+76
+00:07:18,690 --> 00:07:22,530
+crossover و ال mutation عشان أنتج من هدول الأصلح
+
+77
+00:07:22,530 --> 00:07:28,150
+صح؟ أنتج منهم ال population أو ال generation اللي
+
+78
+00:07:28,150 --> 00:07:34,910
+بعد حتى في ال evaluate برضه تاخد رد بها كله عامل
+
+79
+00:07:34,910 --> 00:07:39,570
+في ال evaluate؟ اه كيف؟ في ال evaluation؟ في ال
+
+80
+00:07:39,570 --> 00:07:43,910
+evaluationانا عندي ال 6 هدولار انا كنت هنا في 3
+
+81
+00:07:43,910 --> 00:07:47,390
+عملت لهم random generation صار لدي 6 chromosomes
+
+82
+00:07:47,390 --> 00:07:51,170
+اللي انا بدي اعمل evaluation وين ال randomness
+
+83
+00:07:51,170 --> 00:07:55,610
+هنا؟ مفيش يعني انا باخد كل واحد باخد جميع المعادل
+
+84
+00:07:55,610 --> 00:07:59,110
+و بطلع ال fitness تبعه و اللي بعد و اللي بعد لما
+
+85
+00:07:59,110 --> 00:08:04,530
+انا اجي هنا اعمل select بدي
+
+86
+00:08:04,530 --> 00:08:08,030
+اعمل select لإيش؟ بدي اعمل select عشان اضل منهم
+
+87
+00:08:08,030 --> 00:08:13,400
+على الإيش؟على ال crossover عشان اطلع منهم new
+
+88
+00:08:13,400 --> 00:08:17,760
+generation ال selection فيه randomization ال
+
+89
+00:08:17,760 --> 00:08:21,820
+selection لل crossover فيه randomization و ال
+
+90
+00:08:21,820 --> 00:08:25,500
+selection لل mutation فيه randomization صح عشان
+
+91
+00:08:25,500 --> 00:08:32,840
+احدد مين اللي تقع عليه عملية mutation هذا بيخضع لل
+
+92
+00:08:32,840 --> 00:08:38,820
+probability صح okay
+
+93
+00:08:39,380 --> 00:08:45,740
+So we create a new pair of offspring by applying
+
+94
+00:08:45,740 --> 00:08:51,680
+the crossover and mutation خطوة واحدة بتطبق فيهم
+
+95
+00:08:51,680 --> 00:08:56,880
+ال cross over و ال mutation هذا ال offspring هم ال
+
+96
+00:08:56,880 --> 00:09:03,420
+new population او ال new generation بعدها برجع
+
+97
+00:09:03,420 --> 00:09:06,400
+لخمسة الفتنس
+
+98
+00:09:07,370 --> 00:09:15,110
+خمسة لا أسف اللي هو ال select صح يعني
+
+99
+00:09:15,110 --> 00:09:21,410
+أنا الآن بعد ما لا أيه المفروض أربعة ولا لأ لأن
+
+100
+00:09:21,410 --> 00:09:26,070
+أنا لازم قبل ال select لازم أعمل evaluation صح
+
+101
+00:09:26,070 --> 00:09:31,390
+لازم أعمل evaluation هذولة ال new population اللي
+
+102
+00:09:31,390 --> 00:09:35,310
+طلعت معايا كيف بده أختار منها؟ ماختارش منها مرة
+
+103
+00:09:35,310 --> 00:09:39,350
+واحدة لازم أعمل evaluationفأنا I should repeat
+
+104
+00:09:39,350 --> 00:09:45,510
+step 4 لحظة
+
+105
+00:09:45,510 --> 00:09:48,850
+شوية لحظة شوية هو يالا خمسة يقصد فيها إيه؟ يقصد
+
+106
+00:09:48,850 --> 00:09:53,270
+فيها أنه لسه لأ ما خلصتش عملية تشكيل ال new
+
+107
+00:09:53,270 --> 00:09:58,710
+population هو أخد زوج و عمل منه children و رح
+
+108
+00:09:58,710 --> 00:10:02,890
+ضافهم على ال new population برجع بيعمل خمسة عشان
+
+109
+00:10:02,890 --> 00:10:07,730
+يختار زوج آخر يعمل منهمchildren تانين اتنين
+
+110
+00:10:07,730 --> 00:10:12,170
+children تانين ويضيفهم يكرر هذا الكلام لحد ما
+
+111
+00:10:12,170 --> 00:10:18,270
+يكتمل ال population ال size بها يصير مساوي N يعني
+
+112
+00:10:18,270 --> 00:10:25,050
+يصير عنده ستة chromosomes لما يصير فهذه ال
+
+113
+00:10:25,050 --> 00:10:31,870
+population تدخل محل ال initial أو السابقةوبعد هيك
+
+114
+00:10:31,870 --> 00:10:36,210
+بيرجع على step 4 عشان يكرر عملية ال fitness و
+
+115
+00:10:36,210 --> 00:10:42,330
+الخطوات هذه كلها ان هيك بنكون أجملنا الخطوات تبع
+
+116
+00:10:42,330 --> 00:10:46,150
+ال genetic algorithm و المثال تبعنا هياته مافيش
+
+117
+00:10:46,150 --> 00:10:50,370
+داعي نعيده من جديد بدنا نروح على طول على المثال
+
+118
+00:10:50,370 --> 00:10:56,290
+الجديد اللي هو قبل
+
+119
+00:10:56,290 --> 00:10:59,170
+المثال الجديد أنا آسف في شغل صغيرة بس بدنا نحكيها
+
+120
+00:10:59,900 --> 00:11:04,040
+المعادلة اللي كانت في المثال الأولاني من متغير
+
+121
+00:11:04,040 --> 00:11:09,480
+واحد صح f of x هذه خلّي بالك أنا بستخدم ال genetic
+
+122
+00:11:09,480 --> 00:11:12,380
+algorithm مش لحال المعادلات هذا بس عشان نتبصر
+
+123
+00:11:12,380 --> 00:11:17,020
+الفكرة انما بنستخدمها لأشياء زي اللي هنحكيها في
+
+124
+00:11:17,020 --> 00:11:22,240
+المثال الآخر بس مسألة المعادلات هذه في ملاحظة بس
+
+125
+00:11:22,240 --> 00:11:25,960
+صغيرة وهي انه قد يكون عندي متغير واحد وقد يكون
+
+126
+00:11:25,960 --> 00:11:31,360
+عندي متغيرينمتغيرين مثلًا مثلًا مثلًا مثلًا مثلًا
+
+127
+00:11:31,360 --> 00:11:39,360
+مثلًا
+
+128
+00:11:39,360 --> 00:11:50,920
+مثلًا مثلًا
+
+129
+00:11:50,920 --> 00:11:55,920
+مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا
+
+130
+00:11:55,920 --> 00:11:55,920
+مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا مثلًا
+
+131
+00:11:55,920 --> 00:11:58,030
+مثلًا مثلًا مثلًا مثلًا مثلًا مثلًاهل أعمل كرمزوم
+
+132
+00:11:58,030 --> 00:12:04,350
+ل X و كرمزوم ل Y صار عندنا مجموعتين مجموعة ال X و
+
+133
+00:12:04,350 --> 00:12:09,650
+مجموعة ال Y صح طب كيف أشتغل بالتوازي ال genetic
+
+134
+00:12:09,650 --> 00:12:13,470
+algorithm بتطلع random variables ل X و random
+
+135
+00:12:13,470 --> 00:12:18,610
+variables ل Y و بعدين تحسب ال fitness احنا مش
+
+136
+00:12:18,610 --> 00:12:23,230
+محتاجين التشعب هذا أو التعقيد هذا بنعمل كرمزوم
+
+137
+00:12:23,230 --> 00:12:31,160
+واحدنص الأولاني منه X ونص التاني منه Y بمعنى أنه
+
+138
+00:12:31,160 --> 00:12:39,360
+بيكون في عندي مجموعة من ال chromosomes من 1 إلى N
+
+139
+00:12:39,360 --> 00:12:46,260
+كلهم ال structure تبعتهم نفس الشيء يوم الآن ما
+
+140
+00:12:46,260 --> 00:12:51,570
+بدنا نحسب ال fitness بناخد هذا لحالهبندخله في
+
+141
+00:12:51,570 --> 00:12:56,830
+المعادلة و هذا لحاله ندخله في المعادلة كيف هو انت
+
+142
+00:12:56,830 --> 00:13:01,010
+طول ال chromosome انت زي ما بدك طول ال chromosome
+
+143
+00:13:01,010 --> 00:13:03,990
+انت بتحدده على حسب ال variables اللي عندك يعني ال
+
+144
+00:13:03,990 --> 00:13:08,010
+X هذه اذا كانت تتراوح من كذا إلى كذا من جول من
+
+145
+00:13:08,010 --> 00:13:15,390
+zero إلى رقم معين اقل من ال انت من ال 256 ماعندك
+
+146
+00:13:15,390 --> 00:13:19,750
+بيكفيك 8 بيت ولا لاهنا في المثال هذا هو بيقول لي
+
+147
+00:13:19,750 --> 00:13:22,890
+أنا القيم تبع ال X و Y تتراوح ما بين ال minus 3
+
+148
+00:13:22,890 --> 00:13:28,490
+وال 3 يعني أصلا مش محتاج ال 8 bit كله محتاج أربعة
+
+149
+00:13:28,490 --> 00:13:36,670
+صح أربعة ولا تلاتة أربعة لأنه بدي واحدة للإشارة
+
+150
+00:13:36,670 --> 00:13:41,590
+والتلاتة التانية تمام حتى أقل من أربعة بكفي ولا لأ
+
+151
+00:13:41,590 --> 00:13:50,340
+تمام بس عمليا هو أيش اللي مسويه مااخد 8 bitلأن قيم
+
+152
+00:13:50,340 --> 00:13:54,440
+X و Y ليس انتجارات انتجارات يعني من ناقص ثلاثة
+
+153
+00:13:54,440 --> 00:13:58,040
+ناقص اتنين ناقص واحد ناقص زيرو ناقص واحد نين تلاتة
+
+154
+00:13:58,040 --> 00:14:06,560
+لأ قيم X هي عشرية و لكن تتراوح من ناقص ثلاثة
+
+155
+00:14:06,560 --> 00:14:11,340
+لثلاثة فهو استخدم تمانية بت لما نستخدم تمانية بت
+
+156
+00:14:11,340 --> 00:14:14,360
+تمانية بت تعقيله 256 value
+
+157
+00:14:18,340 --> 00:14:23,160
+بطريقة احتالة على الأمر بأنه أجى وقال انه احنا
+
+158
+00:14:23,160 --> 00:14:36,000
+القيمة هذه القيمة تبع ال X القيمة تبع ال X اللى هى
+
+159
+00:14:36,000 --> 00:14:42,040
+8 بت بنحولها ل decimal بطلع معاه مثلا 138 بضرف ال
+
+160
+00:14:42,040 --> 00:14:48,380
+ratio هذا و بطرح منها تلاتةبيطلع معايا الـ T من
+
+161
+00:14:48,380 --> 00:14:52,220
+العشرية الـ T من العشرية هذه هتتراوح من ناقص تلاتة
+
+162
+00:14:52,220 --> 00:14:57,060
+إلى تلاتة لو فكرت فيها هتعرف ليش لأن هو أخد ال
+
+163
+00:14:57,060 --> 00:15:01,340
+ratio هذا ال ratio هذا هو عبارة عن أنه من التلاتة
+
+164
+00:15:01,340 --> 00:15:04,680
+إلى ناقص تلاتة في أدي six levels أو six possible
+
+165
+00:15:04,680 --> 00:15:09,640
+values جسام المعادلة 256 فطلع ال value الدرجة
+
+166
+00:15:09,640 --> 00:15:15,440
+الواحدة بال integer تعادلها جدًا بال decimal تمام
+
+167
+00:15:15,440 --> 00:15:21,290
+تدرجةمن نقص تلاتة لتة بالأسف الدرجة الواحدة في ال
+
+168
+00:15:21,290 --> 00:15:26,250
+256 level تقادر هيجد بال decimal لأنه عندما يجد في
+
+169
+00:15:26,250 --> 00:15:31,310
+عنده decimal value بيضرب في هذا ال ratio بيطلع
+
+170
+00:15:31,310 --> 00:15:35,250
+عنده ال integer value المقابل بيطرح منه نقص تلاتة
+
+171
+00:15:35,250 --> 00:15:41,830
+عشان يرجع تلت خطوات لورا قبل ال zero يعني هذا لو
+
+172
+00:15:41,830 --> 00:15:45,650
+ما طرحش هيطلع كل الأقام اللي عنده تطرح من zero إلى
+
+173
+00:15:45,650 --> 00:15:52,050
+ستة0.6 بس هو بده يعمل نقص 3 إلى 3 فشال النقص 3
+
+174
+00:15:52,050 --> 00:15:56,990
+فصارت من نقص 3 إلى 3 يعني هذه ال trick بسيط عشان
+
+175
+00:15:56,990 --> 00:16:02,370
+يعمل نوع من ال transformation من التحويل ما بين ال
+
+176
+00:16:02,370 --> 00:16:07,210
+range أنهي ال range؟ ال range هذا اللي هو من 0 إلى
+
+177
+00:16:07,210 --> 00:16:12,230
+255
+
+178
+00:16:12,230 --> 00:16:19,000
+يعمل تحويل منه إلى ال range هذا اللي هومن نقص تلتة
+
+179
+00:16:19,000 --> 00:16:25,520
+تلتة تلتة وهذه جزء من مهارة اللي بيصمم اللي بيحل
+
+180
+00:16:25,520 --> 00:16:30,260
+المسألة لازم يحط صيغة ال .. ال chromosome بشكل
+
+181
+00:16:30,260 --> 00:16:36,360
+بشكل اللي يناسب المسألة انا ما بقدر اعمل
+
+182
+00:16:36,360 --> 00:16:42,780
+chromosome عشري فبعملها integer و احول من integer
+
+183
+00:16:42,780 --> 00:16:48,780
+إلى عشري بالطريقة هذه ايه السؤال؟138 لو انت جيت
+
+184
+00:16:48,780 --> 00:16:55,820
+اخدت اقول مثلا هذه هذا ال chromosome هذا ال binary
+
+185
+00:16:55,820 --> 00:17:01,640
+قيمته يعني قصد انا ال 138 هي عبارة عن تحويل العشري
+
+186
+00:17:01,640 --> 00:17:07,880
+لل binary sequence تبع ال chromosome وهي كمثال
+
+187
+00:17:07,880 --> 00:17:15,300
+يعني كمثال و ال 59 اقول مثلا هذه الآنهذا الـ
+
+188
+00:17:15,300 --> 00:17:21,420
+binary sequence عبارة عن 59 بحولها إلى 59
+
+189
+00:17:21,420 --> 00:17:25,780
+ثم نضربها في ال ratio هذا و خاصة من طلقة في طلقة
+
+190
+00:17:25,780 --> 00:17:29,720
+هذه القيمة لأن القيم هذه هدولة هدل يدخل فيها
+
+191
+00:17:29,720 --> 00:17:33,420
+معادلة عشان يحسب ال fitness و يشوف قداش ال
+
+192
+00:17:33,420 --> 00:17:37,940
+chromosome هذا اللي يتكون منه قداش درجة ال fitness
+
+193
+00:17:37,940 --> 00:17:40,000
+له و يكمل
+
+194
+00:17:42,090 --> 00:17:46,890
+القالية بنفس الطريقة تابعة المثال الأولى ماذا
+
+195
+00:17:46,890 --> 00:17:49,750
+بيبقى بعد ذلك؟ بيبقى ان يعمل cross over يعمل
+
+196
+00:17:49,750 --> 00:17:55,970
+mutation و هذا لأن
+
+197
+00:17:55,970 --> 00:17:59,610
+احنا في علنا .. خلاص المثال هذا مافيش فيه اشي اخر
+
+198
+00:17:59,610 --> 00:18:03,510
+يعني المثال هذا تبع ال X و ال Y معايا يا شباب؟
+
+199
+00:18:03,510 --> 00:18:06,190
+المثال تبع ال X و ال Y مافيش فيه اشي اخر لأن زي ما
+
+200
+00:18:06,190 --> 00:18:13,620
+قلتلك كل الاختلاف هو فيفي صيغة تبع الكروموسوم هي
+
+201
+00:18:13,620 --> 00:18:19,260
+عبارة عن كروموسوم واحد يشمل المتغيرين X وY وكيف أن
+
+202
+00:18:19,260 --> 00:18:23,060
+هذه القيم ال binary اللي متحولة إلى عشرين تطلع
+
+203
+00:18:23,060 --> 00:18:28,200
+integer كيف نحولها من integer إلى كسر، إلى عشرين
+
+204
+00:18:28,200 --> 00:18:33,340
+يتروح ما بين الناقص ثلاثة والتلاتة الآن اللي بدنا
+
+205
+00:18:33,340 --> 00:18:39,540
+نطلع عليه بس عبارة عن شكل يمثل أن عملية ال search
+
+206
+00:18:40,800 --> 00:18:46,940
+عملية الـ search راحز المثال هذا تبعنا القيم تبعت
+
+207
+00:18:46,940 --> 00:18:51,620
+ال X فتروح بقولنا من تلاتة إلى نقص تلاتة و ال Y
+
+208
+00:18:51,620 --> 00:18:55,940
+أيضا تلاتة هات نقص تلاتة إلى تلاتة الان عند أي
+
+209
+00:18:55,940 --> 00:19:04,680
+قيمة من قيم ال X و ال Y بقول مثلا هذه القيمة عند
+
+210
+00:19:04,680 --> 00:19:08,280
+أي قيمة في قيمة لل function F of X
+
+211
+00:19:11,460 --> 00:19:15,340
+وY قيمة الـ function هذه هي ال fitness تبع
+
+212
+00:19:15,340 --> 00:19:23,900
+السلوشين لما يكون X هنا و Y هنا هتكون F
+
+213
+00:19:23,900 --> 00:19:31,870
+of X هنا معبّر عنها بالمطاط هذه و بورّيلك أنهالـ
+
+214
+00:19:31,870 --> 00:19:36,030
+surface هذا اللي هو كل ال values المحتملة ل f of x
+
+215
+00:19:36,030 --> 00:19:41,430
+عند كل القيام المحتملة ل x و y ما بين الـ 0 و 3 ما
+
+216
+00:19:41,430 --> 00:19:47,930
+بين النقص 3 و 3 تمام ؟ هذا الآن .. هذا الآن يمكن
+
+217
+00:19:47,930 --> 00:19:51,470
+من عندك تشوفه أوضح أعلى من هذا الهضبة أعلى من هذه
+
+218
+00:19:51,470 --> 00:19:59,860
+صح؟الان احنا عملية ال genetic algorithm في بحث عن
+
+219
+00:19:59,860 --> 00:20:03,840
+ال solution يعني iteration ورا iteration ال values
+
+220
+00:20:03,840 --> 00:20:10,440
+تبعت x و y بتتغير و كل ما بيتغير ال value بيتغير
+
+221
+00:20:10,440 --> 00:20:17,500
+الموقع النقطة هذه على ال surface تدريجيا الموقع
+
+222
+00:20:17,500 --> 00:20:23,500
+النقطة هذه بيبدأ يقترب من مين؟ من المن ال peak
+
+223
+00:20:23,500 --> 00:20:31,800
+اللي هو ال maximum value طبعا احنا .. خلّي بالك ال
+
+224
+00:20:31,800 --> 00:20:34,640
+genetic algorithm بتشغال parallel ايش يعني
+
+225
+00:20:34,640 --> 00:20:38,960
+parallel؟ في عندي كذا N solution يعني الواقع الأمر
+
+226
+00:20:38,960 --> 00:20:44,360
+123456 solutions في ال iteration الواحدة واحد منهم
+
+227
+00:20:44,360 --> 00:20:50,340
+يبقى سيء جدا واحد منهم يبقى سيء شوية واحد منهم او
+
+228
+00:20:50,340 --> 00:20:54,540
+اتنين هدولة جانبينمن maximum بس ماهياش ال global
+
+229
+00:20:54,540 --> 00:21:02,060
+maximum يا local و هدول الاتنين كل ما بتستمر ال
+
+230
+00:21:02,060 --> 00:21:06,700
+algorithm
+
+231
+00:21:06,700 --> 00:21:14,120
+بيبدأ بعض من هذا ال solutions يقترب من ال global
+
+232
+00:21:14,120 --> 00:21:18,040
+maximum تمام؟
+
+233
+00:21:18,040 --> 00:21:24,940
+بيقترب؟طبعا العملية عشوائية يعني عشوائية ولكن
+
+234
+00:21:24,940 --> 00:21:30,600
+مسيرة بان احنا في كل مرة بنختار افضل الموجود و
+
+235
+00:21:30,600 --> 00:21:37,680
+بنحسن عليه هذا
+
+236
+00:21:37,680 --> 00:21:43,420
+الكلام بيذكرنا
+
+237
+00:21:43,420 --> 00:21:47,260
+و احنا بنحكي في ال search في بداية الفصل كان في
+
+238
+00:21:47,260 --> 00:21:53,190
+عندنا ايشالـ Local Beam Search إذا بتذكروه كان
+
+239
+00:21:53,190 --> 00:21:57,130
+برضه بيترح فكرة مشابهة اللي هي أنه احنا بنشغل على
+
+240
+00:21:57,130 --> 00:22:02,090
+K number of solutions K number of solutions في اي
+
+241
+00:22:02,090 --> 00:22:06,610
+واحد وكل solution نشوف أيش اللي بتشعب منه مظبوط
+
+242
+00:22:06,610 --> 00:22:10,450
+إلى أن نصل إلى واحد من ال K هدولة اللي يكون أفضل
+
+243
+00:22:10,450 --> 00:22:17,710
+solution طيب خلينا نكمل البصمات هذه بتعمل علاقة ما
+
+244
+00:22:17,710 --> 00:22:20,800
+بينالـ Generations اللي عندنا يعني ال generation
+
+245
+00:22:20,800 --> 00:22:24,520
+الأول ال generation العاشر العشرين التلاتين و
+
+246
+00:22:24,520 --> 00:22:31,160
+مابين جودة جودة ال solutions الخط الأحمر هنا بيمثل
+
+247
+00:22:31,160 --> 00:22:34,520
+ال best solution يعني أنا ببقى فيها دي ستة
+
+248
+00:22:34,520 --> 00:22:38,660
+candidates كل generation و أنا بنتقل من generation
+
+249
+00:22:38,660 --> 00:22:41,540
+ل generation فيها دي ستة solutions okay الخط
+
+250
+00:22:41,540 --> 00:22:47,120
+الأحمر يمثل أفضل واحد في الستةوالخط الأصمر يمثل ال
+
+251
+00:22:47,120 --> 00:22:53,680
+average ما بين الستة ال average يعني أجعل الستة و
+
+252
+00:22:53,680 --> 00:22:57,780
+حسب ال fitness تبعهم و أخد ال average fitness
+
+253
+00:22:57,780 --> 00:23:02,980
+الأحمر هو أفضل واحد في الستة فبورينا كيف ان هم
+
+254
+00:23:02,980 --> 00:23:08,820
+كلهم مع بعض يعني الخط ال average بيمثل ال fitness
+
+255
+00:23:08,820 --> 00:23:14,650
+تبعهم كلهمكلهم مع بعض بيتحسنوا أحيانا بينزل ال
+
+256
+00:23:14,650 --> 00:23:19,070
+average و أحيانا بيطلع بس بالمجمل ال generations
+
+257
+00:23:19,070 --> 00:23:26,690
+قادم تتحسنوا ال 6 مع بعض قادم يتحسنوا بالصفة مع
+
+258
+00:23:26,690 --> 00:23:31,470
+بعض يعني خلّي أبقى لك هنا الفرق بين هذا و اللي
+
+259
+00:23:31,470 --> 00:23:35,290
+بعدها اللي هو ال probability تبع ال mutation ال
+
+260
+00:23:35,290 --> 00:23:39,740
+mutation هنا عملها 1%الـ Probability الـ mutation
+
+261
+00:23:39,740 --> 00:23:46,260
+Probability 1% هنا عملها 1 في الألف تمام ما هيش
+
+262
+00:23:46,260 --> 00:23:51,600
+اللي هتلاقي هتلاقي ان ال average مافيش فيه تثابر
+
+263
+00:23:51,600 --> 00:23:56,320
+ذوب كبير صح؟أه هنا في تذبذب في ال average يعني
+
+264
+00:23:56,320 --> 00:23:59,460
+بتلاقي ال generation مرة بيكون جريب و مرة كله
+
+265
+00:23:59,460 --> 00:24:04,520
+بيبعد بيروح و بيجي بشكل متذبذب كبير ف ال
+
+266
+00:24:04,520 --> 00:24:11,200
+probability التابعة لمutation كل ما زادت بتخلي في
+
+267
+00:24:11,200 --> 00:24:16,480
+نوع من ال .. من التذبذب في ال solution بتخلينا نصل
+
+268
+00:24:16,480 --> 00:24:22,520
+إلى .. يعني مانصلش إلى ال solution بسهولة طلع
+
+269
+00:24:22,520 --> 00:24:27,350
+اندلا هنا100 generation قبل ما يصل بينما هناك 20
+
+270
+00:24:27,350 --> 00:24:33,050
+generation فقط الميوتيشن هو في حد ذاته عبارة عن
+
+271
+00:24:33,050 --> 00:24:37,990
+شغلة بتعمل تغير عشوائي هذا التغير العشوائي يعني
+
+272
+00:24:37,990 --> 00:24:44,090
+لسه ال crossover بنتوقع منه انه يدمجصفات كويسة من
+
+273
+00:24:44,090 --> 00:24:48,410
+هذا ال parent مع الصفات منه بس ال mutation ما
+
+274
+00:24:48,410 --> 00:24:54,730
+بنتوقع منه مثل هذا فبسبب تشتت كبير ولكن هو ضروري
+
+275
+00:24:54,730 --> 00:25:01,490
+كمخرج لو علقة ال algorithm في local minima okay بس
+
+276
+00:25:01,490 --> 00:25:05,850
+ما بكبره يعني واحد في المية كبير واحد في الألف
+
+277
+00:25:06,700 --> 00:25:12,420
+بيبقى أنسب من .. لأنه إذا كبر بيسبب عشوائية كبيرة
+
+278
+00:25:12,420 --> 00:25:16,440
+في ال .. في ال generations تمام، اللي أنا حاول أن
+
+279
+00:25:16,440 --> 00:25:19,820
+أصل له في النهاية اللي هو ال case study هذه أو
+
+280
+00:25:19,820 --> 00:25:24,000
+المثال الأخر اللي أنا حكيته، هذا المثال أكثر قربا
+
+281
+00:25:24,000 --> 00:25:26,900
+من الواقع زي ما قلت أن أنا .. أني أنا أحل معادلة
+
+282
+00:25:26,900 --> 00:25:31,180
+رياضية أحسب ال maximum تباحة باستخدام ال genetic
+
+283
+00:25:31,180 --> 00:25:36,080
+algorithm مش إشي عملي، أنا ممكن أسويبطرق أبسط من
+
+284
+00:25:36,080 --> 00:25:41,160
+يجب كتير إنما في شركات ما بقدر أنا أصل لها بطرق
+
+285
+00:25:41,160 --> 00:25:46,180
+مباشرة بدي genetic algorithm لأن مثالي لأن هذا هو
+
+286
+00:25:46,180 --> 00:25:51,920
+عبارة عن .. نفترض إن محطة توليد كهربا و فيها عدة
+
+287
+00:25:51,920 --> 00:25:56,080
+مولدات كل مولد بنسميه unit و ال units هذي بتحتاج
+
+288
+00:25:56,080 --> 00:26:00,500
+إلى الصيانة okayتحتاج إلى صيانة لأن لما بيصير عندي
+
+289
+00:26:00,500 --> 00:26:04,360
+انا لازم اعمل صيانة لازم اواجه ال unit تمام؟ لما
+
+290
+00:26:04,360 --> 00:26:07,860
+اواجه ال units انا عندي سبعة units total معناه
+
+291
+00:26:07,860 --> 00:26:11,980
+دلوقتي انت اجمالي الطاقة اللي انا بدي انتجها بدي
+
+292
+00:26:11,980 --> 00:26:16,100
+جل تمام؟ انا لازم اعمل maintenance عشان احافظ على
+
+293
+00:26:16,100 --> 00:26:21,940
+استمرار عمل هذا اللي تمام؟ فانا لما بجل okay طالما
+
+294
+00:26:21,940 --> 00:26:28,230
+انه مجلش عن حجم اجمال الطاقة المنتج مجلش عناللي هو
+
+295
+00:26:28,230 --> 00:26:33,510
+ال maximum المقلوب مني ماشي يعني انا اذا اليوم بدي
+
+296
+00:26:33,510 --> 00:26:38,890
+اواجف .. بدي اواجف واحد من ال units اذا في اليوم
+
+297
+00:26:38,890 --> 00:26:42,230
+هذا هيبقى فيه .. اذا احنا شتاء ولا ده وفي استهلاك
+
+298
+00:26:42,230 --> 00:26:45,870
+كبير المفروض انا مواجفش ال unit لو الا بس في عندي
+
+299
+00:26:45,870 --> 00:26:50,890
+عجزة okay عملية ال .. ال .. ال .. كمية الاستهلاك
+
+300
+00:26:50,890 --> 00:26:54,010
+او كمية الطلب على الكهربا بتتراح في داخل اليوم
+
+301
+00:26:54,010 --> 00:27:00,210
+الواحد يعني لو انا في عنديهو انا بدى اجسم اليوم
+
+302
+00:27:00,210 --> 00:27:05,310
+الواحد اجسمه
+
+303
+00:27:05,310 --> 00:27:13,770
+لاربع فترات او خليني اقول intervals I1 I2 I3 I4 في
+
+304
+00:27:13,770 --> 00:27:17,590
+هذا ال interval مثلا من الساعة تمانية من الساعة
+
+305
+00:27:17,590 --> 00:27:23,690
+اتماشى الصبح العام الى تمانية من تمانية الى جداش
+
+306
+00:27:23,690 --> 00:27:31,140
+خليني اقول الستةمن 0 ل 6 من 6 ل 12 من 12 ل 6 من 6
+
+307
+00:27:31,140 --> 00:27:38,620
+ل 24 هدولة أربع فترات زمانية كل واحدة ال peak
+
+308
+00:27:38,620 --> 00:27:46,160
+maximum المطلوب غير يعني هنا أقصى حد مطلوب مختلف
+
+309
+00:27:46,160 --> 00:27:48,200
+عن هنا يعني هو ماعطينا هنا في
+
+310
+00:27:56,070 --> 00:28:02,710
+بالمثال هذا بال ميجا واط في الانترفال هذا مطلوب ما
+
+311
+00:28:02,710 --> 00:28:06,990
+لا يقل عن 80 ميجا واط هنا 90 هنا بنزل شوية هنا
+
+312
+00:28:06,990 --> 00:28:13,970
+برجع برتفع شوية okay فانا الآن لو
+
+313
+00:28:13,970 --> 00:28:18,750
+بدي اعمل scheduling لكل واحدة عندي انا سبع units
+
+314
+00:28:18,750 --> 00:28:20,250
+عندي انا سبع units
+
+315
+00:28:26,040 --> 00:28:30,620
+بدأ أعمل scheduling أنه
+
+316
+00:28:30,620 --> 00:28:35,520
+كل unit أحدد وقت إيش أعمل لها maintenance كل unit
+
+317
+00:28:35,520 --> 00:28:40,820
+أحدد وقت إيش أعمل لها maintenance فإيش بتخيل يكون
+
+318
+00:28:40,820 --> 00:28:46,780
+ال schedule schedule
+
+319
+00:28:46,780 --> 00:28:49,400
+أنه بدأ أحط ال units اللي عندي
+
+320
+00:29:02,220 --> 00:29:06,700
+لا أستطيع أن أعمل مستطالية تالتة خلاص سأضع ال
+
+321
+00:29:06,700 --> 00:29:10,860
+units و أقول هذه ال units سأعملها maintenance في
+
+322
+00:29:10,860 --> 00:29:14,800
+ال interval اي واحد من ال intervals هذه سأعملها
+
+323
+00:29:14,800 --> 00:29:19,160
+maintenance في ال interval الأول هذه سأعملها
+
+324
+00:29:19,160 --> 00:29:23,220
+maintenance في ال interval التاني هذه في الأول
+
+325
+00:29:23,220 --> 00:29:31,070
+ماشي وهذه في التالت وهذه في الأول وهذه في الرابعو
+
+326
+00:29:31,070 --> 00:29:34,750
+هذه كمان برضه في اللعبة هذا يصلح ان يكون schedule
+
+327
+00:29:34,750 --> 00:29:40,570
+فاكر فيه قبل ما تتجاوب انا هنا المطلوب ان انا اعمل
+
+328
+00:29:40,570 --> 00:29:46,350
+scheduling اعمل جدول زمني احدد كل واحدة من ال
+
+329
+00:29:46,350 --> 00:29:52,070
+units وقت ايش بدي اعملها maintenance متى ما قررت
+
+330
+00:29:52,070 --> 00:29:54,230
+ان اعملها maintenance معناه انك بتطفي طول ال
+
+331
+00:29:54,230 --> 00:29:57,570
+interval طول الفترة هذه ال 6 ساعات هتبقى طافية مش
+
+332
+00:29:57,570 --> 00:30:03,630
+هترجع تشغل تاني في نص الهدفيولد واحد انا الان هنا
+
+333
+00:30:03,630 --> 00:30:07,770
+قاعد بقول ان هاي واحد من هذا is a possible
+
+334
+00:30:07,770 --> 00:30:12,530
+solution او possible schedule كيف؟ مش possible
+
+335
+00:30:12,530 --> 00:30:16,210
+يعني ليش مش possible؟ لأن يولد واحد انا هنا لأن
+
+336
+00:30:16,210 --> 00:30:20,990
+ايش؟ يولد واحد او تلاتة تلاتة مع واحد تلاتة تلاتة
+
+337
+00:30:20,990 --> 00:30:25,370
+انا في ال interval الأول حط في تلاتة وحط في اربعة
+
+338
+00:30:25,370 --> 00:30:29,110
+واحد وحط في خمسة طب انا غلط ايش المشكلة في ذلك؟
+
+339
+00:30:29,200 --> 00:30:33,400
+ممكن تبطل الفترة لأ بضل عندى انا الاربعين
+
+340
+00:30:33,400 --> 00:30:38,400
+والستانين شغالين بس بجل ال .. بجل اه السؤال هل
+
+341
+00:30:38,400 --> 00:30:43,140
+هيجل عن الحد المطلوب ولا لأ انا لازم اعرف عشان
+
+342
+00:30:43,140 --> 00:30:48,060
+اقرر اذا كان هذا معقول ولا مش معقول اعرف كده اش
+
+343
+00:30:48,060 --> 00:30:52,660
+اصلا الطاقة الإجمالية للاربعة التانين تمام يعني
+
+344
+00:30:52,660 --> 00:30:57,930
+اذا انا اذا انا طفيت التلاتة هدولةإذا طفيت التلاتة
+
+345
+00:30:57,930 --> 00:31:01,790
+دولة في ال interval الأول بدي أعرف الأربعة التانين
+
+346
+00:31:01,790 --> 00:31:05,750
+اللي هيكونوا شجرين إجمال ال power تبعهم هل هيقيني
+
+347
+00:31:05,750 --> 00:31:10,730
+80 ولا أجالي إذا أجالي بجالي ماصبوطش صح فهذا
+
+348
+00:31:10,730 --> 00:31:13,810
+الكلام لازم أعرفه من الجدولة هذا الجدولة هذا بيقول
+
+349
+00:31:13,810 --> 00:31:18,710
+لي كل واحدة من ال units جداش إيش القدرة تبعتها
+
+350
+00:31:18,710 --> 00:31:25,490
+okay تمامجداش القدرة تبعك يعني مثلا الآن على حسب
+
+351
+00:31:25,490 --> 00:31:30,750
+هذه التوزيعة مين رضال انا شطبت انا شطبت هذه واحد
+
+352
+00:31:30,750 --> 00:31:39,010
+وشطبت تلاتة وشطبت مين خمسة ايش رضال رضال هذا و هذا
+
+353
+00:31:39,010 --> 00:31:45,290
+و هذا و هذا جداش مجموعة .. جداش مجموعة ماية تلاتين
+
+354
+00:31:45,290 --> 00:31:51,210
+بالظبط تمانين بالظبط طلع تمانين يبقى لنا بخير تمام
+
+355
+00:31:51,530 --> 00:31:55,210
+يقول انا بخير يقول انا عندي اللي باجين بيكفوا هذا
+
+356
+00:31:55,210 --> 00:31:57,790
+ال maximum هذا ال maximum load المطلوبة يعني انا
+
+357
+00:31:57,790 --> 00:32:02,890
+عمليا ممكن ما .. ما .. ما .. مايكونش الساحب شبكة
+
+358
+00:32:02,890 --> 00:32:06,910
+الكهربا يكون الساحب تبعها 80 صح ولا لأ فاحنا
+
+359
+00:32:06,910 --> 00:32:10,310
+دلوقتي نخلينا نحكي في شغل اسمه ال reserve ايش ال
+
+360
+00:32:10,310 --> 00:32:15,250
+reserve ال reserve اللي هو الكمية الفائضة عن ال
+
+361
+00:32:15,250 --> 00:32:19,370
+maximum المطلوب مني يعني هنا ال reserve zero فإذا
+
+362
+00:32:19,370 --> 00:32:22,840
+انا عملت ال schedule هذاهيكون ال reserve zero
+
+363
+00:32:22,840 --> 00:32:27,500
+بينما لو .. لو خلتها تشغالة و رحلتها لل interval
+
+364
+00:32:27,500 --> 00:32:30,180
+رقم اتنين خلت الصيانة تبعتها في ال interval رقم
+
+365
+00:32:30,180 --> 00:32:34,020
+اتنين ايش معنى ذلك؟ يعني انا اتحط فيه بس واحد و
+
+366
+00:32:34,020 --> 00:32:37,200
+تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة
+
+367
+00:32:37,200 --> 00:32:37,220
+و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة و
+
+368
+00:32:37,220 --> 00:32:37,220
+واحد و تلاتة و واحد و تلاتة و واحد و تلاتة و واحد
+
+369
+00:32:37,220 --> 00:32:38,460
+و تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و
+
+370
+00:32:38,460 --> 00:32:47,020
+تلاتة و واحد و تلاتة و واحد و تلاتة و واحد و تلاتة
+
+371
+00:32:47,020 --> 00:32:55,170
+و واحد و تلاتة و واحد وتمام؟ صار عندى خمسة عشر زرع
+
+372
+00:32:55,170 --> 00:32:58,190
+هذا كله حتى الآن مش genetic algorithm بس احنا
+
+373
+00:32:58,190 --> 00:33:04,130
+بنحلل في المسألة في ال problem مظبوط ولا لا؟بس فهم
+
+374
+00:33:04,130 --> 00:33:06,930
+عناصر المسألة .. عناصر المسألة ان انا فيه اندي ب
+
+375
+00:33:06,930 --> 00:33:09,770
+power plan محطة توليد القيادة القابلة فيها سبعة
+
+376
+00:33:09,770 --> 00:33:12,270
+units والسبعة units هدولة بحتاجوا maintenance
+
+377
+00:33:12,270 --> 00:33:16,890
+باستمرار فانا محتاج اعمل scheduling لل maintenance
+
+378
+00:33:16,890 --> 00:33:22,790
+ماجيش فجأة أستنى لما يعطل لازم أعمل maintenance بس
+
+379
+00:33:22,790 --> 00:33:25,590
+بدي أجدولي ال maintenance بحيث انه لما نقط في واحد
+
+380
+00:33:25,590 --> 00:33:30,210
+عشان أصلبه أضلني في السليم أضلني إما على جدر
+
+381
+00:33:30,210 --> 00:33:35,420
+المطلوب أو أكثر حتى كمانصح ولا لأ؟ هنا حاسيب أكتر
+
+382
+00:33:35,420 --> 00:33:38,940
+الان انا بدي ال genetic algorithm هي اللي تقررلي
+
+383
+00:33:38,940 --> 00:33:42,400
+ال schedule بني ال genetic algorithm هي اللي
+
+384
+00:33:42,400 --> 00:33:47,340
+تقررلي ال schedule بمعنى ان هي تشوف ايش ال
+
+385
+00:33:47,340 --> 00:33:52,460
+schedules المحتملة بشكل random و بعدين تعملها
+
+386
+00:33:52,460 --> 00:33:56,860
+evaluation و بعدين تحسن و تحسن لحدين تقوللي هذا ال
+
+387
+00:33:56,860 --> 00:34:01,650
+schedule هو أحسن scheduleهذا schedule هو احسن
+
+388
+00:34:01,650 --> 00:34:06,410
+schedule هيعطيك ايش اعلى قدر من ال reserve و لا لا
+
+389
+00:34:06,410 --> 00:34:12,830
+من كيف اقيم انا ال schedules كل ما عيد ال reserve
+
+390
+00:34:12,830 --> 00:34:16,750
+بيبقى احسن عشان انا ابقى secure ليش هال secure في
+
+391
+00:34:16,750 --> 00:34:21,570
+حالة امان من ال .. تمام طيب ايش نسوي الان هذه
+
+392
+00:34:21,570 --> 00:34:26,870
+الصيغة لل chromosome مقبولة مقبولة كصيغة بس
+
+393
+00:34:26,870 --> 00:34:31,150
+المشكلة ان الألقام هذه واحد اتنين و تلاتة و ..هو
+
+394
+00:34:31,150 --> 00:34:35,670
+اربعة بدنا نحولها ل binary ايش رايكم عادى بسيطة
+
+395
+00:34:35,670 --> 00:34:39,470
+جدا بنحط
+
+396
+00:34:39,470 --> 00:34:45,530
+اربعة bits بس يلا ان دي ال chromosome كله binary
+
+397
+00:34:45,530 --> 00:34:49,570
+بس يلا ان دي بسهولة بستخدم ال crossover بستخدم ال
+
+398
+00:34:49,570 --> 00:34:56,850
+mutation مظبوط فعمليا هو اعمل نفس ال killerانه
+
+399
+00:34:56,850 --> 00:35:03,250
+جايب كروموزوم كروموزوم و scheduling problem كل
+
+400
+00:35:03,250 --> 00:35:10,330
+unit جاي في مكانها و ال .. ال interval اللي هتنطفى
+
+401
+00:35:10,330 --> 00:35:15,410
+فيه معبر عنه بشكل إيش؟
+
+402
+00:35:15,410 --> 00:35:22,490
+binary .. binary لأ مش بالظبط .. مش بالظبط .. مش
+
+403
+00:35:22,490 --> 00:35:27,670
+بالظبطما أكبر عن أيش ال intervals اللي هتنطفى فيهم
+
+404
+00:35:27,670 --> 00:35:32,610
+يعني هذه ال unit هتنطفى في واحد في ال interval
+
+405
+00:35:32,610 --> 00:35:37,210
+الأول و في ال interval التاني هذه هتنطفى في ال
+
+406
+00:35:37,210 --> 00:35:40,830
+interval التالت و في ال interval الرابع هذه هتنطفى
+
+407
+00:35:40,830 --> 00:35:45,260
+بس في ال interval الرابعواضح ؟ اه مش زي ما انا
+
+408
+00:35:45,260 --> 00:35:49,060
+عملت انا اللي عملته هنا ال unit بتنطفى في interval
+
+409
+00:35:49,060 --> 00:35:55,800
+واحد بس هنا لأ هنا بسمح ان ال unit ممكن تنطفى في
+
+410
+00:35:55,800 --> 00:35:59,220
+اي تشكيل من ال intervals يعني ممكن اطفيها في هدول
+
+411
+00:35:59,220 --> 00:36:03,900
+ال intervals مع بعض اه صحيح لإن ممكن عملت الصيانة
+
+412
+00:36:03,900 --> 00:36:09,560
+تاخد وجه اطول ما تكفيها في ست ساعات صح ممكن تحتاج
+
+413
+00:36:09,560 --> 00:36:15,180
+ست ساعات وكمان الست اللي بعد يومواضح فهنا التشكيلة
+
+414
+00:36:15,180 --> 00:36:22,500
+هذا بتسمح ان انا اطفي ال unit في اكتر من one
+
+415
+00:36:22,500 --> 00:36:26,240
+interval هنا التاني و التالت هنا التالت و الرابع
+
+416
+00:36:26,240 --> 00:36:33,120
+هنا بس الرابع هنا بس الأول ماشي الحال ماشي خلاف
+
+417
+00:36:33,120 --> 00:36:37,240
+كبير و لأ الآن ايش اللي بيصير بيصير في نوع من ال
+
+418
+00:36:37,240 --> 00:36:47,130
+evaluation how do we evaluateالجودة هذا الكرومزوم
+
+419
+00:36:47,130 --> 00:36:51,070
+دعونا نرى عندما تبقى مطفية هذه ال unit مطفية في
+
+420
+00:36:51,070 --> 00:36:56,870
+هذا و في هذا كم مقدار الخسارة في الطاقة صح ؟ ال
+
+421
+00:36:56,870 --> 00:37:03,710
+unit هذه كم قدرتها عشرين
+
+422
+00:37:03,710 --> 00:37:09,430
+انا هفقد عشرين في ال interval التاني و التالت برضه
+
+423
+00:37:09,430 --> 00:37:15,830
+عشرينصح؟ فإحنا الآن ممكن نيجي نقيم ال chromosome
+
+424
+00:37:15,830 --> 00:37:18,750
+هذا على أساس كل interval لحاله أقول ال interval
+
+425
+00:37:18,750 --> 00:37:25,650
+الأولاني مين هيبقى شغال؟ هذه هتبقى شغالة وهذه
+
+426
+00:37:25,650 --> 00:37:31,690
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+427
+00:37:31,690 --> 00:37:35,050
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+428
+00:37:35,050 --> 00:37:37,230
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+429
+00:37:37,230 --> 00:37:37,230
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة وهذه
+
+430
+00:37:37,230 --> 00:37:40,070
+هتبقى شغالة وهذه هتبقى شغالة وهذه هتبقى شغالة
+
+431
+00:37:45,710 --> 00:37:53,450
+أربعين صح خلاص أربعين أربعين على طول زالد مين كمان
+
+432
+00:37:53,450 --> 00:38:04,270
+هيدا طافي سبعة جداش طاقة تبعتها عشرة بيساوي خمسين
+
+433
+00:38:04,270 --> 00:38:09,170
+ميجا وات هدولة هخسرهم في ال interval الأول مظبوط
+
+434
+00:38:09,170 --> 00:38:14,860
+ال interval التانيتتحسب نفس الاشياء الـ interval
+
+435
+00:38:14,860 --> 00:38:19,800
+التاني هذي هتروح هذي لأ هذي لأ هذي لأ هذي هتروح
+
+436
+00:38:19,800 --> 00:38:24,040
+هذي لأ هذي لأ طبعا إذا بس هذولا التنتين اللي
+
+437
+00:38:24,040 --> 00:38:32,480
+هيروحوا في ال interval التاني خمسة و واحد واحد
+
+438
+00:38:32,480 --> 00:38:40,960
+وخمسة مصبوط؟ كدهش؟ أشرين وخمستانش خمس تلاتين
+
+439
+00:38:49,380 --> 00:38:54,780
+المثلة في الكتاب أوضح بس
+
+440
+00:38:54,780 --> 00:39:04,980
+احنا جربنا يعني من الخلاصة اللي هو انه احنا ركزوا
+
+441
+00:39:04,980 --> 00:39:05,920
+معايا بس شويه صغيرة
+
+442
+00:39:13,230 --> 00:39:18,510
+شايفين الأربع أسطورة دولة هذه حسبت في ال interval
+
+443
+00:39:18,510 --> 00:39:23,970
+الأول جداش احنا خسرنا بسبب هذا ال schedule بسبب
+
+444
+00:39:23,970 --> 00:39:30,090
+هذا ال schedule المطروح خمسين هذا خمس و تلاتين في
+
+445
+00:39:30,090 --> 00:39:32,910
+ال interval الأول خمسين في ال interval التاني خمس
+
+446
+00:39:32,910 --> 00:39:35,430
+و تلاتين في ال interval التالت خمسين و في الأخير
+
+447
+00:39:35,430 --> 00:39:44,220
+خمسين تمام؟ الآن أنا بدي أقيمأنا عندى الطاقة
+
+448
+00:39:44,220 --> 00:39:51,320
+الإجمالية 150 لكل محطة بسبب
+
+449
+00:39:51,320 --> 00:39:57,220
+هذا ال schedule سأخسر في ال interval الأول يبقى
+
+450
+00:39:57,220 --> 00:40:05,800
+قد مية فى التانى 115 خلّيها
+
+451
+00:40:05,800 --> 00:40:06,980
+تلحس بمرة أخرى
+
+452
+00:40:16,570 --> 00:40:21,130
+هيبقى معايا جداش 100 هيبقى معايا 115 هيبقى معايا
+
+453
+00:40:21,130 --> 00:40:24,630
+100 هيبقى معايا 100 في ال interval في كل واحد من
+
+454
+00:40:24,630 --> 00:40:28,530
+ال intervals لأن إذا أنا بعرف إنه أنا مطلوب مني في
+
+455
+00:40:28,530 --> 00:40:36,690
+ال interval الأول 80 يبقى جداش ال reserve صح
+
+456
+00:40:36,690 --> 00:40:42,070
+إذا في ال interval التاني أنا مطلوب مني في الساقين
+
+457
+00:40:42,070 --> 00:40:47,680
+يبقى جداش ال reserve 25إذا أنا بقى في ال interval
+
+458
+00:40:47,680 --> 00:40:55,880
+تالت مطلوب مني 65 مجددش reserve فى الرابع مطلوب
+
+459
+00:40:55,880 --> 00:41:03,700
+مني 70 وعندي 100 تمام هيك أنا صار عندى تقييم لل
+
+460
+00:41:03,700 --> 00:41:07,600
+chromosome أنه هيعطينى reserve هالجدر ال
+
+461
+00:41:07,600 --> 00:41:12,320
+chromosome اللى بده يعطينى reserve بالمعنص مرفوض
+
+462
+00:41:12,320 --> 00:41:18,360
+أصلا تمام مرفوض أصلافانا الآن وصلت لنقطة اللي هي
+
+463
+00:41:18,360 --> 00:41:25,860
+انه بقى قايم بطريقة تقييم الكروموزومات فافضل
+
+464
+00:41:25,860 --> 00:41:29,380
+كروموزوم هو الكروموزوم اللي مافيش فيه ال Linus و
+
+465
+00:41:29,380 --> 00:41:33,520
+اللي بقينه رزروات عالية إجمالي رزر عالي صح ولا لأ؟
+
+466
+00:41:33,520 --> 00:41:37,900
+يبقى خلاص القالية الآن بدها تمشي باللي احنا بنعرفه
+
+467
+00:41:37,900 --> 00:41:44,520
+انه we generate ال chromosomes صح؟و اختار الكمزون
+
+468
+00:41:44,520 --> 00:41:51,580
+بالحسبة هذه تمام بناء على ال evaluation نختار منهم
+
+469
+00:41:51,580 --> 00:41:57,220
+عشان ندخل نعمل cross over صح نعمل cross over عادي
+
+470
+00:41:57,220 --> 00:42:01,020
+انا هندي الكمزون طوله جداش اربعة في سبعة تمانية
+
+471
+00:42:01,020 --> 00:42:07,090
+عشرين bit بقدر احط البقدر أحط نقطة الفصل أو حتى
+
+472
+00:42:07,090 --> 00:42:11,150
+أستخدم نقطتين فصل يجوز ولا لأ هاي ال chromosome
+
+473
+00:42:11,150 --> 00:42:16,990
+وهي التاني بقى أفصلهم عند محورين و بقى أبدل هذا
+
+474
+00:42:16,990 --> 00:42:22,810
+بدل هذا واضح؟ بس خلي بالك بقدرش أحط نقطة الفصل
+
+475
+00:42:22,810 --> 00:42:29,310
+بداخل ال unit مظبوط؟ لازم على حدود ال units صحيح؟
+
+476
+00:42:29,310 --> 00:42:37,030
+المهم أن أنا بعملالـ crossover برضه بناء على ال
+
+477
+00:42:37,030 --> 00:42:41,110
+probability و برضه كمان بعمل mutation برضه بناء
+
+478
+00:42:41,110 --> 00:42:44,750
+على ال probability و بعيد الكرة مرة و مرة و مرة
+
+479
+00:42:44,750 --> 00:42:50,050
+إلى أن أصل إلى ايش chromosomes اللي بتعطيني افضل
+
+480
+00:42:50,050 --> 00:42:55,930
+reserve المحاضرة الجاية بنشوف تطبيقين اخرين لا ال
+
+481
+00:42:55,930 --> 00:42:56,730
+genetic algorithm
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY.srt
new file mode 100644
index 0000000000000000000000000000000000000000..358b018eadbadb7549396baf9c4905aa6673db69
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY.srt
@@ -0,0 +1,1756 @@
+1
+00:00:21,260 --> 00:00:24,320
+المحاضرة هذه، إن شاء الله، نحن ننتقل إلى موضوع
+
+2
+00:00:24,320 --> 00:00:29,380
+جديد، وهو الـ data mining.  لكن قبل ذلك، سنُراجع على
+
+3
+00:00:29,380 --> 00:00:34,540
+الفuzzy
+
+4
+00:00:34,540 --> 00:00:39,500
+evolutionary systems، الذي كان موضوع المحاضرة
+
+5
+00:00:39,500 --> 00:00:43,820
+الماضية، والذي يُدمج ما بين تقنية الـ fuzzy و
+
+6
+00:00:43,820 --> 00:00:46,340
+وما بين الـ genetic algorithm، وهي تقنية الـ
+
+7
+00:00:46,340 --> 00:00:50,740
+evolutionary.  فكان المثال عندنا أننا
+
+8
+00:00:51,450 --> 00:00:57,810
+الهدف كان في المثال أن نستخلص
+
+9
+00:00:57,810 --> 00:01:02,730
+أفضل مجموعة من الـ rules، أفضل مجموعة من الـ rules
+
+10
+00:01:02,730 --> 00:01:06,870
+التي يمكن استخدامها في الـ fuzzy system، الـ fuzzy
+
+11
+00:01:06,870 --> 00:01:10,550
+system هو في نهاية الأمر نظام قائم على قواعد fuzzy، هو عبارة عن rule
+
+12
+00:01:10,550 --> 00:01:14,250
+based system، لكن القواعد فيه fuzzy، بمعنى أنه في
+
+13
+00:01:14,250 --> 00:01:18,650
+لها fuzzy sets وفيها certainty factors في الـ
+
+14
+00:01:18,650 --> 00:01:24,010
+conclusion. فالـ... نقول لو كان عندي أنا المسألة
+
+15
+00:01:24,010 --> 00:01:30,050
+بسيطة، وأستطيع أن أحصل على الـ rules كلها في تسعة
+
+16
+00:01:30,050 --> 00:01:35,330
+rules، ممكن تنتهي المسألة عند هذا الحد، أنني
+
+17
+00:01:35,330 --> 00:01:41,860
+أعتمد على... حساب الـ strength الخاصة بكل class عندي.
+
+18
+00:01:41,860 --> 00:01:45,140
+عندي هنا مثلاً، في المثال كان two classes، two
+
+19
+00:01:45,140 --> 00:01:49,280
+classes، بناءً على البيانات المتوفرة لدي، حسب الـ
+
+20
+00:01:49,280 --> 00:01:53,730
+strength الخاصة بكل واحد من الـ two classes في كل، في كل
+
+21
+00:01:53,730 --> 00:01:57,190
+جزئية
+
+22
+00:01:57,190 --> 00:02:06,630
+من الجزئيات التي في الـ system، وآخذ الـ class
+
+23
+00:02:06,630 --> 00:02:10,890
+الـ strongest، وآخذه على أنه هو الـ conclusion لهذا
+
+24
+00:02:10,890 --> 00:02:14,830
+الـ partition، وبعدين نحسب الـ certainty factor.
+
+25
+00:02:17,950 --> 00:02:22,090
+وتبقى القضية عند هذه التسعة rules، لكن حتى وإن
+
+26
+00:02:22,090 --> 00:02:27,050
+حددنا التسعة rules وحسبنا الـ certainty factors
+
+27
+00:02:27,050 --> 00:02:30,590
+الخاصة بها، أظن أنني لست متأكداً إذا كانت هذه الـ rules
+
+28
+00:02:30,590 --> 00:02:36,030
+كلها تُستخدم أم لا. هذا هو الهدف، حتى لو
+
+29
+00:02:36,030 --> 00:02:41,790
+استخدمت كلها، أنا قد أدخل البيانات ولا أحصل على
+
+30
+00:02:41,790 --> 00:02:45,550
+النتائج الصحيحة، لا أحصل على النتيجة الصحيحة التي تعطيني
+
+31
+00:02:45,550 --> 00:02:51,890
+دائماً نتائج صحيحة بنسبة 100%، فمن هنا تأتي الحاجة إلى الـ
+
+32
+00:02:51,890 --> 00:02:55,930
+genetic algorithm، في أن... أن... هي ستساعدني في
+
+33
+00:02:55,930 --> 00:03:03,860
+اختيار مجموعة الـ rules التي ستكون فعلاً الأَولى والمعبرة
+
+34
+00:03:03,860 --> 00:03:10,820
+عن القرار، كيف يُتخذ القرار الصحيح، مجموعة الـ rules التي فعلاً تعطيني ما لها لزوم و
+
+35
+00:03:10,820 --> 00:03:16,260
+باقي الـ rules التي ليس لها لزوم تُستبعد. هذا هو الهدف، 
+
+36
+00:03:16,260 --> 00:03:21,040
+الـ rules هذه تعطيني نتائج صحيحة باستمرار، فأتي دور
+
+37
+00:03:21,040 --> 00:03:29,660
+الـ genetic algorithm. الـ genetic algorithm هي عملية اختيار
+
+38
+00:03:29,660 --> 00:03:34,920
+القواعد، كيف يعني اختيار القواعد؟ قلنا أننا نقوم بعمل
+
+39
+00:03:34,920 --> 00:03:39,120
+مجموعة كبيرة من الـ rules، التي رمزنا لها برمز S
+
+40
+00:03:39,120 --> 00:03:46,420
+الأول، وقلنا أن هذا يتكون من... وهو مجموعة الـ sets
+
+41
+00:03:46,420 --> 00:03:55,720
+of rules الخاصة بكل واحد من الـ cases: K1, K2, ...
+
+42
+00:03:55,720 --> 00:04:00,540
+كلهم معاً بشكل مجموعة الـ rules التي يتم
+
+43
+00:04:16,260 --> 00:04:20,660
+اختيار منها. الكروموسوم الواحد في كتابة الـ
+
+44
+00:04:20,660 --> 00:04:24,660
+algorithm سيكون عبارة عن binary chromosome، الذي
+
+45
+00:04:24,660 --> 00:04:32,780
+مقابل كل rule number، يُشير ما إذا كان الـ rule داخلاً
+
+46
+00:04:32,780 --> 00:04:40,620
+أم لا، أو ليس له أهمية في القرار، ليس له
+
+47
+00:04:40,620 --> 00:04:46,990
+أهمية هنا. هذا برغم أنك تضع تحتها خط.  إيش يعني
+
+48
+00:04:46,990 --> 00:04:49,950
+ليس له أهمية؟ يعني أصلاً نحن لا نعرف إذا كان الـ
+
+49
+00:04:49,950 --> 00:04:52,830
+rule هذه له... إذا كان الـ rule هذه، بشرط
+
+50
+00:04:52,830 --> 00:04:58,490
+الخاص به، ونتيجته له دور في اتخاذ القرار.
+
+51
+00:04:58,490 --> 00:05:02,450
+فالـ genetic algorithm ستعمل generation لـ
+
+52
+00:05:02,450 --> 00:05:09,410
+multiple of these chromosomes، مجموعة generations أو
+
+53
+00:05:09,410 --> 00:05:15,550
+population ابتدائية من هذه الـ chromosomes، ومن خلال
+
+54
+00:05:15,550 --> 00:05:19,650
+الـ genetic algorithm، سيتم توليد generation وراء الـ
+
+55
+00:05:19,650 --> 00:05:25,770
+generation أو population وراء الـ population، للوصول
+
+56
+00:05:25,770 --> 00:05:28,770
+إلى أفضل الـ chromosome، يعني الـ chromosome الذي
+
+57
+00:05:28,770 --> 00:05:33,970
+يُعطي أفضل النتائج. كيف تُختبر الـ chromosomes؟ تُختبر
+
+58
+00:05:33,970 --> 00:05:39,650
+بأن...
+
+59
+00:05:41,920 --> 00:05:48,800
+هذه الـ rules التي يشير إليها الـ chromosome تُشكل
+
+60
+00:05:48,800 --> 00:05:51,220
+منها قاعدة المعرفة، وقاعدة المعرفة هذه
+
+61
+00:05:51,220 --> 00:06:00,680
+يتم إدخال البيانات إليها، ويُحسب النتائج، ناتج إدخال
+
+62
+00:06:00,680 --> 00:06:07,370
+البيانات هذه كلها، ونحسب نسبة الصواب ونسبة الخطأ.
+
+63
+00:06:07,370 --> 00:06:09,730
+ما هي نسبة الصواب ونسبة الخطأ؟ يعني كم من الـ
+
+64
+00:06:09,730 --> 00:06:13,310
+بيانات تم تصنيفها بشكل صحيح، وكم من البيانات تم تصنيفها
+
+65
+00:06:13,310 --> 00:06:21,530
+بشكل خاطئ. وهذا هو المقياس. نحن الآن، كما قلنا، نريد
+
+66
+00:06:21,530 --> 00:06:29,950
+أن نبدأ في موضوع جديد، وهو موضوع الـ data mining. الـ
+
+67
+00:06:29,950 --> 00:06:33,800
+data mining يحتوي على محاضرتين، lecture 16 و lecture
+
+68
+00:06:33,800 --> 00:06:40,320
+17، لننتقل
+
+69
+00:06:40,320 --> 00:06:46,900
+إلى المواضيع الفرعية فيه. في البداية، مقدمة.
+
+70
+00:06:46,900 --> 00:06:52,520
+بعدها، أيضاً
+
+71
+00:06:52,520 --> 00:06:56,880
+كجزء من المقدمة، الطرق الإحصائية والبيانات
+
+72
+00:06:56,880 --> 00:07:00,680
+visualization. بعد ذلك، ننتقل إلى الـ principal
+
+73
+00:07:00,680 --> 00:07:06,540
+component analysis.  ثم ننظر إلى أحدث تقنيات الـ data
+
+74
+00:07:06,540 --> 00:07:06,940
+mining.
+
+75
+00:07:42,120 --> 00:07:52,080
+في المحاضرة التالية أو الشرائح التالية، هنا
+
+76
+00:07:52,080 --> 00:07:59,680
+decision trees و
+
+77
+00:07:59,680 --> 00:08:08,720
+قواعد الـ association rules، market
+
+78
+00:08:08,720 --> 00:08:15,460
+basket analysis. هذه النقاط التي نريد التطرق إليها
+
+79
+00:08:15,460 --> 00:08:23,780
+خلال الفترة القادمة. أود أن أبدأ من هنا، أولاً
+
+80
+00:08:23,780 --> 00:08:27,100
+واحدة من هذه التقنيات. هذه عبارة عن data
+
+81
+00:08:27,100 --> 00:08:31,380
+visualization، عبارة عن تقنيات data mining،
+
+82
+00:08:31,380 --> 00:08:38,440
+تقنيات تُستخدم في علم الـ data mining، الـ
+
+83
+00:08:38,440 --> 00:08:44,460
+statistical methods، تُستخدم الـ PCA، تُستخدم في الـ data
+
+84
+00:08:44,460 --> 00:08:46,880
+mining، الـ association rules، والـ market basket
+
+85
+00:08:46,880 --> 00:08:51,160
+analysis تُستخدم. فنحن الآن نريد أن ننتقل إلى أول
+
+86
+00:08:51,160 --> 00:08:56,750
+واحدة منها، أول واحدة سنُطلع عليها، وهي الـ
+
+87
+00:08:56,750 --> 00:09:00,350
+data decision trees. قبل أن نبدأ بالـ decision trees، علينا
+
+88
+00:09:00,350 --> 00:09:07,830
+أن نأخذ فكرة بسيطة عن المقدمة أو من
+
+89
+00:09:07,830 --> 00:09:13,570
+المقدمة، أنا
+
+90
+00:09:13,570 --> 00:09:17,630
+أعتقد أن الكثير منكم لديه فكرة عن الـ data mining من
+
+91
+00:09:17,630 --> 00:09:18,010
+قبل.
+
+92
+00:09:21,280 --> 00:09:24,780
+ممكن نمرّ عليهم سريعاً،  المفاهيم التي في
+
+93
+00:09:24,780 --> 00:09:34,860
+المقدمة، وبعد ذلك نبدأ بالحديث عن الـ data decision
+
+94
+00:09:34,860 --> 00:09:39,960
+trees. أهم شيء بالنسبة لنا الآن هو... أول شيء هو
+
+95
+00:09:39,960 --> 00:09:40,640
+data mining.
+
+96
+00:09:49,990 --> 00:09:55,450
+في أبسط تعريف، ما هو؟ وهو استخراج المعرفة
+
+97
+00:09:55,450 --> 00:10:04,290
+من البيانات، صحيح؟ نعم، على أساس أنه... يوجد فرق بين
+
+98
+00:10:04,290 --> 00:10:07,090
+المعرفة والبيانات. يوجد فرق بين
+
+99
+00:10:07,090 --> 00:10:11,970
+المعرفة والبيانات.  المعرفة مبنية
+
+100
+00:10:11,970 --> 00:10:16,050
+على البيانات، تمام. طيب، ما الفرق الآن بين
+
+101
+00:10:16,050 --> 00:10:20,060
+المعرفة والبيانات؟ أحدهما مبني على الآخر، صحيح.
+
+102
+00:10:20,060 --> 00:10:22,820
+لكن ما هو هذا؟ وما هي البيانات؟ لديك أنت...
+
+103
+00:10:22,820 --> 00:10:28,500
+لديك بيانات من جميع الأنواع، جميع التغيرات، لديك
+
+104
+00:10:28,500 --> 00:10:31,140
+المعرفة التي تُعطيك في النهاية... ما الفائدة من هذه
+
+105
+00:10:31,140 --> 00:10:34,320
+البيانات؟ البيانات لديك مثلاً مئة نوع من البيانات،
+
+106
+00:10:34,320 --> 00:10:39,380
+مئة نوع من البيانات، مئة نوع من البيانات.  نعم. يعني
+
+107
+00:10:39,380 --> 00:10:42,740
+ما الحكمة؟ ماذا أستفيد من هذه البيانات؟
+
+108
+00:10:42,740 --> 00:10:46,560
+معلومات مهمة، information.  ظهر لدينا الآن
+
+109
+00:10:46,560 --> 00:10:49,730
+مصطلح ثالث: البيانات، والمعلومات، والمعرفة.
+
+110
+00:10:49,730 --> 00:10:52,930
+دعونا
+
+111
+00:10:52,930 --> 00:10:57,330
+ببساطة، البيانات والمعلومات، واضح الفرق بينهما.
+
+112
+00:10:57,330 --> 00:11:00,790
+الفرق بين البيانات والمعلومات، مثل ماذا؟
+
+113
+00:11:00,790 --> 00:11:08,490
+البيانات خام، والمعلومات مُصنّعة.  يعني، أعطوني
+
+114
+00:11:08,490 --> 00:11:14,730
+كلاماً أستطيع أن أشرحه لطفل في... دعنا من الأطفال، يعني
+
+115
+00:11:14,730 --> 00:11:19,540
+طالب في السنة الأولى، وأفهمه، ماذا تعني البيانات؟  خيال!  لما
+
+116
+00:11:19,540 --> 00:11:28,160
+أضيف للبيانات سياقاً، ماذا...
+
+117
+00:11:28,160 --> 00:11:32,060
+يعني البيانات خيال؟ بيانات خيال. البيانات ليس لها قيمة
+
+118
+00:11:32,060 --> 00:11:36,940
+لأي غرض. لا، ليس لها قيمة، يعني البيانات
+
+119
+00:11:36,940 --> 00:11:43,300
+غير مترابطة وغير مُفيدة. قطع بيانات، البيانات قطع
+
+120
+00:11:43,300 --> 00:11:48,660
+بيانات، بيانات مثل أن أقول مثلاً، مثلاً، يعني تاريخ
+
+121
+00:11:48,660 --> 00:11:53,360
+الميلاد، هذا في حد ذاته هو قطعة بيانات، التاريخ
+
+122
+00:11:53,360 --> 00:11:57,540
+مثلاً 27/1/1941، مثلاً 9/8/1980. هذا قطعة بيانات، لكن عندما
+
+123
+00:11:57,540 --> 00:12:03,700
+أربطها بقطعة بيانات أخرى، بشخص معين، تصبح هذه معلومة، أن مثلاً فلان
+
+124
+00:12:03,700 --> 00:12:07,960
+فلان، أعرف أن هذا تاريخ ميلاده، لكن ما
+
+125
+00:12:07,960 --> 00:12:13,120
+أهميته؟ أهميته عندما يرتبط بمعلومة أخرى، يصبح لدي
+
+126
+00:12:13,120 --> 00:12:18,500
+أن أقول والله فلان، حسن مثلاً، تاريخ ميلاده هذا، الآن صارت
+
+127
+00:12:18,500 --> 00:12:22,540
+معلومة أم لا؟  طيب، الآن هذه البيانات تبقى مترامية
+
+128
+00:12:28,120 --> 00:12:33,310
+موجودة في جداول قواعد البيانات، وقاعدة البيانات تتيح
+
+129
+00:12:33,310 --> 00:12:39,090
+سهولة في الحصول على معلومات منها، لأن لديك،  يمكنك أن تقول مثلاً، الاستعلامات و
+
+130
+00:12:39,090 --> 00:12:43,970
+التقارير، وهذه وظيفتها جمع هذه البيانات من
+
+131
+00:12:43,970 --> 00:12:48,870
+أماكنها المتفرقة، وتعطيني إياها كقطع من
+
+132
+00:12:48,870 --> 00:12:52,210
+معلومات. يعني، أنظر إلى جدول علامات الطلاب،
+
+133
+00:12:56,210 --> 00:13:00,570
+هذه معلومات أم لا؟ أن فلاناً حصل في الفصل
+
+134
+00:13:00,570 --> 00:13:04,270
+كذا، وفي النهاية كذا، والمجموع كذا، هذه المعلومات
+
+135
+00:13:04,270 --> 00:13:08,790
+تمام، هي موجودة في قاعدة البيانات على شكل قطع من
+
+136
+00:13:08,790 --> 00:13:13,570
+البيانات.  الاستعلامات والتقارير تجمعها وتنظمها في شكل
+
+137
+00:13:13,570 --> 00:13:16,830
+معلومات، لأن هذه المعلومات عندما أرى
+
+138
+00:13:16,830 --> 00:13:21,990
+علامات الطلاب أو أرى أي جدول في العالم، ما الفرق
+
+139
+00:13:21,990 --> 00:13:25,190
+بين أنها معلومات أم... هل هي
+
+140
+00:13:25,190 --> 00:13:29,170
+معلومات أم معرفة؟ ما هو الآن الفرق
+
+141
+00:13:29,170 --> 00:13:33,630
+بين المعلومات والمعرفة؟ المعلومات
+
+142
+00:13:33,630 --> 00:13:38,650
+موجودة في قاعدة البيانات، والمعرفة... خذ بالك،  ما في قاعدة البيانات هو البيانات، وما
+
+143
+00:13:42,560 --> 00:13:46,160
+آخذه من البيانات بـ... إذا... إذا وضعته على شكل
+
+144
+00:13:46,160 --> 00:13:50,800
+جدول كما قلنا، هذه معلومات، لكن ممكن
+
+145
+00:13:50,800 --> 00:13:54,220
+أيضاً أن أعمل عليها معالجة إضافية، وأحاول الحصول على المعرفة.
+
+146
+00:13:54,220 --> 00:13:58,340
+بمعنى أن آخذ منها ليس مجرد معلومات، آخذ منها
+
+147
+00:13:58,340 --> 00:14:02,220
+معرفة،  نحن منذ البداية ونحن نتحدث عن
+
+148
+00:14:02,220 --> 00:14:06,220
+أنظمة قائمة على المعرفة، وقائمة على القواعد، وفي الأنظمة القائمة على القواعد،
+
+149
+00:14:06,220 --> 00:14:08,420
+expert system قلنا فيه أنظمة قائمة على المعرفة وفيها
+
+150
+00:14:08,420 --> 00:14:10,380
+أنظمة...  ما هي المعرفة؟ المعرفة هي
+
+151
+00:14:10,380 --> 00:14:15,500
+المعرفة أو الخبرة المكتسبة مع الزمن، من خلال
+
+152
+00:14:15,500 --> 00:14:20,180
+التجارب.  هذا خبير بشري، لماذا هو خبير؟ لأنه
+
+153
+00:14:20,180 --> 00:14:23,140
+لديه المعرفة،  ما المقصود بالمعرفة؟
+
+154
+00:14:23,140 --> 00:14:28,540
+المقصود بها كيفية التعامل مع حالات معينة، طبعاً
+
+155
+00:14:28,540 --> 00:14:33,420
+هذه القدرة على التعامل مع حالات معينة، هذه
+
+156
+00:14:33,420 --> 00:14:37,320
+جاءت من خلال التجارب. هو من خلال التجارب اكتسب
+
+157
+00:14:37,320 --> 00:14:41,800
+معلومات، وهذه المعلومات ترابطت مع بعضها، وأصبح
+
+158
+00:14:41,800 --> 00:14:47,280
+لديه القدرة على استخلاص... استخلاص ماذا؟ قواعد، أنه في
+
+159
+00:14:47,280 --> 00:14:53,000
+الحالات هذه، في الحالات الفلانية، أفضل خيار أو
+
+160
+00:14:53,000 --> 00:14:57,460
+أفضل قرار هو هذا. هذا هو المعرفة، تمام. يعني
+
+161
+00:14:57,460 --> 00:15:01,640
+أنا عندما أرى جدول الطلاب، يعطيني جدول
+
+162
+00:15:01,640 --> 00:15:07,160
+علامات الطلاب، يعطيني معلومات، لكن من خلال تجربتي
+
+163
+00:15:07,160 --> 00:15:11,960
+السابقة، أستطيع أن أقول والله هذه العلامات، هذه
+
+164
+00:15:11,960 --> 00:15:17,790
+العلامات، أنا من خلال تجربتي أربطها بعلامات
+
+165
+00:15:17,790 --> 00:15:23,170
+الفصل الدراسي.  يعني، أستطيع أن أتنبأ أو أقدر أن
+
+166
+00:15:23,170 --> 00:15:27,210
+الطالب، إذا هذه علاماته في امتحان الفصل الأول،
+
+167
+00:15:27,210 --> 00:15:33,850
+فغالباً، غالباً لن تبتعد كثيراً في النهاية، أو لا؟ فيه
+
+168
+00:15:33,850 --> 00:15:38,530
+يكون لديه هذه المعرفة. المعرفة من خلال
+
+169
+00:15:38,530 --> 00:15:45,150
+خبرتي، وملاحظاتي، وربطي بين هذه المعلومات مع
+
+170
+00:15:45,150 --> 00:15:47,210
+تلك المعلومات، وهذه مع تلك المعلومات، وبعدها مع تلك
+
+171
+00:15:47,210 --> 00:15:49,790
+المعلومات.  فالمعرفة هي عبارة عن الخبرة،
+
+172
+00:15:49,790 --> 00:15:55,490
+الخبرة، أو خلاصة الخبرة، التي عندما تتوفر لدي،
+
+173
+00:15:55,490 --> 00:15:59,690
+أستطيع أن اتخذ قرارات أو أقرر.  واضح، فالـ knowledge هي
+
+174
+00:15:59,690 --> 00:16:07,830
+مستوى أعلى من المعلومات، بمعنى أن الاستنتاجات
+
+175
+00:16:07,830 --> 00:16:12,390
+التي يستنتجها الإنسان، والتي تُستند عليها لاتخاذ
+
+176
+00:16:12,390 --> 00:16:16,790
+قرارات.  عندما نتحدث عن data mining، هدف الـ data mining
+
+177
+00:16:16,790 --> 00:16:23,870
+هو إيصالنا إلى المعرفة من البيانات، بمعنى أننا
+
+178
+00:16:23,870 --> 00:16:29,570
+نستند إلى البيانات في الوصول إلى قدرة على اتخاذ
+
+179
+00:16:29,570 --> 00:16:30,410
+قرارات.
+
+180
+00:16:3
+
+223
+00:19:46,530 --> 00:19:54,570
+من يعني بيانات عن المواطنين، واحنا بدنا نعرف القضية
+
+224
+00:19:54,570 --> 00:19:58,250
+القضية اللي علاقة بالصحة أو بالـ health يعني نشوف
+
+225
+00:19:58,250 --> 00:20:06,550
+إيش الخصائص المواطن اللي ممكن تُشير إلى أن هذا معرض
+
+226
+00:20:06,550 --> 00:20:13,130
+لمرض معين، أو لمرض معين؟ فأنا هاخد من كل الـ data
+
+227
+00:20:13,130 --> 00:20:17,110
+المخزنة عند المواطن، بس ما يعني اللي هو القضايا
+
+228
+00:20:17,110 --> 00:20:22,050
+الصحية أو قضايا المرض اللي أنا بقى لازم نعمل
+
+229
+00:20:22,050 --> 00:20:27,270
+selection للـ data في الأول، ما بين كل الـ data
+
+230
+00:20:27,270 --> 00:20:31,930
+pieces of data اللي موجودة، بس اختار ما يعنيني
+
+231
+00:20:31,930 --> 00:20:38,320
+للهدف، لأن الـ knowledge  اللي بتكون موجّهة لغرض معين
+
+232
+00:20:38,320 --> 00:20:44,120
+أنا بحكي عن knowledge في كل الأمور، تمام؟ لأن هذا
+
+233
+00:20:44,120 --> 00:20:49,620
+الـ selection، أنا بختار جوانب معينة من الـ data الآن
+
+234
+00:20:49,620 --> 00:20:55,200
+جاياني الـ data من عدة مصادر مختلفة، الآن هذه الـ
+
+235
+00:20:55,200 --> 00:21:00,120
+data اللي جاية من مصادر مختلفة، بدي أوحدها في بوتقة
+
+236
+00:21:00,120 --> 00:21:05,730
+واحدة، أو في إطار واحد. هذا الإطار مش بالضروري يكون
+
+237
+00:21:05,730 --> 00:21:11,670
+جدول واحد، لأ، لسه ممكن يكون فيه إيش؟ عدة جداول، ولكن
+
+238
+00:21:11,670 --> 00:21:16,950
+إلها نفس النمط، نفس النمط. لأن هنا ما كانوش نفس النمط
+
+239
+00:21:17,840 --> 00:21:21,640
+الـ Fusion هو الذي سيعطيني مثلًا، إذا كان لدي
+
+240
+00:21:21,640 --> 00:21:26,000
+Database Oracle، وهذا Database MySQL، وواحدة ثانية
+
+241
+00:21:26,000 --> 00:21:30,940
+SQL Server، كل واحدة من الـ database management
+
+242
+00:21:30,940 --> 00:21:36,600
+system يمتلك نمط في تخزين الـ data، الحقول المسمّاة
+
+243
+00:21:36,600 --> 00:21:40,740
+بأسامي مختلفة، والـ data types تبعتها. صح هذا مثلًا، و
+
+244
+00:21:40,740 --> 00:21:42,920
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+245
+00:21:42,920 --> 00:21:43,340
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+246
+00:21:43,340 --> 00:21:43,420
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+247
+00:21:43,420 --> 00:21:44,520
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+248
+00:21:44,520 --> 00:21:44,540
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+249
+00:21:44,540 --> 00:21:45,420
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+250
+00:21:45,420 --> 00:21:45,580
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+251
+00:21:45,580 --> 00:21:45,760
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+252
+00:21:45,760 --> 00:21:46,020
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+253
+00:21:46,020 --> 00:21:48,580
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+254
+00:21:48,580 --> 00:21:51,760
+هذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، وهذا، و
+
+255
+00:21:51,760 --> 00:22:00,280
+هذا، و
+
+256
+00:22:00,280 --> 00:22:00,920
+هذا، و
+
+257
+00:22:07,410 --> 00:22:11,810
+cleansing، شبيه بـ cleaning. cleansing يعني التطهير في
+
+258
+00:22:11,810 --> 00:22:16,650
+الطب. cleansing يعني استخدام مادة مطهرة عشان التعقيم
+
+259
+00:22:16,650 --> 00:22:21,950
+وفي التطهير الأرقي برضه، ethnic cleansing بيقولوا
+
+260
+00:22:21,950 --> 00:22:26,070
+إيش هنا؟ يعني احنا بدنا نشيل من الـ data أي شوائب
+
+261
+00:22:26,070 --> 00:22:32,770
+يعني شوائب زي إيش؟ يعني أي حاجة إيش مش كاملة مثلًا، أو
+
+262
+00:22:32,770 --> 00:22:39,480
+إيش بعيد كتير عن الـ average. يعني كل الطلاب عندي
+
+263
+00:22:39,480 --> 00:22:45,520
+أطوالهم مثلًا، تروح من 171 لـ 190، واحد جاي طوله 240
+
+264
+00:22:45,520 --> 00:22:49,700
+مثلًا، ده أكيد خلل في الإدخال، طبعًا شايف كيف؟ وحتى لو
+
+265
+00:22:49,700 --> 00:22:55,560
+كان حقيقي، هستفيده إيه؟ لأنه بيحوش الـ knowledge تبعتي
+
+266
+00:22:55,560 --> 00:23:00,360
+يعني بيحوش الـ، اسم التجارة تبعنا، okay. في حد من 240
+
+267
+00:23:00,360 --> 00:23:02,760
+مصدّقنيش أنا، يعني okay
+
+268
+00:23:06,850 --> 00:23:12,630
+احنا دلوقتي نحكي على الـ first step، الـ data
+
+269
+00:23:12,630 --> 00:23:17,370
+relevant
+
+270
+00:23:17,370 --> 00:23:23,030
+بس الـ data irrelevant، الـ
+
+271
+00:23:23,030 --> 00:23:29,990
+second
+
+272
+00:23:29,990 --> 00:23:37,040
+step هي الـ fusion، يعني التجميع، and a cleaning or
+
+273
+00:23:37,040 --> 00:23:41,820
+cleansing at
+
+274
+00:23:41,820 --> 00:23:44,880
+this stage, all the relevant data are retrieved
+
+275
+00:23:44,880 --> 00:23:49,060
+from the target database and integrated. redundant
+
+276
+00:23:49,060 --> 00:23:55,680
+بنشيله، inconsistent بنشيله، redundant يعني المكرر
+
+277
+00:23:55,680 --> 00:24:01,580
+inconsistent يعني المتناقض، يعني شغل مش هادف، مش
+
+278
+00:24:01,580 --> 00:24:08,370
+تبعد، يعني إنها تكون حقيقية، يعني متناقض مع باقية
+
+279
+00:24:08,370 --> 00:24:11,650
+الـ data. إذا ما هو بيقولنا إنه واحد يبقى مثلًا طوله
+
+280
+00:24:11,650 --> 00:24:16,550
+تمام، removed from the collection. غير هيك في الـ
+
+281
+00:24:16,550 --> 00:24:19,750
+third step اللي هي transformation. Transformation
+
+282
+00:24:19,750 --> 00:24:25,310
+الآن إيش يعني؟ احنا بدنا نحوّل، نحوّل الـ data
+
+283
+00:24:25,310 --> 00:24:28,650
+كمان هذا ممكن تعتبره consolidation. احنا إيش اللي
+
+284
+00:24:28,650 --> 00:24:31,210
+بدنا نحوله هنا؟ هل مثلًا بدنا نحول الـ integer لـ الـ
+
+285
+00:24:31,210 --> 00:24:34,050
+real، ولا الـ real لـ الـ integer، ولا الـ date لـ الـ
+
+286
+00:24:34,050 --> 00:24:37,190
+string؟ مش هذا المقصود، المقصود إن احنا بدنا نعمل
+
+287
+00:24:37,190 --> 00:24:43,330
+تجميع، يعني بدل مثلًا أنا عندي علامات الطالب في الـ
+
+288
+00:24:43,330 --> 00:24:45,890
+quiz الأول، في الـ quiz الثاني، في الـ mid، في الـ كذا
+
+289
+00:24:45,890 --> 00:24:51,070
+بدي اجمعهم، بدي علامة نهائية للطالب. يعني ممكن يكون
+
+290
+00:24:51,070 --> 00:24:54,610
+الـ data جاياني إن لكل طالب فيه عشرة أو خمس records
+
+291
+00:24:54,610 --> 00:24:58,410
+كل record علامته في جزئية من جزئيات المادة، بدي
+
+292
+00:24:58,410 --> 00:25:03,190
+اجمعهم مع بعض، هذا اسمه إيش؟ consolidation، تمام؟
+
+293
+00:25:03,190 --> 00:25:07,430
+عملية التجميع في أرقام إجمالية. ليش أنا بدي أعمل
+
+294
+00:25:07,430 --> 00:25:10,130
+أرقام إجمالية؟ لأن أنا بدي أستند إلى هذه الأرقام
+
+295
+00:25:10,130 --> 00:25:11,890
+الإجمالية، لأن ما بدي أطلع على كل
+
+296
+00:25:30,970 --> 00:25:37,000
+بجمع على حسب إيش؟ المستوى اللي يعنيني. أنا بدرجة
+
+297
+00:25:37,000 --> 00:25:42,800
+علامة الطالب النهائية في الدرجة العلمية، باخد
+
+298
+00:25:42,800 --> 00:25:49,340
+الإجمال كله. الآن الـ data mining، بعد ما وصلت لهذه
+
+299
+00:25:49,340 --> 00:25:55,120
+المرحلة، بقدر أعمل analysis. بخطوات الأولى هذه، كما
+
+300
+00:25:55,120 --> 00:25:58,580
+نسميها preprocessing، الأولى والثانية والثالثة، الـ
+
+301
+00:25:58,580 --> 00:26:00,400
+selection
+
+302
+00:26:02,220 --> 00:26:11,780
+التنظيف، والتنظيف، كل هذا بسميه preprocessing، إلى أن
+
+303
+00:26:11,780 --> 00:26:17,150
+تجهّز عشان أقدر أعمل analysis. الآن في الـ analysis
+
+304
+00:26:17,150 --> 00:26:21,870
+هنا تيجي، ما أقدر أستخدم أي من الـ techniques هذه حسب
+
+305
+00:26:21,870 --> 00:26:25,350
+حاجتي. إذا والله الـ statistical methods بتلبيلي
+
+306
+00:26:25,350 --> 00:26:29,830
+حاجتي، إن أعمل مثلًا إحصائية ولا كده، والإحصائية هي
+
+307
+00:26:29,830 --> 00:26:34,410
+بتعطيني الـ knowledge، أستشف الـ knowledge اللي أنا
+
+308
+00:26:34,410 --> 00:26:36,690
+بدي إياها، أو الخبر اللي أنا بدي إياه من خلال الإحصائية
+
+309
+00:26:36,690 --> 00:26:40,970
+بكفي وكفى خلاص، وإلا ممكن أعمل PCA، أو أعمل data
+
+310
+00:26:40,970 --> 00:26:44,950
+mining، أو decision tree، أو أعمل أي واحد من الـ
+
+311
+00:26:44,950 --> 00:26:49,150
+techniques الأخرى. الآن هاد الـ data، هاد الـ
+
+312
+00:26:49,150 --> 00:26:52,110
+conclusions بدنا نعملها، interpretation of the
+
+313
+00:26:52,110 --> 00:26:57,890
+results. هاد الـ interpretation معناته أنا بدي أتأكد
+
+314
+00:26:57,890 --> 00:27:02,330
+من إن الـ knowledge هاد فعلاً مطابق للواقع ولا ..
+
+315
+00:27:02,330 --> 00:27:08,170
+ولا لأ؟ إيش يعني لأ؟ يعني عملية الاستنباط اللي كان
+
+316
+00:27:08,170 --> 00:27:13,600
+فيها خلل، إذا ما في مطابقة ما بين الاستنتاجات
+
+317
+00:27:13,600 --> 00:27:16,420
+اللي أنا بستنتجها وما بين الواقع، يبقى فيه خلل
+
+318
+00:27:16,420 --> 00:27:20,700
+يبقى بدي ارجع ثاني، أعدل على الشغل اللي هنا، لحد ما
+
+319
+00:27:20,700 --> 00:27:23,940
+يصير الـ .. لأن الـ interpretation هذا أيضًا ممكن
+
+320
+00:27:23,940 --> 00:27:27,620
+يشتمل على visualization، يعني الـ data اللي بتطلع
+
+321
+00:27:27,620 --> 00:27:38,880
+أشوفها على شكل charts أو أشكال يعني بيانية، تمام؟
+
+322
+00:27:40,160 --> 00:27:46,560
+هذه هي خلاصة الـ data mining steps، لو
+
+323
+00:27:46,560 --> 00:27:49,380
+أردت أن أعمل data mining application، يعني لو أنا
+
+324
+00:27:49,380 --> 00:27:56,240
+مكلّف إننا نعمل system، وهذا الـ system يعطينا دعم
+
+325
+00:27:56,240 --> 00:28:01,670
+لاتخاذ القرار في ناحية معينة، سواء كان مجال تجاري، و
+
+326
+00:28:01,670 --> 00:28:06,610
+لا مجال طبي، ولا مجال حكومي، فالتسلسل الشغل إنه أنا
+
+327
+00:28:06,610 --> 00:28:12,910
+بدي أشوف وين الـ data اللي هتلزمني، وين موجودة، وراح
+
+328
+00:28:12,910 --> 00:28:18,810
+أعمل selection إلها، وأحطها في اللي هو الـ ..
+
+329
+00:28:18,810 --> 00:28:23,730
+أعملها .. أعملها selection، وبعدين أعملها fusion، و
+
+330
+00:28:23,730 --> 00:28:28,120
+cleaning، وأحطها في إطار واحد. بعد ذلك، أعمل أي نوع
+
+331
+00:28:28,120 --> 00:28:34,700
+من الـ consolidation عشان اجمع الـ data كلها في table
+
+332
+00:28:34,700 --> 00:28:38,480
+واحد، أو في cube، إذا سمعتوا بالـ cube. بعد ذلك ابدأ
+
+333
+00:28:38,480 --> 00:28:44,680
+عمليات الـ analysis عليها. طيب، واحد اللي قلنا من
+
+334
+00:28:44,680 --> 00:28:50,340
+عمليات الـ analysis اللي هي الـ decision trees
+
+335
+00:28:53,160 --> 00:29:00,900
+بنطلع على الـ decision
+
+336
+00:29:00,900 --> 00:29:09,440
+trees، وبعدين سنعود ثانية بالنسبة
+
+337
+00:29:09,440 --> 00:29:10,380
+للـ decision trees
+
+338
+00:29:23,000 --> 00:29:32,620
+يعني سلايدات من خارج السلايدات التي تبعت الكتاب، لأني
+
+339
+00:29:32,620 --> 00:29:36,340
+لم أضعها لسه في الـ extra، سأضعها بعد نهاية المحاضرة
+
+340
+00:29:36,340 --> 00:29:46,360
+في عندنا إجماليًا الجدول هذا، هذا الجدول عبارة عن قد
+
+341
+00:29:46,360 --> 00:29:50,280
+يكون هو table موجود في الـ database، أو قد يكون هذا
+
+342
+00:29:50,280 --> 00:29:51,760
+ناتج عملية
+
+343
+00:29:54,180 --> 00:29:59,420
+نتج عن عملية الـ selection، وعملية الـ consolidation، و
+
+344
+00:29:59,420 --> 00:30:02,500
+الـ cleaning، وكله، وصار عندي هذا هو الـ table
+
+345
+00:30:02,500 --> 00:30:06,480
+الإجمالي. هذا الـ table بيجيب، بيقول لي إنه في عندي
+
+346
+00:30:06,480 --> 00:30:11,820
+أنا عدة
+
+347
+00:30:11,820 --> 00:30:19,280
+أشخاص اشتروا أو انعقد عليهم يعني دعاية لكمبيوتر أو
+
+348
+00:30:19,280 --> 00:30:22,360
+لـ system، وبعض منهم اشتروا، وبعض منهم ما اشتراش
+
+349
+00:30:22,360 --> 00:30:28,750
+okay. اللي ما اشتراهش، في عندك هنا no في العمود الأخير
+
+350
+00:30:28,750 --> 00:30:34,830
+واللي اشتراه yes. لأن الأشخاص هذول، جمعت أنا مجموعة
+
+351
+00:30:34,830 --> 00:30:39,280
+من البيانات عنهم، الـ age، الـ income، هل هو student ولا
+
+352
+00:30:39,280 --> 00:30:42,340
+لأ، والـ credit rating. الـ credit rating المقصود
+
+353
+00:30:42,340 --> 00:30:47,020
+فيه، إنه التصنيف الائتماني، بيقولوها بالعربي
+
+354
+00:30:47,020 --> 00:30:53,260
+المقصود فيه، إنه تسجيله في الدين، يعني هل لما بيقترض
+
+355
+00:30:53,260 --> 00:30:59,120
+بيسدد على طول؟ هل عنده ضمان، لو اجى يطلب منك، يطلب من
+
+356
+00:30:59,120 --> 00:31:03,660
+الـ bank card؟ هل عنده ضمانات كافية عشان البنك يعطيه
+
+357
+00:31:03,660 --> 00:31:07,640
+هذه القرض؟ فهذا المقصود بالتصنيف الائتماني. فهناك
+
+358
+00:31:07,640 --> 00:31:12,180
+excellent، وهناك fair. اه، excellent و fair، هدول
+
+359
+00:31:12,180 --> 00:31:18,920
+المستويات. الآن احنا decision tree بساعدني إن أنا
+
+360
+00:31:18,920 --> 00:31:25,440
+من هذا الـ table، أقدر أعمل مجموعة rules بناءً على
+
+361
+00:31:25,440 --> 00:31:30,860
+المعطيات هذه، أعمل مجموعة rules، إن والله إذا هذا
+
+362
+00:31:30,860 --> 00:31:35,970
+أبقى عن records، لشيء حصل إن هدول الناس ما اشتروش
+
+363
+00:31:35,970 --> 00:31:40,230
+هدول اشتروه، بناءً على هذا الكلام. أنت طبعًا تخيّل إنه
+
+364
+00:31:40,230 --> 00:31:43,630
+في الواقع، هيبقى الـ table فيه ربما مش بس العشرة، و
+
+365
+00:31:43,630 --> 00:31:47,950
+لا .. هيبقى فيه مئات .. قريبًا مئات الـ records، وزي
+
+366
+00:31:47,950 --> 00:31:52,130
+ما قلت أنا، هذا الـ table اللي هتستند إليه decision
+
+367
+00:31:52,130 --> 00:31:57,510
+tree، هيكون consolidated من مجموعة من المراحل
+
+368
+00:31:57,510 --> 00:32:02,220
+الأولى اللي هي الـ preprocessing. فإيش قلنا الـ
+
+369
+00:32:02,220 --> 00:32:06,120
+decision tree technique هدفها، هدفها إنه تساعدنا في
+
+370
+00:32:06,120 --> 00:32:10,740
+استخلاص rules، إنه والله إذا هو مرتبط أو أقل من، أو
+
+371
+00:32:10,740 --> 00:32:15,580
+يساوي تلاتين، and هو student، إيش احتمال إنه يشتري؟
+
+372
+00:32:15,580 --> 00:32:21,420
+إيش احتمال إنه ما يشتريش؟ صح، okay. إيش بقى؟ إيش الآن
+
+373
+00:32:21,420 --> 00:32:29,560
+بنعمل؟ أول حاجة، بنعمل أول
+
+374
+00:32:29,560 --> 00:32:35,550
+حاجة بنعملها، احنا الآن في الآخر بدنا نطلع زي هيك
+
+375
+00:32:35,550 --> 00:32:41,170
+classification rules، إنه إذا هو student، إذا مش
+
+376
+00:32:41,170 --> 00:32:45,210
+student، and الـ income تبقى high، and الـ age أقل من
+
+377
+00:32:45,210 --> 00:32:49,470
+تلاتين، فمعناته bias computer، لأ، هذا الـ rule هيك
+
+378
+00:32:49,470 --> 00:32:53,170
+أصيغتها. نفهم إنه مش هيشتري computer. هذا الـ rule
+
+379
+00:32:53,170 --> 00:32:56,410
+بطريقة هي data mining. هذا الـ data mining، لما بعمل
+
+380
+00:32:56,410 --> 00:33:00,030
+data mining، طلعته زي هيك rule. أما تستشعر، تريمي زي
+
+381
+00:33:00,030 --> 00:33:06,890
+كده. decision tree بتاخد قرار، ماشي، تطلع .. يعني الـ
+
+382
+00:33:06,890 --> 00:33:10,750
+rule بيخلف عن القرار. طيب، ما هو بدي آخذ قرار بناءً
+
+383
+00:33:10,750 --> 00:33:15,710
+عليه؟ اه، أنا الآن بدي أعمل القرار تبعي .. بتوفر
+
+384
+00:33:15,710 --> 00:33:20,490
+إجراءات عندك .. كيف؟ decision tree بتوفر عندك
+
+385
+00:33:20,490 --> 00:33:24,950
+خطوات كثيرة، بتوفر خطوات في إيش؟ في اتخاذ القرار، جميل
+
+386
+00:33:24,950 --> 00:33:29,070
+أنا الآن، لما أنا آخذ خلاصة الـ table هذا، وأحطه في
+
+387
+00:33:29,070 --> 00:33:33,750
+rules، مش هذا برضه كمان؟ يعني أنا عندي واحد، والـ
+
+388
+00:33:33,750 --> 00:33:39,590
+بيانات تبعته مسجلة إن هو student، نعم، هو الـ
+
+389
+00:33:39,590 --> 00:33:45,810
+income تبعه high، الـ age تبعه مثلًا أقل من 30، تمام؟
+
+390
+00:33:45,810 --> 00:33:48,390
+عندي البيانات تبعته، وعندي بيانات أخرى. والآن أنا
+
+391
+00:33:48,390 --> 00:33:51,770
+ببدأ أقرر شو اللي .. شو الإجراءات اللي ببدأ أعملها؟
+
+392
+00:33:51,770 --> 00:33:55,610
+إذا عندي أنا .. إذا .. إذا كنت أنا مطّبق الـ rules
+
+393
+00:33:55,610 --> 00:33:59,170
+هذه، إيش بضل؟ إنه أدخل هذا في rule based system
+
+394
+00:33:59,170 --> 00:34:02,810
+اللي هو اللي يحتوي على هذه الـ rules، والـ system
+
+39
+
+445
+00:39:08,350 --> 00:39:12,730
+بدايةً، أني لازم يكون في عندي عدد إحصائي للـ positive
+
+446
+00:39:12,730 --> 00:39:16,450
+و للـ negative، يعني للـ attribute، إيش الـ positive و
+
+447
+00:39:16,450 --> 00:39:21,970
+إيش الـ negative فيها؟ احسب المثال لما أنا بدي أحسبه.
+
+448
+00:39:21,970 --> 00:39:27,850
+احسب للـ attribute student، أنا لازم احسب لكل الـ
+
+449
+00:39:27,850 --> 00:39:33,790
+attributes: student, age، وغيره، وأخذ الـ
+
+450
+00:39:33,790 --> 00:39:37,650
+attribute اللي الـ gain تبعها أعلى، هي اللي على
+
+451
+00:39:37,650 --> 00:39:43,730
+أساسها بدي أعمل إيش؟ أعمل التكسيم أو الـ splitting.
+
+452
+00:39:43,730 --> 00:39:51,830
+فأنا الآن قد الـ student، جدّاش عدد الناس اللي هم
+
+453
+00:39:51,830 --> 00:39:57,270
+positive في فئة الـ student positive من ناحية إيش؟
+
+454
+00:39:57,270 --> 00:40:00,510
+نرجع ثاني.
+
+455
+00:40:08,110 --> 00:40:13,490
+high school positive
+
+456
+00:40:13,490 --> 00:40:18,230
+كم واحد؟ سبعة.
+
+457
+00:40:18,230 --> 00:40:25,010
+آه واحد، اثنين، ثلاثة، أربعة، خمسة، ستة، سبعة، مجدّش.
+
+458
+00:40:25,010 --> 00:40:32,550
+الـ negative الباقي: واحد، اثنين، ثلاثة، أربعة، خمسة، ستة.
+
+459
+00:40:32,550 --> 00:40:41,050
+سبعة، آه يعني مجدّش من الـ positive، هدول اشترى أي
+
+460
+00:40:41,050 --> 00:40:48,410
+واحد. أنا بحسب بس من الـ yes، أي واحد، أي اثنين، أي
+
+461
+00:40:48,410 --> 00:40:54,190
+ثلاثة، أي أربعة، أي خمسة، و هالثانية ستة. الـ
+
+462
+00:40:54,190 --> 00:41:04,350
+student، الآن أنا في عندي yes وفي عندي no، الآن من
+
+463
+00:41:04,350 --> 00:41:12,040
+جماعة الـ yes اللي هم عدّيناهم، كم واحد الـ
+
+464
+00:41:12,040 --> 00:41:21,440
+positive، يعني اشترى، والـ negative يعني ما اشترى، هم
+
+465
+00:41:21,440 --> 00:41:26,840
+كلهم كده؟ student، آسف.
+
+466
+00:41:26,840 --> 00:41:35,180
+الـ yes سبعة، وسبعة، نصف كل
+
+467
+00:41:35,180 --> 00:41:42,050
+الـ yes سبعة، كل الـ no سبعة. كم اشترى من السبعة؟ ستة.
+
+468
+00:41:42,050 --> 00:41:48,030
+كم ما اشترى؟ واحد. من جماعة الـ No، كم واحد
+
+469
+00:41:48,030 --> 00:41:56,270
+اشترى؟ هاي جماعة النصارى.
+
+470
+00:41:56,270 --> 00:41:59,750
+فهي
+
+471
+00:41:59,750 --> 00:42:06,470
+هنا اثنين، واحد.
+
+472
+00:42:06,470 --> 00:42:06,910
+اثنين.
+
+473
+00:42:24,910 --> 00:42:29,150
+هذا الجدول يجب أن تعمله لكل واحد من الـ attributes.
+
+474
+00:42:29,150 --> 00:42:32,370
+لأنه على أساسه يجب أن تحسب الـ gain.
+
+475
+00:42:53,180 --> 00:42:59,780
+بدا اول شيء تجمع الـ positive على المجموع
+
+476
+00:42:59,780 --> 00:43:09,780
+وبعدين الـ negative على المجموع، المعنى
+
+477
+00:43:09,780 --> 00:43:20,820
+إيش؟ الآن هندّي هنا الـ positive كله، الـ
+
+478
+00:43:20,820 --> 00:43:28,840
+positive كله 9 على المجموعة الـ
+
+479
+00:43:28,840 --> 00:43:35,060
+negative كله، هذا الـ
+
+480
+00:43:35,060 --> 00:43:48,640
+negative كله P
+
+481
+00:43:48,640 --> 00:43:54,760
+على P زائد N ضرب log (base 2) لـ P على P زائد N
+
+482
+00:43:54,760 --> 00:43:59,320
+ناقص اللي هو نفسه بس إيش؟ لأ في الـ negative
+
+483
+00:43:59,320 --> 00:44:04,100
+المعادلة
+
+484
+00:44:04,100 --> 00:44:10,380
+اللي هي الـ entropy تبع هذه الـ attribute عبارة عن
+
+485
+00:44:10,380 --> 00:44:17,850
+الـ PI ناقص P، بعد هيك بتخصم الـ I من ناقص الـ entropy B.
+
+486
+00:44:17,850 --> 00:44:22,290
+يظهر معك المعاملة المتواصلة في المعاملة التفصيلية.
+
+487
+00:44:22,290 --> 00:44:26,950
+بس الآن كل اللي بتواصله اللي هي الـ method نفسها.
+
+488
+00:44:26,950 --> 00:44:32,230
+الخطوة الرئيسية لما أنا بحسب الـ gain تبعت الـ
+
+489
+00:44:32,230 --> 00:44:36,210
+attribute: الأولى الـ student، بعدين الـ age، بعدين
+
+490
+00:44:36,210 --> 00:44:40,470
+مثلاً بلاقي أن الـ student هي أعلى gain، يبقى الآن
+
+491
+00:44:40,470 --> 00:44:43,230
+بعمل الـ split على أساسها.
+
+492
+00:44:47,510 --> 00:44:52,590
+عملنا split على أساس student، الآن طلع معي split
+
+493
+00:44:52,590 --> 00:44:57,130
+طبعاً split عندي لأن student بيناري: yes و no، هيطلع
+
+494
+00:44:57,130 --> 00:45:02,070
+معي بس يعيش two children، لو أنه age مثلاً كم
+
+495
+00:45:02,070 --> 00:45:07,390
+class فيها ثلاثة كان طلع معي ثلاثة children.
+
+496
+00:45:07,390 --> 00:45:10,570
+فالآن طلع معي two children، الـ children كل واحد
+
+497
+00:45:10,570 --> 00:45:14,680
+من الـ children اللي هدول، أبقى عندي table، لأن بدي
+
+498
+00:45:14,680 --> 00:45:19,120
+أتعامل مع هذا كتابة على نفس الأساس، أيوة، بدي أحسب
+
+499
+00:45:19,120 --> 00:45:22,240
+اللي أنا راح أضيفه: student، ضل معاه age و income و
+
+500
+00:45:22,240 --> 00:45:25,260
+credit rating والـ class، هذا اللي هو العمود اللي
+
+501
+00:45:25,260 --> 00:45:29,000
+هو تبع الـ decision، هذا الـ three attributes، بدي
+
+502
+00:45:29,000 --> 00:45:33,740
+أحسبهم هنا، وبدي أحسب الـ gain تبعهم هنا، كل واحد
+
+503
+00:45:33,740 --> 00:45:39,000
+منهم يعني، وهنا على أساس أقرر من هنا أعمل split
+
+504
+00:45:39,000 --> 00:45:45,780
+على أساسه تدريجياً، بكون وصلت إلى هنا بعد student
+
+505
+00:45:45,780 --> 00:45:51,780
+وجدنا أن الـ income هي اللي الـ gain تبعها أعلى شيء.
+
+506
+00:45:51,780 --> 00:45:56,440
+فعملنا الـ split على أساسه، والـ income لأنه low
+
+507
+00:45:56,440 --> 00:46:02,220
+medium، high، ثلاثة children. فالآن تدريجياً تدريجياً
+
+508
+00:46:02,220 --> 00:46:08,760
+بتشكل معاه، الآن طبعاً كيف هنا هذا التقسيم بنوع الـ
+
+509
+00:46:08,760 --> 00:46:12,500
+income، بينما أنا على الـ income أنا أكمل جدول عندي
+
+510
+00:46:12,500 --> 00:46:18,000
+هاي الـ income، ف أنا عندي واحد بس high واثنين
+
+511
+00:46:18,000 --> 00:46:23,060
+medium وأربعة low. إيش معنى ذلك؟ لما أنا أقسم على الـ
+
+512
+00:46:23,060 --> 00:46:27,180
+income، هيطلع ثلاثة tables: table واحد ما فيه إلا
+
+513
+00:46:27,180 --> 00:46:32,940
+جماعة الـ high، يعني ما فيه إلا record واحد. table 10
+
+514
+00:46:32,940 --> 00:46:37,740
+جماعة الـ medium ما فيه إلا two records، والتابعة اللي
+
+515
+00:46:37,740 --> 00:46:41,780
+له فيه أربعة records، تمام؟ لأن هذا بما إنه ما فيه
+
+516
+00:46:41,780 --> 00:46:45,520
+record واحد، إيش معناته؟ والـ record هذا بيقول yes.
+
+517
+00:46:45,520 --> 00:46:51,020
+معناته خلاص هذا leaf، ما فيش تكسيم بعد هيك، okay، okay.
+
+518
+00:46:51,020 --> 00:46:58,920
+فهذا اللي هو خلاصة اللي أنا برضه كمان، هذا لأن
+
+519
+00:46:58,920 --> 00:47:04,200
+الاثنين two records هذول yes، نفس الـ class، يبقى
+
+520
+00:47:04,200 --> 00:47:07,960
+برضه ما فيش فيه تجسيم، خلاص انتهى، معناته كأني بقى
+
+521
+00:47:07,960 --> 00:47:10,460
+أقول إذا هو medium الـ income تبعه وهو student
+
+522
+00:47:10,460 --> 00:47:14,640
+يبقى حتماً حي اشترى، أما هنا لأ، هنا في ناس ما
+
+523
+00:47:14,640 --> 00:47:18,060
+اشترَوا وفي ناس اشترَوا، يبقى هذا الاسم إيش؟ لازم
+
+524
+00:47:18,060 --> 00:47:21,030
+يتجسّم، الآن بدنا نشوف يتجسّم على أي واحدة من هذول
+
+525
+00:47:21,030 --> 00:47:27,050
+الـ H ولا الـ CR حسب الـ Gain بالطريقة هذه، طبعاً هذا
+
+526
+00:47:27,050 --> 00:47:34,110
+الأمر، أنا بقدر أعطيه لـ analysis tool، والـ
+
+527
+00:47:34,110 --> 00:47:38,390
+analysis tool أعطيها الـ table وهي تعطيني الـ rules
+
+528
+00:47:38,390 --> 00:47:44,440
+تلقائياً، ماشي؟ بس احنا لازم نكون عارفين طريقة الـ
+
+529
+00:47:44,440 --> 00:47:48,420
+decision. حاضر، جاي إن شاء الله، بندخل على المعادلة
+
+530
+00:47:48,420 --> 00:47:54,980
+وبشكل تفصيل أكثر، وبنكمل، بنرجع أرجوع من هنا من
+
+531
+00:47:54,980 --> 00:47:56,600
+statistical methods والـ data visualization.
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..a264daa138c712df4238b50835cbb02d7e843572
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_postprocess.srt
@@ -0,0 +1,2124 @@
+1
+00:00:21,260 --> 00:00:24,320
+المحاضرة هذه ان شاء الله احنا بننتقل الى موضوع
+
+2
+00:00:24,320 --> 00:00:29,380
+جديد اللي هو ال data mining بس قبل بنربس على
+
+3
+00:00:29,380 --> 00:00:34,540
+الفuzzy
+
+4
+00:00:34,540 --> 00:00:39,500
+evolutionary system اللي هو كان موضوع المحاضرة
+
+5
+00:00:39,500 --> 00:00:43,820
+الماضية اللي هو بيدمج ما بين ال fuzzy technology و
+
+6
+00:00:43,820 --> 00:00:46,340
+ما بين ال genetic algorithm اللي هي ال
+
+7
+00:00:46,340 --> 00:00:50,740
+evolutionary technology فكان المثال عندنا ان احنا
+
+8
+00:00:51,450 --> 00:00:57,810
+الهدف كان في المثال أن نستخلص
+
+9
+00:00:57,810 --> 00:01:02,730
+أفضل مجموعة من ال rules أفضل مجموعة من ال rules
+
+10
+00:01:02,730 --> 00:01:06,870
+اللي يمكن استخدامها في ال fuzzy system ال fuzzy
+
+11
+00:01:06,870 --> 00:01:10,550
+system هو في نهاية الأمر fuzzy هو عبارة عن rule
+
+12
+00:01:10,550 --> 00:01:14,250
+based system بس ال rules سبعته fuzzy بمعنى أنه في
+
+13
+00:01:14,250 --> 00:01:18,650
+لها fuzzy sets و في لها certainty factors في ال
+
+14
+00:01:18,650 --> 00:01:24,010
+conclusionفال .. بقولنا لو كان عندي أنا المسألة
+
+15
+00:01:24,010 --> 00:01:30,050
+بسيطة و أستطيع أني أحصل ال rules كلها في تسعة
+
+16
+00:01:30,050 --> 00:01:35,330
+rules ممكن تنتهي المسألة عند هذا الحد أنه انا
+
+17
+00:01:35,330 --> 00:01:41,860
+اعتمد على ..حسبة ال strength تبعت كل class انا
+
+18
+00:01:41,860 --> 00:01:45,140
+عندي هنا مثلا في المثال كان two classes two
+
+19
+00:01:45,140 --> 00:01:49,280
+classes بناء على ال data المتوفرة لدي بحسب ال
+
+20
+00:01:49,280 --> 00:01:53,730
+strength تبعت كل واحد من ال two classes في كلفي كل
+
+21
+00:01:53,730 --> 00:01:57,190
+جزئية
+
+22
+00:01:57,190 --> 00:02:06,630
+من الجزئيات اللي في ال system و بأخد ال class
+
+23
+00:02:06,630 --> 00:02:10,890
+strongest بأخده على أنه هو ال conclusion تبع هذا
+
+24
+00:02:10,890 --> 00:02:14,830
+ال partition و بعدين بنحسب ال certainty factor
+
+25
+00:02:17,950 --> 00:02:22,090
+وبتبقى القضية عند هدولة التسعة rules بس حتى وإن
+
+26
+00:02:22,090 --> 00:02:27,050
+حددنا التسعة rules وحسبنا ال certainty factors
+
+27
+00:02:27,050 --> 00:02:30,590
+بتاعتهم بظن ان انا مش عارف اذا كان ال rules هذه
+
+28
+00:02:30,590 --> 00:02:36,030
+كلها استخدمها ولا مش كلها هذا الف با حتى لو
+
+29
+00:02:36,030 --> 00:02:41,790
+استخدمت كلها انا ممكن ادخل ال data ومااخدش ال
+
+30
+00:02:41,790 --> 00:02:45,550
+results صحيحةمااخدش result الصحيح اللي بتعطيني
+
+31
+00:02:45,550 --> 00:02:51,890
+دايما نتائج صليمة 100% فمن هنا بيجي الحاجة الى ال
+
+32
+00:02:51,890 --> 00:02:55,930
+genetic algorithm في انه ان انه هي ساعدني في
+
+33
+00:02:55,930 --> 00:03:03,860
+اختيار مجموعة الروز اللي فعلا راح تكون اولامعبرة
+
+34
+00:03:03,860 --> 00:03:10,820
+عن ال decision كيف بيتقبى ال decision الصحيحة
+
+35
+00:03:10,820 --> 00:03:16,260
+مجموعة الروز اللى فعلا تعطينى اللى إلها لازمة و
+
+36
+00:03:16,260 --> 00:03:21,040
+باقية الروز اللى ما إلها لازمة بتستثنى هذا ألف بقى
+
+37
+00:03:21,040 --> 00:03:29,660
+الروز هذه بتعطينى نتائج صحيحة باستمرار فأجى دور
+
+38
+00:03:29,660 --> 00:03:34,920
+الفضلأجنور الـ genetic algorithm هي عملية اختيار
+
+39
+00:03:34,920 --> 00:03:39,120
+ال rules كيف يعني اختيار ال rules قلنا انه بنعمل
+
+40
+00:03:39,120 --> 00:03:46,420
+مجموعة كبيرة من ال rules اللي هي رمزناها برمز S
+
+41
+00:03:46,420 --> 00:03:55,720
+أول وقلنا ان هذا يتكوّل من اللي هو مجموعة ال sets
+
+42
+00:03:55,720 --> 00:04:00,540
+of rules تبع كل واحد من ال case K1, K2
+
+43
+00:04:16,260 --> 00:04:20,660
+كلهم مع بعض بشكل مجموعة ال rules اللي بيتم
+
+44
+00:04:20,660 --> 00:04:24,660
+الاختيار منها ال chromosome الواحد في كتابة
+
+45
+00:04:24,660 --> 00:04:32,780
+algorithm هيكون عبارة عن binary chromosome اللي
+
+46
+00:04:32,780 --> 00:04:40,620
+مقابل كل rule number يقول ما إذا كان ال rule داخلة
+
+47
+00:04:40,620 --> 00:04:46,990
+أو مش داخلة أو مالهاش أهمية في ال decisionمالهاش
+
+48
+00:04:46,990 --> 00:04:49,950
+أهمية هنا هذا برغم أنك تضع تحتها خط إيش يعني
+
+49
+00:04:49,950 --> 00:04:52,830
+مالهاش أهمية يعني أصلا إحنا مش عارفين إذا كان ال
+
+50
+00:04:52,830 --> 00:04:58,490
+rule هذه إلها إذا كان ال rule هذه بال condition
+
+51
+00:04:58,490 --> 00:05:02,450
+تبعها و ب conclusion تبعها إله دور في إتخاذ القرار
+
+52
+00:05:02,450 --> 00:05:09,410
+ف ال genetic algorithm بدها تعمل generation ل
+
+53
+00:05:09,410 --> 00:05:15,550
+multiple of these chromosomesموجموعة generation او
+
+54
+00:05:15,550 --> 00:05:19,650
+population ابتدائية من هذه ال chromosomes ومن خلال
+
+55
+00:05:19,650 --> 00:05:25,770
+ال genetic algorithm بدي تم generation ورا ال
+
+56
+00:05:25,770 --> 00:05:28,770
+generation او population ورا ال population لوصول
+
+57
+00:05:28,770 --> 00:05:33,970
+الى افضل ال chromosome يعني ال chromosome اللي
+
+58
+00:05:33,970 --> 00:05:38,430
+بيعطي افضل نتائج كيف تختبر ال chromosomes تختبر
+
+59
+00:05:38,430 --> 00:05:39,650
+بانه
+
+60
+00:05:41,920 --> 00:05:48,800
+هذه الرولز اللى بيشيرلها ال chromosome بتتشكل
+
+61
+00:05:48,800 --> 00:05:51,220
+منها ال knowledge base و ال knowledge base هذى
+
+62
+00:05:51,220 --> 00:06:00,680
+بيتم ادخال ال data و بينحسب ال results ناتج ادخال
+
+63
+00:06:00,680 --> 00:06:07,370
+ال data هذا كلهاوبنقص جداش نسبة الصواب ونسبة الخطأ
+
+64
+00:06:07,370 --> 00:06:09,730
+ايش هي نسبة الصواب ونسبة الخطأ يعني جداش من ال
+
+65
+00:06:09,730 --> 00:06:13,310
+data تم تصنيفها صحيح و جداش من ال data تم تصنيفها
+
+66
+00:06:13,310 --> 00:06:21,530
+خطأ وهذا هو المقالص احنا الآن زي ما حكينا بدنا
+
+67
+00:06:21,530 --> 00:06:29,950
+نبدأ في موضوع جديد اللي هو موضوع ال data mining ال
+
+68
+00:06:29,950 --> 00:06:33,800
+data mining فيهtwo lectures، lecture 16 و lecture
+
+69
+00:06:33,800 --> 00:06:40,320
+17 لنطلع
+
+70
+00:06:40,320 --> 00:06:46,900
+على المواضيع الفرعية فيه في البداية introduction
+
+71
+00:06:46,900 --> 00:06:52,520
+بعدها كان برضه
+
+72
+00:06:52,520 --> 00:06:56,880
+كجزء من المقدمة في statistical methods و data
+
+73
+00:06:56,880 --> 00:07:00,680
+visualizationبعد ذلك نضغط على الـ principal
+
+74
+00:07:00,680 --> 00:07:06,540
+component analysis ننظر إلى أحدث تقنيات الـ data
+
+75
+00:07:06,540 --> 00:07:06,940
+mining
+
+76
+00:07:42,120 --> 00:07:52,080
+في ال lecture اللي بعد او ال slides اللي بعد هنا
+
+77
+00:07:52,080 --> 00:07:59,680
+decision trees و
+
+78
+00:07:59,680 --> 00:08:08,720
+ال association of rules market
+
+79
+00:08:08,720 --> 00:08:15,460
+basket analysisهذه النقاط اللى بدنا نطلع عليها
+
+80
+00:08:15,460 --> 00:08:23,780
+خلال الفترة اللى جانى بدى انا ابدأ من هنا اول
+
+81
+00:08:23,780 --> 00:08:27,100
+واحدة من هذه التكنيكز هذوله عبارة عن data
+
+82
+00:08:27,100 --> 00:08:31,380
+visualization عبارة عن data mining techniques
+
+83
+00:08:31,380 --> 00:08:38,440
+تكنيكز بتستخدم فيالنجوم ال data mining ال
+
+84
+00:08:38,440 --> 00:08:44,460
+statistical methods بتستخدم ال PCA بتستخدم ال data
+
+85
+00:08:44,460 --> 00:08:46,880
+mining ال association rules و ال market basket
+
+86
+00:08:46,880 --> 00:08:51,160
+analysis بتستخدم فاحنا الأن بدنا نطلع على أول
+
+87
+00:08:51,160 --> 00:08:56,750
+واحدة فيهم أول واحدة هنطلع عليها فيهماللي هي ال
+
+88
+00:08:56,750 --> 00:09:00,350
+data decision trees قبل ال decision trees ما تطلع
+
+89
+00:09:00,350 --> 00:09:07,830
+عليها بدنا بس ناخد فكرة بسيطة عن المقدمة او من
+
+90
+00:09:07,830 --> 00:09:13,570
+المقدمة انا
+
+91
+00:09:13,570 --> 00:09:17,630
+بعتقد ان كثير منكم عنده فكرة عن ال data mining من
+
+92
+00:09:17,630 --> 00:09:18,010
+قبل
+
+93
+00:09:21,280 --> 00:09:24,780
+يعني ممكن نمر عليهم على السريع الإصلايات هذه اللي
+
+94
+00:09:24,780 --> 00:09:34,860
+في المقدمة و بعد هيك نبدأ نحكي في ال data decision
+
+95
+00:09:34,860 --> 00:09:39,960
+trees أهم إشي بالنسبة لنا الآن هو يعني أول إشي
+
+96
+00:09:39,960 --> 00:09:40,640
+data mining
+
+97
+00:09:49,990 --> 00:09:55,450
+في أبسط تعريف إيه؟ اللي هو extraction of knowledge
+
+98
+00:09:55,450 --> 00:10:04,290
+من ال data صح؟ أه على أساس إنه يعني في فرق ما بين
+
+99
+00:10:04,290 --> 00:10:07,090
+ال knowledge و ال data في أصلا فرق ما بين ال
+
+100
+00:10:07,090 --> 00:10:11,970
+knowledge و ال data زي اللي هو ال knowledge مبني
+
+101
+00:10:11,970 --> 00:10:16,050
+على ال data تمام طيب إيش الفرق الآن ما بين ال
+
+102
+00:10:16,050 --> 00:10:20,060
+knowledge و ال data؟واحد منهم مبني على التاني ماشي
+
+103
+00:10:20,060 --> 00:10:22,820
+بس إيش هذه و إيش هذه ال data بيكون عندك .. إنت
+
+104
+00:10:22,820 --> 00:10:28,500
+عندك data كافة الأصناف كافة التغيرات اللي عندها ال
+
+105
+00:10:28,500 --> 00:10:31,140
+knowledge اللي بيعطيك بالآخر إيش الفائدة من هذا ال
+
+106
+00:10:31,140 --> 00:10:34,320
+data ال data بيكون عندك مثلا مائة نوع من ال data
+
+107
+00:10:34,320 --> 00:10:39,380
+مائة نوع من ال data مائة نوع من ال data اه يعني
+
+108
+00:10:39,380 --> 00:10:42,740
+ايش الحكمة إيش أنا مقدر استفيد من هذا ال data
+
+109
+00:10:42,740 --> 00:10:46,560
+important information information طلعت معناها
+
+110
+00:10:46,560 --> 00:10:49,730
+الحين مصطلح تالتdata و information و knowledge
+
+111
+00:10:49,730 --> 00:10:52,930
+دعنا
+
+112
+00:10:52,930 --> 00:10:57,330
+ببساطة ال data و ال information واضح متفجين على
+
+113
+00:10:57,330 --> 00:11:00,790
+الفرق ما بينهم ال data و ال information زي ايش ال
+
+114
+00:11:00,790 --> 00:11:08,490
+data خام و ال information مصنعة يعني بقى اعطوني
+
+115
+00:11:08,490 --> 00:11:14,730
+كلام اللي اقدر احكيه لطفل في ال .. بلاش طفل يعني
+
+116
+00:11:14,730 --> 00:11:19,540
+طالب في السنة و يفهمهإيش يعني ال data خيال؟ لما
+
+117
+00:11:19,540 --> 00:11:28,160
+اضيف على ال data context إيش
+
+118
+00:11:28,160 --> 00:11:32,060
+يعني ال data خيال؟ data خيال ال data ملهاش قيمة
+
+119
+00:11:32,060 --> 00:11:36,940
+عشان أي لازمة لأ ملهاش يعني ملهاش قيمة يعني ال
+
+120
+00:11:36,940 --> 00:11:43,300
+data مش مترابطة و غير مفروضكطع بيانات ال data كطع
+
+121
+00:11:43,300 --> 00:11:48,660
+بيانات بيانات زي مثلا اقول مثلا مثلا يعني تاريخ
+
+122
+00:11:48,660 --> 00:11:53,360
+الميلاد ماشي هذا في حد ذاته هو قطعة data التاريخ
+
+123
+00:11:53,360 --> 00:11:57,540
+مثلا سبت وعشرين واحد واحد واربعين مثلا تسعة و
+
+124
+00:11:57,540 --> 00:12:03,700
+تمانين هذا قطعة data لكنلما انا بقى اربطها بقطعة
+
+125
+00:12:03,700 --> 00:12:07,960
+data اخرى بشخص معين بصير هذه معلومة ان مثلا فلان
+
+126
+00:12:07,960 --> 00:12:13,120
+فلان انا بعرف ان في هذه تاريخ ميلاد هو هذا لكن ايش
+
+127
+00:12:13,120 --> 00:12:18,500
+اهميته اهميته لما يرتبط بمعلومة اخرى بصير انه اقول
+
+128
+00:12:18,500 --> 00:12:22,540
+والله فلان فلان حسن مثلا تاريخ ميلاد هذه الان صارت
+
+129
+00:12:22,540 --> 00:12:28,120
+معلومة ولا لأ طيب الآن هذا ال data بتبقى مترامية
+
+130
+00:12:28,120 --> 00:12:33,310
+يعني موجودة في database tablesو ال database تبص
+
+131
+00:12:33,310 --> 00:12:39,090
+انفرج في عدة .. انا بسهولة بحصل على information من
+
+132
+00:12:39,090 --> 00:12:43,970
+ال database لأن عندي تقدر تقولي مثلا ال queries و
+
+133
+00:12:43,970 --> 00:12:48,870
+ال reports و الهدا وظيفتها انها تجمع هال data من
+
+134
+00:12:48,870 --> 00:12:52,210
+اماكنها المتفرقة و تعطينيها ك pieces of
+
+135
+00:12:52,210 --> 00:12:56,030
+information يعني انا بطلع على جدول علامات الطلاب
+
+136
+00:12:56,210 --> 00:13:00,570
+هذه information ولا لأ ان فلان فلاني جاب في الفصل
+
+137
+00:13:00,570 --> 00:13:04,270
+كذا وفي النهاية كذا وإجمالي كذا هذه ال information
+
+138
+00:13:04,270 --> 00:13:08,790
+تمام هي موجودة في ال database على شكل قطع من ال
+
+139
+00:13:08,790 --> 00:13:13,570
+data ل query و report جمعهم ونظمهم لهم في شكل
+
+140
+00:13:13,570 --> 00:13:16,830
+information لأن هذه ال information لما أنا بشوف
+
+141
+00:13:16,830 --> 00:13:21,990
+علامة الطلابولا بشوف اي جدول في الدنيا، ايش الفرق
+
+142
+00:13:21,990 --> 00:13:25,190
+ما بين ان هو information ولا هو .. هل هو ال
+
+143
+00:13:25,190 --> 00:13:29,170
+information ولا هو knowledge؟ ايش اصبح الان الفرق
+
+144
+00:13:29,170 --> 00:13:33,630
+ما بين information و knowledge؟ ال information
+
+145
+00:13:33,630 --> 00:13:38,650
+موجود في ال database، ال knowledge بصمتها الصمام،
+
+146
+00:13:38,650 --> 00:13:42,560
+خلي بالك اللي في ال database هو ال dataواللي انا
+
+147
+00:13:42,560 --> 00:13:46,160
+باخده من ال data ب .. اذا .. اذا حطيته على شكل
+
+148
+00:13:46,160 --> 00:13:50,800
+جدول زي ما توي قولنا هذا informationلكن انا ممكن
+
+149
+00:13:50,800 --> 00:13:54,220
+برضه اعمله processing اضافية و احاوله ال knowledge
+
+150
+00:13:54,220 --> 00:13:58,340
+بمعنى انه اخد منه مش بس مجرد information اخد منه
+
+151
+00:13:58,340 --> 00:14:02,220
+معرفة المعرفة احنا طول المسافر و احنا بنحكي
+
+152
+00:14:02,220 --> 00:14:06,220
+knowledge based و rule based و في ال rule based
+
+153
+00:14:06,220 --> 00:14:08,420
+expert system قولنا فيه اندي knowledge based و فيه
+
+154
+00:14:08,420 --> 00:14:10,380
+اندي ..ماشي ايش ال knowledge ال knowledge هي
+
+155
+00:14:10,380 --> 00:14:15,500
+المعرفة او الخبرة المكتسبة مع الزمن من خلال
+
+156
+00:14:15,500 --> 00:14:20,180
+التجارب يعني هذا human expertليش هو expert لأنه
+
+157
+00:14:20,180 --> 00:14:23,140
+عنده ال knowledge ال knowledge ايش ما نقصد فيها
+
+158
+00:14:23,140 --> 00:14:28,540
+نقصد فيه انه كيف يتعامل مع situations معينة طبعا
+
+159
+00:14:28,540 --> 00:14:33,420
+هذا القدرته على التعامل مع ال situations معينة هذه
+
+160
+00:14:33,420 --> 00:14:37,320
+أجت من خلال التجارب هو من خلال التجارب اكتسب
+
+161
+00:14:37,320 --> 00:14:41,800
+information و ال information هترابطت مع بعض و أصبح
+
+162
+00:14:41,800 --> 00:14:47,280
+عنده القدرة ان يستخلصاستخلص ايش rules انه في
+
+163
+00:14:47,280 --> 00:14:53,000
+الحالات اللي كده في الحالات الفلانية افضل خيار او
+
+164
+00:14:53,000 --> 00:14:57,460
+افضل قرار هو كده هذا هو ايش ال knowledge تمام يعني
+
+165
+00:14:57,460 --> 00:15:01,640
+انا لما اهجر اطلع على جدول الطلاب بعطيلي جدول
+
+166
+00:15:01,640 --> 00:15:07,160
+علامات الطلاب بعطيلي information بس من خلال تجربتي
+
+167
+00:15:07,160 --> 00:15:11,960
+السابقة بقدر انا اقول والله هذه العلامات هذه
+
+168
+00:15:11,960 --> 00:15:17,790
+العلامات انا من خلال تجربتيربطها بإيش بعلامات
+
+169
+00:15:17,790 --> 00:15:23,170
+الفصلي يعني أنا بقدر أستخلص أو أتنبأ أو أجدر أن
+
+170
+00:15:23,170 --> 00:15:27,210
+الطالب إذا هدا علاماته في امتحان الفصل الأول
+
+171
+00:15:27,210 --> 00:15:33,850
+فغالبا غالبا مش هتتبعد كتير في النهائي أو لأ فيه
+
+172
+00:15:33,850 --> 00:15:38,530
+هيكون عنده هذا knowledge knowledge من أجل من خلال
+
+173
+00:15:38,530 --> 00:15:45,150
+خبرتي و ملاحظتي و ربطي ما بين ال informationهذه مع
+
+174
+00:15:45,150 --> 00:15:47,210
+تلك المعلومات وهذه مع تلك المعلومات وبعدها مع تلك
+
+175
+00:15:47,210 --> 00:15:49,790
+المعلومات يبقى ال knowledge هي عبارة عن الخبرة
+
+176
+00:15:49,790 --> 00:15:55,490
+الخبرة أو خلاصة الخبرة اللي انا اذا توفرت لديه
+
+177
+00:15:55,490 --> 00:15:59,690
+بستطيع اخد decisions او اقرر واضح فال knowledge هي
+
+178
+00:15:59,690 --> 00:16:07,830
+مستوى أعلى من ال information بمعنى انه الاستنتاجات
+
+179
+00:16:07,830 --> 00:16:12,390
+اللي بيستنتجها الإنسان اللي بتسترحده على اتخاذ
+
+180
+00:16:12,390 --> 00:16:16,790
+قراراتلما نحكي عن data mining، هدف ال data mining
+
+181
+00:16:16,790 --> 00:16:23,870
+هو توصيلنا إلى knowledge من ال data بمعنى أننا
+
+182
+00:16:23,870 --> 00:16:29,570
+نستند إلى ال data في الأصول إلى قدرة على اتخاذ
+
+183
+00:16:29,570 --> 00:16:30,410
+قرارات
+
+184
+00:16:33,230 --> 00:16:37,110
+ممكن تكون معبر عنها بشكل rules يعني انا من ال data
+
+185
+00:16:37,110 --> 00:16:43,510
+بدي استخلص rules وال rules هذه بتصير هي السند تبعي
+
+186
+00:16:43,510 --> 00:16:48,810
+او المحتكس تبعي لاتخاذ القرارات ال rules الآن هي
+
+187
+00:16:48,810 --> 00:16:53,450
+تجسيد لل knowledge تجسيد لل knowledge فانا اصبح ال
+
+188
+00:16:53,450 --> 00:16:57,860
+data miningبتقدر تقول لو أنا استخلصت من ال data من
+
+189
+00:16:57,860 --> 00:17:01,420
+ال data rules مع أن دلوقتي أنا عملت data mining
+
+190
+00:17:01,420 --> 00:17:05,540
+لأن ال rules هي خلاصة ال knowledge ماشي الحال ف
+
+191
+00:17:05,540 --> 00:17:09,620
+data mining can also be defined as the exploration
+
+192
+00:17:09,620 --> 00:17:13,700
+exploration analysis of large quantities of dataهل
+
+193
+00:17:13,700 --> 00:17:17,820
+انا كيف اعمل rules من مجلة بسيطة؟ لأ لازم اجيب
+
+194
+00:17:17,820 --> 00:17:22,460
+عندي مجلة كتيرة و ربما database كتيرة اجمع منهم
+
+195
+00:17:22,460 --> 00:17:28,540
+معلومات كتيرة علشان اقدر احلل اعمل analysis لهذا
+
+196
+00:17:28,540 --> 00:17:33,040
+ال large amount of data علشان اقدر اطلع rules او
+
+197
+00:17:33,040 --> 00:17:36,520
+اقدر ابني neural network مثلا ال neural network
+
+198
+00:17:36,520 --> 00:17:41,910
+اللي اتعلمت من هذه ال data اللي تقدر عياشأتطلعلي
+
+199
+00:17:41,910 --> 00:17:47,170
+قرارات أو قرارات الان
+
+200
+00:17:47,170 --> 00:17:50,270
+ال database management systems او ال tools
+
+201
+00:17:50,270 --> 00:17:55,270
+الموجودة بتعطيني extraction ل data بس ما بتعطيني
+
+202
+00:17:55,270 --> 00:18:00,550
+او بتعطيني query
+
+203
+00:18:00,550 --> 00:18:03,610
+و ما إلى ذلك لكن لما ما استند ال database
+
+204
+00:18:03,610 --> 00:18:06,670
+management system و قدرته على ال query و ال
+
+205
+00:18:06,670 --> 00:18:09,710
+reporting انه يعطيني knowledge بدي analytical
+
+206
+00:18:09,710 --> 00:18:13,970
+toolsهذا ال database management tools وظيفتها
+
+207
+00:18:13,970 --> 00:18:20,750
+التخزين والبحث والاسترجاع انما عشان انا استخلص
+
+208
+00:18:20,750 --> 00:18:25,130
+knowledge بدي analytical tools analytical tools او
+
+209
+00:18:25,130 --> 00:18:30,330
+analytical servers هذه وظيفته انها تاخد ال data من
+
+210
+00:18:30,330 --> 00:18:33,610
+مصادرها المتعددة و تعمل عليها نوع من ال analysis
+
+211
+00:18:33,610 --> 00:18:38,930
+ال analysis هذا بيشتملgenetic ممكن يشمل neural
+
+212
+00:18:38,930 --> 00:18:42,370
+network ممكن يشمل fuzzy system اللي يطلعلي في
+
+213
+00:18:42,370 --> 00:18:49,570
+الآخر rules او neural networks او solution نهائي
+
+214
+00:18:49,570 --> 00:18:53,590
+من خلال مثلا ال genetic algorithm اللي ساعد في
+
+215
+00:18:53,590 --> 00:19:01,870
+اتخاذ القرار طيب أصبح ال data mining process إذا
+
+216
+00:19:01,870 --> 00:19:05,270
+قصلني من ال data الخام raw data
+
+217
+00:19:07,950 --> 00:19:19,070
+الى knowledge ك process نعرف
+
+218
+00:19:19,070 --> 00:19:26,190
+المراحل تبعها بما أن ال data أصلا موجودة في احنا
+
+219
+00:19:26,190 --> 00:19:29,690
+بينا large ال large هذه ال large هذه ممكن تكون
+
+220
+00:19:29,690 --> 00:19:34,730
+موجودة في source واحد أو في عدة sources فاحنا بدنا
+
+221
+00:19:34,730 --> 00:19:40,530
+في الأول نعملللغرض اللي احنا بدناه بدنا مثلا data
+
+222
+00:19:40,530 --> 00:19:46,530
+data mining tool اللي ساعدنا في اتخاذ قرار في جانب
+
+223
+00:19:46,530 --> 00:19:54,570
+من يعني بيانات عن المواطنين واحنا بدنا نعرف قضية
+
+224
+00:19:54,570 --> 00:19:58,250
+القضية اللي علاقة بالصحة او بال health يعني نشوف
+
+225
+00:19:58,250 --> 00:20:06,550
+ايش الخصائص المواطن اللي ممكن توشيرالى ان هذا معرض
+
+226
+00:20:06,550 --> 00:20:13,130
+لمرض معين او مرض لمرض معين فانا هاخد من كل ال data
+
+227
+00:20:13,130 --> 00:20:17,110
+المخزنة عند المواطن بس ما يعني اللي هو القضايا
+
+228
+00:20:17,110 --> 00:20:22,050
+الصحية او قضايا المرض اللي انا بقى لازم نعمل
+
+229
+00:20:22,050 --> 00:20:27,270
+selection لل data في الأول ما بين كل ال data
+
+230
+00:20:27,270 --> 00:20:31,930
+pieces of data اللي موجودة بس اختار ما يعنيني
+
+231
+00:20:31,930 --> 00:20:38,320
+للهدفلأن ال knowledge سبعة تكون موجهة لغرض معين
+
+232
+00:20:38,320 --> 00:20:44,120
+أنا بحكي عن knowledge في كل الأمور تمام؟ لأن هذا
+
+233
+00:20:44,120 --> 00:20:49,620
+ال selection أنا بختار جوانب معين من ال data الان
+
+234
+00:20:49,620 --> 00:20:55,200
+جاياني ال data من عدة مصادر مختلفة الان هذه ال
+
+235
+00:20:55,200 --> 00:21:00,120
+data اللي عشت من مصادر مختلفة بدي أوحدها في بوتقة
+
+236
+00:21:00,120 --> 00:21:05,730
+واحدة او في قطار واحدالاطار هذا مش بالضروري يكون
+
+237
+00:21:05,730 --> 00:21:11,670
+جدول واحد لأ لسه ممكن يكون فيه إيش عدة جدول ولكن
+
+238
+00:21:11,670 --> 00:21:16,950
+إلها نفس النمط نفس النمط لإن هنا ماكانوش نفس النمط
+
+239
+00:21:17,840 --> 00:21:21,640
+الـ Fusion هو الذي سيعطيني مثلًا إذا كان لدي
+
+240
+00:21:21,640 --> 00:21:26,000
+Database Oracle وهذا Database MySQL وواحدة ثانية
+
+241
+00:21:26,000 --> 00:21:30,940
+SQL Server كل واحدة من ال database management
+
+242
+00:21:30,940 --> 00:21:36,600
+system يمتلك نمط في تخزين ال dataالحقول المسمية
+
+243
+00:21:36,600 --> 00:21:40,740
+باسامي مختلفة و ال data types تبعتها صح هذا مثلا و
+
+244
+00:21:40,740 --> 00:21:42,920
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+245
+00:21:42,920 --> 00:21:43,340
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+246
+00:21:43,340 --> 00:21:43,420
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+247
+00:21:43,420 --> 00:21:44,520
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+248
+00:21:44,520 --> 00:21:44,540
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+249
+00:21:44,540 --> 00:21:45,420
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+250
+00:21:45,420 --> 00:21:45,580
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+251
+00:21:45,580 --> 00:21:45,760
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+252
+00:21:45,760 --> 00:21:46,020
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+253
+00:21:46,020 --> 00:21:48,580
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+254
+00:21:48,580 --> 00:21:51,760
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+255
+00:21:51,760 --> 00:22:00,280
+هذا و
+
+256
+00:22:00,280 --> 00:22:00,920
+هذا و
+
+257
+00:22:07,410 --> 00:22:11,810
+cleansing شبيه بcleaning cleansing يعني التطهير في
+
+258
+00:22:11,810 --> 00:22:16,650
+الطب cleansing يعني استخدام مادة مطهرة عشان التعقم
+
+259
+00:22:16,650 --> 00:22:21,950
+و في التطهير الأرقي برضه ethnic cleansing بيقولوا
+
+260
+00:22:21,950 --> 00:22:26,070
+ايش هنا يعني احنا بدنا نشيل من ال data اي شواقب
+
+261
+00:22:26,070 --> 00:22:32,770
+يعني شواقب زي ايش يعني اي حاجة ايش مش كامل مثلا او
+
+262
+00:22:32,770 --> 00:22:39,480
+ايش بعيد كتير عن ال averageيعني كل الطلاب عندى
+
+263
+00:22:39,480 --> 00:22:45,520
+أطوالهم مثلا اتروح من 171 ل 190 واحد جاى طوله 240
+
+264
+00:22:45,520 --> 00:22:49,700
+مثلا ده أكيد خلل فى الاتخاذ طبعا شايف كيف وحتى لو
+
+265
+00:22:49,700 --> 00:22:55,560
+كان حقيقي حستفنى لأنه بحشوش ال knowledge تبعتي
+
+266
+00:22:55,560 --> 00:23:00,360
+يعنى حشوش ال اسم التجارة تبعنا okay فى حد من 240
+
+267
+00:23:00,360 --> 00:23:02,760
+مصدنيش انا يعنى okay
+
+268
+00:23:06,850 --> 00:23:12,630
+أحنا دلوقتي نحكي على الـ first step الـ data
+
+269
+00:23:12,630 --> 00:23:17,370
+relevant
+
+270
+00:23:17,370 --> 00:23:23,030
+بس ال data irrelevant ال
+
+271
+00:23:23,030 --> 00:23:29,990
+second
+
+272
+00:23:29,990 --> 00:23:37,040
+step هي ال fusion يعني التجميلand a cleaning or
+
+273
+00:23:37,040 --> 00:23:41,820
+cleansing at
+
+274
+00:23:41,820 --> 00:23:44,880
+this stage all the relevant data are retrieved
+
+275
+00:23:44,880 --> 00:23:49,060
+from the target database and integrated redundant
+
+276
+00:23:49,060 --> 00:23:55,680
+بنشيله inconsistent بنشيله redundant يعني المكرر
+
+277
+00:23:55,680 --> 00:24:01,580
+inconsistent يعني المتناقض يعني شغل مش هادر مش
+
+278
+00:24:01,580 --> 00:24:08,370
+تبعد يعني أنها تكون حقيقية يعنيهو متناقض مع باقية
+
+279
+00:24:08,370 --> 00:24:11,650
+ال data إذا ما هو يقولنا إنه واحد يبقى مثلا طوله
+
+280
+00:24:11,650 --> 00:24:16,550
+تمام removed from the collection غير هيك في ال
+
+281
+00:24:16,550 --> 00:24:19,750
+third step اللي هي transformation Transformation
+
+282
+00:24:19,750 --> 00:24:25,310
+الآن إيش يعني إحنا بدنا نحوّل نحوّل ال dataباب
+
+283
+00:24:25,310 --> 00:24:28,650
+كمان هذا ممكن تعتبره consolidation احنا ايش اللي
+
+284
+00:24:28,650 --> 00:24:31,210
+بدنا نحوله هنا هل مثلا بدنا نحول ال integer ل ال
+
+285
+00:24:31,210 --> 00:24:34,050
+real ولا ال real ل ال integer ولا ال date ل ال
+
+286
+00:24:34,050 --> 00:24:37,190
+string مش هذا الموصول الموصول ان احنا بدنا نعمل
+
+287
+00:24:37,190 --> 00:24:43,330
+تجميع يعني بدل مثلا انا عندي علامات الطالب في ال
+
+288
+00:24:43,330 --> 00:24:45,890
+quiz الأول في ال quiz التاني في ال mid في ال كذا
+
+289
+00:24:45,890 --> 00:24:51,070
+بدي اجمعهم بدي علامة نهائية للطالبيعني ممكن يكون
+
+290
+00:24:51,070 --> 00:24:54,610
+ال data جياني ان لكل طالب فيه عشرة او خمس records
+
+291
+00:24:54,610 --> 00:24:58,410
+كل record علامته في جزئية من جزيات المادة بدي
+
+292
+00:24:58,410 --> 00:25:03,190
+اجمحهم مع بعض هذا اسمه ايش consolidation تمام
+
+293
+00:25:03,190 --> 00:25:07,430
+عملية التجميع في أرقام إجمالية ليش انا بدي اعمل
+
+294
+00:25:07,430 --> 00:25:10,130
+أرقام إجمالية لأنه انا بدي استند إلى هذه الرقم
+
+295
+00:25:10,130 --> 00:25:11,890
+الإجمالي لان ما بدي اطلع على كل
+
+296
+00:25:30,970 --> 00:25:37,000
+بجمع على حسب ايش المستوى اللي يعنيني انابدرجة
+
+297
+00:25:37,000 --> 00:25:42,800
+علامة الطالب النهائي في الدرجة العلمية باخد
+
+298
+00:25:42,800 --> 00:25:49,340
+الإجمال كله الان ال data mining بعد ما وصلت لهذه
+
+299
+00:25:49,340 --> 00:25:55,120
+المرحلة بقدر أعمل analysis بخطوات الأولى هذي كما
+
+300
+00:25:55,120 --> 00:25:58,580
+نسميها preprocessing الأولى والتالي والتالتة ال
+
+301
+00:25:58,580 --> 00:26:00,400
+selection
+
+302
+00:26:02,220 --> 00:26:11,780
+التنظيف والتنظيف كل هذا بسميه preprocessing إلى أن
+
+303
+00:26:11,780 --> 00:26:17,150
+تجهز عشان أقدر أعمل analysisالان في ال analysis
+
+304
+00:26:17,150 --> 00:26:21,870
+هنا تيجي ماقدر أستخدم أي من ال techniques هذه حسب
+
+305
+00:26:21,870 --> 00:26:25,350
+حاجتي إذا والله ال statistical methods بتلبيلي
+
+306
+00:26:25,350 --> 00:26:29,830
+حاجتي إن أعمل مثلا أحصائية و لا كده و الأحصائية هي
+
+307
+00:26:29,830 --> 00:26:34,410
+تعطيني ال knowledge أستشف ال knowledge اللي أنا
+
+308
+00:26:34,410 --> 00:26:36,690
+بديها أو الخبر اللي أنا بديها من خلال الأحصائية
+
+309
+00:26:36,690 --> 00:26:40,970
+بكافي و كافي خلاص و إلا ممكن أعمل PCA أو أعمل data
+
+310
+00:26:40,970 --> 00:26:44,950
+mining أو decision tree أو أعمل أي واحد من ال
+
+311
+00:26:44,950 --> 00:26:49,150
+techniques الأخرىالان هاد ال data هاد ال
+
+312
+00:26:49,150 --> 00:26:52,110
+conclusions بدنا نعملها interpretation of the
+
+313
+00:26:52,110 --> 00:26:57,890
+results هاد ال interpretation معناته انا بدي اتأكد
+
+314
+00:26:57,890 --> 00:27:02,330
+من ان ال knowledge هاد فعلا مطابق للواقع ولا ..
+
+315
+00:27:02,330 --> 00:27:08,170
+ولا لأ ايش يعني لأ يعني عملية الاستبهار اللي كان
+
+316
+00:27:08,170 --> 00:27:13,600
+فيها خلل المهإذا مافي مطابقة ما بين الاستنتاجات
+
+317
+00:27:13,600 --> 00:27:16,420
+اللي أنا بستنتجها و ما بين الواقع يبقى فيه خلل
+
+318
+00:27:16,420 --> 00:27:20,700
+يبقى بدي أرجع تاني أعدل على الشغل اللي هنا لحد دي
+
+319
+00:27:20,700 --> 00:27:23,940
+ما يصير ال .. لأن ال interpretation هذا أيضا ممكن
+
+320
+00:27:23,940 --> 00:27:27,620
+يشتمل على visualization يعني ال data اللي بتطلع
+
+321
+00:27:27,620 --> 00:27:38,880
+أشوفها على شكل charts أو أشكال يعني بيانية تمام؟
+
+322
+00:27:40,160 --> 00:27:46,560
+هذه هي خلاصة ال data mining steps لو
+
+323
+00:27:46,560 --> 00:27:49,380
+أردت أن أعمل data mining application يعني لو أنا
+
+324
+00:27:49,380 --> 00:27:56,240
+مكلف بأننا نعمل system وهذا ال system يعطينا دعم
+
+325
+00:27:56,240 --> 00:28:01,670
+لاتخاذ القرار في ناحية معينة سواء كانمجال تجاري و
+
+326
+00:28:01,670 --> 00:28:06,610
+لا مجال طبي و لا مجال حكومي فالتسلسل الشغل أنه أنا
+
+327
+00:28:06,610 --> 00:28:12,910
+بدي أشوف وين ال data اللي هتلزمني وين موجودة و راح
+
+328
+00:28:12,910 --> 00:28:18,810
+أعمل selection إلها و أحطها في اللي هو ال ..
+
+329
+00:28:18,810 --> 00:28:23,730
+أعملها .. أعملها selection و بعدين أعملها fusion و
+
+330
+00:28:23,730 --> 00:28:28,120
+cleaning و أحطها في إطار واحدبعد ذلك اعمل اي نوع
+
+331
+00:28:28,120 --> 00:28:34,700
+من ال consolidation عشان اجمع ال data كلها في تابل
+
+332
+00:28:34,700 --> 00:28:38,480
+واحد او في cube اذا سمعتوا بال cube بعد ذلك ابدأ
+
+333
+00:28:38,480 --> 00:28:44,680
+عمليات ال analysis عليها طيب واحد اللي قلنا من
+
+334
+00:28:44,680 --> 00:28:50,340
+عمليات ال analysis اللي هي ال decision trees
+
+335
+00:28:53,160 --> 00:29:00,900
+بنطلع على ال decision
+
+336
+00:29:00,900 --> 00:29:09,440
+trees و بعدين سنعود للتانية بالنسبة
+
+337
+00:29:09,440 --> 00:29:10,380
+لل decision trees
+
+338
+00:29:23,000 --> 00:29:32,620
+يعني سلايدات من خارج السلايدات التي تبعت الكتاب لأ
+
+339
+00:29:32,620 --> 00:29:36,340
+لم أضعها لسه في ال extra سأضعها بعد نهاية المحاضرة
+
+340
+00:29:36,340 --> 00:29:46,360
+في عندنا ردائيًا الجدول هذا هذا الجدول عبارة عن قد
+
+341
+00:29:46,360 --> 00:29:50,280
+يكون هو table موجود في ال database أو قد يكون هذا
+
+342
+00:29:50,280 --> 00:29:51,760
+ناتج عملية
+
+343
+00:29:54,180 --> 00:29:59,420
+نتج عملية ال selection و عملية ال consolidation و
+
+344
+00:29:59,420 --> 00:30:02,500
+ال cleaning و كله و صار عندى هذا هو ال table
+
+345
+00:30:02,500 --> 00:30:06,480
+الإجمالي هذا ال table بيجيب بيقوللي انه في عندي
+
+346
+00:30:06,480 --> 00:30:11,820
+أنا عدة
+
+347
+00:30:11,820 --> 00:30:19,280
+أشخاص اشتروا او انعقد عليهم يعني دعاية لكمبيوتر او
+
+348
+00:30:19,280 --> 00:30:22,360
+ل system و بعض منهم اشتروا و بعض منهم ماشترهاش
+
+349
+00:30:22,360 --> 00:30:28,750
+okayاللي مااشتراهش في عندك هنا نو في العمول الأخير
+
+350
+00:30:28,750 --> 00:30:34,830
+واللي اشتراه yes لأن الأشخاص هذولة جمع انا مجموعة
+
+351
+00:30:34,830 --> 00:30:39,280
+من البيانات عنهم ال age ال incomeهل هو student ولا
+
+352
+00:30:39,280 --> 00:30:42,340
+لأ و ال credit rating ال credit rating المقصود
+
+353
+00:30:42,340 --> 00:30:47,020
+بيها انه التصنيف الاعتماني بيقولوها بالعربي
+
+354
+00:30:47,020 --> 00:30:53,260
+المقصود بيه انه تسجله في الدين يعني هل لما بيقترض
+
+355
+00:30:53,260 --> 00:30:59,120
+بيسدد على طول هل عنده ضمن لو أجى يطلب منك يطلب من
+
+356
+00:30:59,120 --> 00:31:03,660
+ال bank card هل عنده ضمانات كافية عشانالبنك يعطيله
+
+357
+00:31:03,660 --> 00:31:07,640
+هذه القرد فهذا المقصود بالتصنيف الاعتمالي فهناك
+
+358
+00:31:07,640 --> 00:31:12,180
+excellent و هناك fair اه excellent و fair هدولة
+
+359
+00:31:12,180 --> 00:31:18,920
+المستويات الان احنا decision tree بساعدني ان انا
+
+360
+00:31:18,920 --> 00:31:25,440
+من هذا ال table اقدر اعمل مجموعة rules بناء على
+
+361
+00:31:25,440 --> 00:31:30,860
+المعطيات هذه اعمل مجموعة rules ان والله اذا هذا
+
+362
+00:31:30,860 --> 00:31:35,970
+أبقى عن recordsلشيء حصل ان هدول الناس مااشتروش
+
+363
+00:31:35,970 --> 00:31:40,230
+هدول اشتروه بناء على هذا الكلام انت طبعا تخيل انه
+
+364
+00:31:40,230 --> 00:31:43,630
+في الواقع هيبقى ال table فيه ربما مش بس العشرة و
+
+365
+00:31:43,630 --> 00:31:47,950
+لا .. هيبقى فيه مئات .. قريبا مئات ال records و زي
+
+366
+00:31:47,950 --> 00:31:52,130
+ما قولت انا هذا ال table اللي هتستند إليه decision
+
+367
+00:31:52,130 --> 00:31:57,510
+tree هيكون consolidated من مجموعة من المراحل
+
+368
+00:31:57,510 --> 00:32:02,220
+الأولى اللي هي ال preprocessingفإيش قلنا ال
+
+369
+00:32:02,220 --> 00:32:06,120
+decision tree technique هدفها هدفها إنه تساعدنا في
+
+370
+00:32:06,120 --> 00:32:10,740
+استخلاص rules إنه والله إذا هو مرتبط أو أقل من أو
+
+371
+00:32:10,740 --> 00:32:15,580
+يساوي تلاتين and هو student إيش احتمال إنه يشتري
+
+372
+00:32:15,580 --> 00:32:21,420
+إيش احتمال إنه مايشتريش صح okay إيش بقى إيش الأن
+
+373
+00:32:21,420 --> 00:32:29,560
+بنسوي أول حاجة بنسويها أول
+
+374
+00:32:29,560 --> 00:32:35,550
+حاجة بنعملهاأحنا الآن في الآخر بدنا نطلع زي هيك
+
+375
+00:32:35,550 --> 00:32:41,170
+classification rules أنه إذا هو student إذا مش
+
+376
+00:32:41,170 --> 00:32:45,210
+student and ال income تبقى high and ال age أقل من
+
+377
+00:32:45,210 --> 00:32:49,470
+تلاتين فمعناته bias computer لأ هذا ال rule هيك
+
+378
+00:32:49,470 --> 00:32:53,170
+أصيغتها نفهم إنه مش هيشتري computer هذا ال rule
+
+379
+00:32:53,170 --> 00:32:56,410
+بطلالة هي data mining هذا ال data mining لما بعمل
+
+380
+00:32:56,410 --> 00:33:00,030
+data mining طلعته زي هيك rule أما تستشعر تريمي زي
+
+381
+00:33:00,030 --> 00:33:06,890
+كدهdecision tree بتاخد قرار ماشي تطلع .. يعني ال
+
+382
+00:33:06,890 --> 00:33:10,750
+rule بيخلف عن القرار طيب ما هو بدي أخد قرار بناء
+
+383
+00:33:10,750 --> 00:33:15,710
+عليه؟ اه أنا الآن بدي أعمل القرار تبعي .. بتوفر
+
+384
+00:33:15,710 --> 00:33:20,490
+إجراءات عندك .. كيف؟ decision tree بتوفر عندك
+
+385
+00:33:20,490 --> 00:33:24,950
+خطوات كتيربتوفر خطوات في ايش؟ في اتخاذ القرار جميل
+
+386
+00:33:24,950 --> 00:33:29,070
+انا الان لما انا اخد خلاصة ال table هذا و احطها في
+
+387
+00:33:29,070 --> 00:33:33,750
+rules مش هذا برضه كمان يعني انا عندي واحد و
+
+388
+00:33:33,750 --> 00:33:39,590
+البيانات تبعته مسجلة ان هو student نعم هو ال
+
+389
+00:33:39,590 --> 00:33:45,810
+income تبعه high ال age تبعه مثلا اقل من 30 تمام
+
+390
+00:33:45,810 --> 00:33:48,390
+عندي البيانات تبعته و عندي البيانات اخرىوالان انا
+
+391
+00:33:48,390 --> 00:33:51,770
+بدأ اقرر شو اللي .. شو الإجراءات اللي بدأ اعملها
+
+392
+00:33:51,770 --> 00:33:55,610
+إذا عندي انا .. إذا .. إذا كنت أنا مطلق ال rules
+
+393
+00:33:55,610 --> 00:33:59,170
+هذه، إيش بضل؟ إنه أدخل هذا في rule based system
+
+394
+00:33:59,170 --> 00:34:02,810
+اللي هو اللي يحتوي على هذا ال rules و ال system
+
+395
+00:34:02,810 --> 00:34:07,490
+اللي يقول ليهيعني أنا بعمل processing لل table
+
+396
+00:34:07,490 --> 00:34:11,530
+باستخدام ال decision tree technique عشان أستخلص
+
+397
+00:34:11,530 --> 00:34:14,390
+هذه ال rules بعد ذلك هذه ال rules بيصير إيش هي
+
+398
+00:34:14,390 --> 00:34:19,150
+اللي بستند إليها في معالجة أو تعامل مع أي case أي
+
+399
+00:34:19,150 --> 00:34:23,990
+حال لأن طبعا ال rule هذه ال decision rule ال rules
+
+400
+00:34:23,990 --> 00:34:27,570
+هذه أنا ممكن إيش أعمل update عليها باستمرار كل ما
+
+401
+00:34:27,570 --> 00:34:31,030
+بتتوفر لدي المزيد من ال data بعمل updating لل
+
+402
+00:34:31,030 --> 00:34:36,100
+rules okayفانا بدأ أصل لها للأمر ايش أول خطوة
+
+403
+00:34:36,100 --> 00:34:43,320
+بسويها في
+
+404
+00:34:43,320 --> 00:34:50,200
+decision tree technique بدي أعمل طيب خلينا نرجع
+
+405
+00:34:50,200 --> 00:34:55,020
+جوا نرجع جوا انا هذه ال rules من اين جبتها او
+
+406
+00:34:55,020 --> 00:34:57,720
+لاحظت من اين جبتها من هذه ال tree
+
+407
+00:35:00,600 --> 00:35:03,520
+لو أنا مشيت في أي مسار من المسارات ففي الأخر بنتهي
+
+408
+00:35:03,520 --> 00:35:06,740
+إيه لإيش؟ leaf notes ال leaf notes هتبتقولي no ولا
+
+409
+00:35:06,740 --> 00:35:13,640
+yes؟ no أو yes لأن هذا هيك معناته إذا student no
+
+410
+00:35:13,640 --> 00:35:19,520
+إذا income high إذا ال age أقل من .. أنتوا شايفين
+
+411
+00:35:19,520 --> 00:35:27,580
+واضح الأرقام هذه أو الكلام هذا فإيش؟ no يعني أنا
+
+412
+00:35:27,580 --> 00:35:32,490
+هذا المسار ترجمنا إلى ruleاللي هي ان ال student
+
+413
+00:35:32,490 --> 00:35:45,690
+know and income high and age قال من او تسار
+
+414
+00:35:45,690 --> 00:35:50,290
+وتلاتين يبقى ايش ال conclusion know يعني هو
+
+415
+00:35:50,290 --> 00:35:57,950
+هايشتري know كل واحد من المصروعات هذه ترجم الى
+
+416
+00:35:57,950 --> 00:36:02,410
+rule يبقى انا الانبدي أشوف كيف بدي أبني هذا ال
+
+417
+00:36:02,410 --> 00:36:09,790
+tree كيف بدي أبني هذا ال tree ال tree هذا بادي من
+
+418
+00:36:09,790 --> 00:36:12,530
+او ايش ال nodes اللي فيها دولها ده عبارة عن
+
+419
+00:36:12,530 --> 00:36:19,330
+attributes العمدة ال بداية هي ال student attribute
+
+420
+00:36:19,330 --> 00:36:22,030
+ايش ال student attribute قولنا هو العمود ان هو
+
+421
+00:36:22,030 --> 00:36:26,110
+student ولا مش student طب ليش بدت بال student ليش
+
+422
+00:36:26,110 --> 00:36:37,440
+مبدت بعمود ال age مثلا وطلعنا تلاتة branches يندي
+
+423
+00:36:37,440 --> 00:36:44,980
+فئة الأقل من 39 يندي فئة من 31 الى 40 يندي فئة
+
+424
+00:36:44,980 --> 00:36:49,520
+أكبر من 40 هم
+
+425
+00:36:49,520 --> 00:36:54,460
+التلات فئات دلوقت ليش ما يجينا نقولنا age و بعدين
+
+426
+00:36:54,460 --> 00:36:59,200
+تلات فئاتأيش بدأنا ب student طبعا student مش فيه
+
+427
+00:36:59,200 --> 00:37:03,600
+انا فئتين يا student ايش اللي خلانا نبدأ بال
+
+428
+00:37:03,600 --> 00:37:06,400
+student احنا كان ممكن نجرب تجريب و نقول والله
+
+429
+00:37:06,400 --> 00:37:12,240
+خلينا نبدأ بال age و نشوف تلت أفراع و بعدها نفرع
+
+430
+00:37:12,240 --> 00:37:17,680
+على كل فرع مجموعة branches أخرة يعني بعدها كان بعد
+
+431
+00:37:17,680 --> 00:37:23,060
+ال age أجي أقول اللي أص إلى ال income يعني هذا
+
+432
+00:37:23,060 --> 00:37:28,550
+الفرع الآن أجي أقول ال incomeال income في عندي
+
+433
+00:37:28,550 --> 00:37:36,090
+high و medium و low و هنا برضه على كل الفرع اللي
+
+434
+00:37:36,090 --> 00:37:44,430
+انا احنا نرجع
+
+435
+00:37:44,430 --> 00:37:50,650
+تاني بعد student صار في عندي جامعة yes و جامعة no
+
+436
+00:37:50,650 --> 00:37:54,550
+او شقة ده و شقة ده هنا income و هنا income لان لما
+
+437
+00:37:54,550 --> 00:38:00,290
+انا بمسك ال incomeماشي بدي أطلع على ال credit
+
+438
+00:38:00,290 --> 00:38:06,870
+rating يعني كل مستوى هو attribute فليش أنا أخدت ال
+
+439
+00:38:06,870 --> 00:38:11,850
+student ثم ال income ثم ال credit rating ثم ال age
+
+440
+00:38:11,850 --> 00:38:20,750
+ليش أجد ترتيب هذا على أي أساس على أي أساس في عندنا
+
+441
+00:38:20,750 --> 00:38:24,710
+معيار اللي هو ال information gain ال information
+
+442
+00:38:24,710 --> 00:38:25,310
+gain
+
+443
+00:38:28,730 --> 00:38:33,770
+أحنا بنحسب لكل واحد من ال attributes ال attributes
+
+444
+00:38:33,770 --> 00:38:37,950
+اللي هي إيش الأعمدة يعني نحسب ال gain
+
+445
+00:39:08,350 --> 00:39:12,730
+بداية ان انا لازم يكون في عدي احصائية لل positive
+
+446
+00:39:12,730 --> 00:39:16,450
+و لل negative يعني لل attribute ايش ال positive و
+
+447
+00:39:16,450 --> 00:39:21,970
+ايش ال negative فيها احسب المثال لما انا بدي اهجي
+
+448
+00:39:21,970 --> 00:39:27,850
+احسب لل attribute student انا لازم احسب لكل ال
+
+449
+00:39:27,850 --> 00:39:33,790
+attributes student age لغير و لغيرواخد الـ
+
+450
+00:39:33,790 --> 00:39:37,650
+attribute اللي ال gain تبعها أعلى هي اللي على
+
+451
+00:39:37,650 --> 00:39:43,730
+أساسها بدي أعمل ايش أعمل التكسيم أو ال splitting
+
+452
+00:39:43,730 --> 00:39:51,830
+فانا الآن قد ال student جداش عدد الناس اللي هم
+
+453
+00:39:51,830 --> 00:39:57,270
+positive في فئة ال student positive من ناحية إيش
+
+454
+00:39:57,270 --> 00:40:00,510
+نرجع تاني
+
+455
+00:40:08,110 --> 00:40:13,490
+high positive schooled
+
+456
+00:40:13,490 --> 00:40:18,230
+كم واحد سبعة
+
+457
+00:40:18,230 --> 00:40:25,010
+اه واحد اتنين تلاتة اربعة خمسة ستة سبعة مجدش
+
+458
+00:40:25,010 --> 00:40:32,550
+negative الباقي واحد اتنين تلاتة اربعة خمسة ستة
+
+459
+00:40:32,550 --> 00:40:41,050
+سبعة اه يعني مجدش من ال positiveهدولة اشترا اي
+
+460
+00:40:41,050 --> 00:40:48,410
+واحد انا بحسب بس من ال yes اي واحد اي اتنين اي
+
+461
+00:40:48,410 --> 00:40:54,190
+تلاتة اي اربعة اي خمسة و هالثاناثة ه ستة ال
+
+462
+00:40:54,190 --> 00:41:04,350
+student الان انا في عندي yes و في عندي no الان من
+
+463
+00:41:04,350 --> 00:41:12,040
+جماعة ال yes اللي هم عديناه ماتواأكم واحد ال
+
+464
+00:41:12,040 --> 00:41:21,440
+positive يعني اشترى و ال negative يعني ماشترهش هم
+
+465
+00:41:21,440 --> 00:41:26,840
+كلهم كده؟ student أسف
+
+466
+00:41:26,840 --> 00:41:35,180
+ال yes سبعة وسبعة نص كل
+
+467
+00:41:35,180 --> 00:41:42,050
+ال yes سبعة كل ال no سبعةكداش اشترى من السبعة؟ ستة
+
+468
+00:41:42,050 --> 00:41:48,030
+كداش ما اشتراش؟ واحد من جماعة الـ No كم واحد
+
+469
+00:41:48,030 --> 00:41:56,270
+اشترى؟ هاي جماعة النصارى
+
+470
+00:41:56,270 --> 00:41:59,750
+فهي
+
+471
+00:41:59,750 --> 00:42:06,470
+هنا اتنين واحد
+
+472
+00:42:06,470 --> 00:42:06,910
+اتنين
+
+473
+00:42:24,910 --> 00:42:29,150
+هذا الجدول يجب أن تعمله لكل واحد من ال attributes
+
+474
+00:42:29,150 --> 00:42:32,370
+لأنه على أساسه يجب أن تحسب ال gain
+
+475
+00:42:53,180 --> 00:42:59,780
+بدا اول شي تجمع ال positive على المجموع
+
+476
+00:42:59,780 --> 00:43:09,780
+و بعدين ال negative على المجموع المعنى
+
+477
+00:43:09,780 --> 00:43:20,820
+ايش الان هندي هنا ال positive كله ال
+
+478
+00:43:20,820 --> 00:43:28,840
+positive كله9 على المجموعة الـ
+
+479
+00:43:28,840 --> 00:43:35,060
+negative كله هذا الـ
+
+480
+00:43:35,060 --> 00:43:48,640
+negative كله P
+
+481
+00:43:48,640 --> 00:43:54,760
+على P زاد N ضرب logLog base 2 لP على P زي ال N
+
+482
+00:43:54,760 --> 00:43:59,320
+ناجص اللي هو نفسه بس إيش لأ في ال negative
+
+483
+00:43:59,320 --> 00:44:04,100
+المعادلة
+
+484
+00:44:04,100 --> 00:44:10,380
+اللي هي ال intro P تبع هذه ال attribute عبارة عن
+
+485
+00:44:10,380 --> 00:44:17,850
+ال P I أزال P بعد هيك بتخصم ال Iمن نقص ال Intro B
+
+486
+00:44:17,850 --> 00:44:22,290
+يظهر معاك المعاملة المتواصلة في المعاملة التفصيلية
+
+487
+00:44:22,290 --> 00:44:26,950
+بس الان كل اللي بتواصله اللي هي ال method نفسها
+
+488
+00:44:26,950 --> 00:44:32,230
+الخطوة الرئاسية لما أنا بحسب ال gain تبعت ال
+
+489
+00:44:32,230 --> 00:44:36,210
+attribute الأولى ال student بعدين ال age بعدين
+
+490
+00:44:36,210 --> 00:44:40,470
+مثلا بلاقي ان ال student هي أعلى gain يبقى الان
+
+491
+00:44:40,470 --> 00:44:43,230
+بعمل ال split على أساسها
+
+492
+00:44:47,510 --> 00:44:52,590
+عملنا split على أساس student الان طلع معايا split
+
+493
+00:44:52,590 --> 00:44:57,130
+طبعا split عندي لأن student بيناري yes و no هيطلع
+
+494
+00:44:57,130 --> 00:45:02,070
+معايا بس يعيش two children لو انه age مثلا أكم
+
+495
+00:45:02,070 --> 00:45:07,390
+class فيها تلاتة كان طلع معايا تلاتة children
+
+496
+00:45:07,390 --> 00:45:10,570
+فالان طلع معايا two children ال children كل واحد
+
+497
+00:45:10,570 --> 00:45:14,680
+من ال children اللي لدول أبوا عندي tableلأن بدي
+
+498
+00:45:14,680 --> 00:45:19,120
+أتعامل مع هذا كتابة على نفس الأساس ايوة بدي أحسب
+
+499
+00:45:19,120 --> 00:45:22,240
+اللي أنا راحد student ضال معاه age و income و
+
+500
+00:45:22,240 --> 00:45:25,260
+credit rating و ال class هذا اللي هو العمود اللي
+
+501
+00:45:25,260 --> 00:45:29,000
+هي تبع ال decision هذا ال three attributes بدي
+
+502
+00:45:29,000 --> 00:45:33,740
+أحسبهم هنا و بدي أحسب ال gain تبعهم هنا كل واحد
+
+503
+00:45:33,740 --> 00:45:39,000
+منهم يعني و ال هنا على أساس أقرر من هنا أعمل split
+
+504
+00:45:39,000 --> 00:45:45,780
+على أساس meanتدريجيا بكون وصلت إلى هنا بعد student
+
+505
+00:45:45,780 --> 00:45:51,780
+وجدنا ان ال income هي اللي ال gain تبعها أعلى اشي
+
+506
+00:45:51,780 --> 00:45:56,440
+فانعمل ال student على أساسه و ال income لأنه low
+
+507
+00:45:56,440 --> 00:46:02,220
+medium high فتلتة children فالان تدريجيا تدريجيا
+
+508
+00:46:02,220 --> 00:46:08,760
+بتشكل معاه الان طبعا كيف هنا هذا التقسيم بنوع ال
+
+509
+00:46:08,760 --> 00:46:12,500
+incomeبينما انا على ال income انا اكمل جدول عندي
+
+510
+00:46:12,500 --> 00:46:18,000
+هاي ال income فانا عندي واحد بس high و اتنين
+
+511
+00:46:18,000 --> 00:46:23,060
+medium و اربع low ايش معنى ذلك لما انا اقسم على ال
+
+512
+00:46:23,060 --> 00:46:27,180
+income هيطلع تلاتة tables table واحد مافيه الا
+
+513
+00:46:27,180 --> 00:46:32,940
+جماعة ال high يعني مافيه الا record واحد table 10
+
+514
+00:46:32,940 --> 00:46:37,740
+جماعة ال medium مافيه الا two recordsوالتابع اللي
+
+515
+00:46:37,740 --> 00:46:41,780
+له فيه أربع records تمام لإن هذا بما إنه مافيه
+
+516
+00:46:41,780 --> 00:46:45,520
+record واحد إيش معناته و ال record هذا بيقول yes
+
+517
+00:46:45,520 --> 00:46:51,020
+معناته خلاص هذا leaf مافيش تكسيب بعد هيك okay okay
+
+518
+00:46:51,020 --> 00:46:58,920
+فهذا اللي هو خلاصة اللي أنا برضه كمانهذا لأن
+
+519
+00:46:58,920 --> 00:47:04,200
+الاتنين two records هذوله yes نفس ال class يبقى
+
+520
+00:47:04,200 --> 00:47:07,960
+برضه مافيش فيه تجسيم خلاص انتهى معناه كأني بقى
+
+521
+00:47:07,960 --> 00:47:10,460
+أقول إذا هو medium ال income تبعه و هو student
+
+522
+00:47:10,460 --> 00:47:14,640
+يبقى حتما حي اشتر أما هنا لأ هنا في ناس ماني
+
+523
+00:47:14,640 --> 00:47:18,060
+ماشتروا و في ناس ماشتروش يبقى هذا الاسم ايش لازم
+
+524
+00:47:18,060 --> 00:47:21,030
+يتجسمالان بدنا نشوف يتجسم على اي واحدة من هذوله
+
+525
+00:47:21,030 --> 00:47:27,050
+الـH و لا الـCR حسب الـ Gain بالطريقة هذه طبعا هذا
+
+526
+00:47:27,050 --> 00:47:34,110
+الامر انا بقدر اعطيه لل analysis tool و ال
+
+527
+00:47:34,110 --> 00:47:38,390
+analysis tool اعطيها ال table و هي تعطيني ال rules
+
+528
+00:47:38,390 --> 00:47:44,440
+تلقائياماشي بس احنا لازم نكون عارفين طريقة ال
+
+529
+00:47:44,440 --> 00:47:48,420
+disability حاضر جاي ان شاء الله بندخل على المعادلة
+
+530
+00:47:48,420 --> 00:47:54,980
+و بشكل تفصيل اكتر و بنكمل بنرجع ارجوع من هنا من
+
+531
+00:47:54,980 --> 00:47:56,600
+statistical methods و ال data visualization
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b00f74ff783e77dd9b594d6c85968e2f55c671e0
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/mSixiL4ZBxY_raw.srt
@@ -0,0 +1,2128 @@
+1
+00:00:21,260 --> 00:00:24,320
+المحاضرة هذه ان شاء الله احنا بننتقل الى موضوع
+
+2
+00:00:24,320 --> 00:00:29,380
+جديد اللي هو ال data mining بس قبل بنربس على
+
+3
+00:00:29,380 --> 00:00:34,540
+الفuzzy
+
+4
+00:00:34,540 --> 00:00:39,500
+evolutionary system اللي هو كان موضوع المحاضرة
+
+5
+00:00:39,500 --> 00:00:43,820
+الماضية اللي هو بيدمج ما بين ال fuzzy technology و
+
+6
+00:00:43,820 --> 00:00:46,340
+ما بين ال genetic algorithm اللي هي ال
+
+7
+00:00:46,340 --> 00:00:50,740
+evolutionary technology فكان المثال عندنا ان احنا
+
+8
+00:00:51,450 --> 00:00:57,810
+الهدف كان في المثال أن نستخلص
+
+9
+00:00:57,810 --> 00:01:02,730
+أفضل مجموعة من ال rules أفضل مجموعة من ال rules
+
+10
+00:01:02,730 --> 00:01:06,870
+اللي يمكن استخدامها في ال fuzzy system ال fuzzy
+
+11
+00:01:06,870 --> 00:01:10,550
+system هو في نهاية الأمر fuzzy هو عبارة عن rule
+
+12
+00:01:10,550 --> 00:01:14,250
+based system بس ال rules سبعته fuzzy بمعنى أنه في
+
+13
+00:01:14,250 --> 00:01:18,650
+لها fuzzy sets و في لها certainty factors في ال
+
+14
+00:01:18,650 --> 00:01:24,010
+conclusionفال .. بقولنا لو كان عندي أنا المسألة
+
+15
+00:01:24,010 --> 00:01:30,050
+بسيطة و أستطيع أني أحصل ال rules كلها في تسعة
+
+16
+00:01:30,050 --> 00:01:35,330
+rules ممكن تنتهي المسألة عند هذا الحد أنه انا
+
+17
+00:01:35,330 --> 00:01:41,860
+اعتمد على ..حسبة ال strength تبعت كل class انا
+
+18
+00:01:41,860 --> 00:01:45,140
+عندي هنا مثلا في المثال كان two classes two
+
+19
+00:01:45,140 --> 00:01:49,280
+classes بناء على ال data المتوفرة لدي بحسب ال
+
+20
+00:01:49,280 --> 00:01:53,730
+strength تبعت كل واحد من ال two classes في كلفي كل
+
+21
+00:01:53,730 --> 00:01:57,190
+جزئية
+
+22
+00:01:57,190 --> 00:02:06,630
+من الجزئيات اللي في ال system و بأخد ال class
+
+23
+00:02:06,630 --> 00:02:10,890
+strongest بأخده على أنه هو ال conclusion تبع هذا
+
+24
+00:02:10,890 --> 00:02:14,830
+ال partition و بعدين بنحسب ال certainty factor
+
+25
+00:02:17,950 --> 00:02:22,090
+وبتبقى القضية عند هدولة التسعة rules بس حتى وإن
+
+26
+00:02:22,090 --> 00:02:27,050
+حددنا التسعة rules وحسبنا ال certainty factors
+
+27
+00:02:27,050 --> 00:02:30,590
+بتاعتهم بظن ان انا مش عارف اذا كان ال rules هذه
+
+28
+00:02:30,590 --> 00:02:36,030
+كلها استخدمها ولا مش كلها هذا الف با حتى لو
+
+29
+00:02:36,030 --> 00:02:41,790
+استخدمت كلها انا ممكن ادخل ال data ومااخدش ال
+
+30
+00:02:41,790 --> 00:02:45,550
+results صحيحةمااخدش result الصحيح اللي بتعطيني
+
+31
+00:02:45,550 --> 00:02:51,890
+دايما نتائج صليمة 100% فمن هنا بيجي الحاجة الى ال
+
+32
+00:02:51,890 --> 00:02:55,930
+genetic algorithm في انه ان انه هي ساعدني في
+
+33
+00:02:55,930 --> 00:03:03,860
+اختيار مجموعة الروز اللي فعلا راح تكون اولامعبرة
+
+34
+00:03:03,860 --> 00:03:10,820
+عن ال decision كيف بيتقبى ال decision الصحيحة
+
+35
+00:03:10,820 --> 00:03:16,260
+مجموعة الروز اللى فعلا تعطينى اللى إلها لازمة و
+
+36
+00:03:16,260 --> 00:03:21,040
+باقية الروز اللى ما إلها لازمة بتستثنى هذا ألف بقى
+
+37
+00:03:21,040 --> 00:03:29,660
+الروز هذه بتعطينى نتائج صحيحة باستمرار فأجى دور
+
+38
+00:03:29,660 --> 00:03:34,920
+الفضلأجنور الـ genetic algorithm هي عملية اختيار
+
+39
+00:03:34,920 --> 00:03:39,120
+ال rules كيف يعني اختيار ال rules قلنا انه بنعمل
+
+40
+00:03:39,120 --> 00:03:46,420
+مجموعة كبيرة من ال rules اللي هي رمزناها برمز S
+
+41
+00:03:46,420 --> 00:03:55,720
+أول وقلنا ان هذا يتكوّل من اللي هو مجموعة ال sets
+
+42
+00:03:55,720 --> 00:04:00,540
+of rules تبع كل واحد من ال case K1, K2
+
+43
+00:04:16,260 --> 00:04:20,660
+كلهم مع بعض بشكل مجموعة ال rules اللي بيتم
+
+44
+00:04:20,660 --> 00:04:24,660
+الاختيار منها ال chromosome الواحد في كتابة
+
+45
+00:04:24,660 --> 00:04:32,780
+algorithm هيكون عبارة عن binary chromosome اللي
+
+46
+00:04:32,780 --> 00:04:40,620
+مقابل كل rule number يقول ما إذا كان ال rule داخلة
+
+47
+00:04:40,620 --> 00:04:46,990
+أو مش داخلة أو مالهاش أهمية في ال decisionمالهاش
+
+48
+00:04:46,990 --> 00:04:49,950
+أهمية هنا هذا برغم أنك تضع تحتها خط إيش يعني
+
+49
+00:04:49,950 --> 00:04:52,830
+مالهاش أهمية يعني أصلا إحنا مش عارفين إذا كان ال
+
+50
+00:04:52,830 --> 00:04:58,490
+rule هذه إلها إذا كان ال rule هذه بال condition
+
+51
+00:04:58,490 --> 00:05:02,450
+تبعها و ب conclusion تبعها إله دور في إتخاذ القرار
+
+52
+00:05:02,450 --> 00:05:09,410
+ف ال genetic algorithm بدها تعمل generation ل
+
+53
+00:05:09,410 --> 00:05:15,550
+multiple of these chromosomesموجموعة generation او
+
+54
+00:05:15,550 --> 00:05:19,650
+population ابتدائية من هذه ال chromosomes ومن خلال
+
+55
+00:05:19,650 --> 00:05:25,770
+ال genetic algorithm بدي تم generation ورا ال
+
+56
+00:05:25,770 --> 00:05:28,770
+generation او population ورا ال population لوصول
+
+57
+00:05:28,770 --> 00:05:33,970
+الى افضل ال chromosome يعني ال chromosome اللي
+
+58
+00:05:33,970 --> 00:05:38,430
+بيعطي افضل نتائج كيف تختبر ال chromosomes تختبر
+
+59
+00:05:38,430 --> 00:05:39,650
+بانه
+
+60
+00:05:41,920 --> 00:05:48,800
+هذه الرولز اللى بيشيرلها ال chromosome بتتشكل
+
+61
+00:05:48,800 --> 00:05:51,220
+منها ال knowledge base و ال knowledge base هذى
+
+62
+00:05:51,220 --> 00:06:00,680
+بيتم ادخال ال data و بينحسب ال results ناتج ادخال
+
+63
+00:06:00,680 --> 00:06:07,370
+ال data هذا كلهاوبنقص جداش نسبة الصواب ونسبة الخطأ
+
+64
+00:06:07,370 --> 00:06:09,730
+ايش هي نسبة الصواب ونسبة الخطأ يعني جداش من ال
+
+65
+00:06:09,730 --> 00:06:13,310
+data تم تصنيفها صحيح و جداش من ال data تم تصنيفها
+
+66
+00:06:13,310 --> 00:06:21,530
+خطأ وهذا هو المقالص احنا الآن زي ما حكينا بدنا
+
+67
+00:06:21,530 --> 00:06:29,950
+نبدأ في موضوع جديد اللي هو موضوع ال data mining ال
+
+68
+00:06:29,950 --> 00:06:33,800
+data mining فيهtwo lectures، lecture 16 و lecture
+
+69
+00:06:33,800 --> 00:06:40,320
+17 لنطلع
+
+70
+00:06:40,320 --> 00:06:46,900
+على المواضيع الفرعية فيه في البداية introduction
+
+71
+00:06:46,900 --> 00:06:52,520
+بعدها كان برضه
+
+72
+00:06:52,520 --> 00:06:56,880
+كجزء من المقدمة في statistical methods و data
+
+73
+00:06:56,880 --> 00:07:00,680
+visualizationبعد ذلك نضغط على الـ principal
+
+74
+00:07:00,680 --> 00:07:06,540
+component analysis ننظر إلى أحدث تقنيات الـ data
+
+75
+00:07:06,540 --> 00:07:06,940
+mining
+
+76
+00:07:42,120 --> 00:07:52,080
+في ال lecture اللي بعد او ال slides اللي بعد هنا
+
+77
+00:07:52,080 --> 00:07:59,680
+decision trees و
+
+78
+00:07:59,680 --> 00:08:08,720
+ال association of rules market
+
+79
+00:08:08,720 --> 00:08:15,460
+basket analysisهذه النقاط اللى بدنا نطلع عليها
+
+80
+00:08:15,460 --> 00:08:23,780
+خلال الفترة اللى جانى بدى انا ابدأ من هنا اول
+
+81
+00:08:23,780 --> 00:08:27,100
+واحدة من هذه التكنيكز هذوله عبارة عن data
+
+82
+00:08:27,100 --> 00:08:31,380
+visualization عبارة عن data mining techniques
+
+83
+00:08:31,380 --> 00:08:38,440
+تكنيكز بتستخدم فيالنجوم ال data mining ال
+
+84
+00:08:38,440 --> 00:08:44,460
+statistical methods بتستخدم ال PCA بتستخدم ال data
+
+85
+00:08:44,460 --> 00:08:46,880
+mining ال association rules و ال market basket
+
+86
+00:08:46,880 --> 00:08:51,160
+analysis بتستخدم فاحنا الأن بدنا نطلع على أول
+
+87
+00:08:51,160 --> 00:08:56,750
+واحدة فيهم أول واحدة هنطلع عليها فيهماللي هي ال
+
+88
+00:08:56,750 --> 00:09:00,350
+data decision trees قبل ال decision trees ما تطلع
+
+89
+00:09:00,350 --> 00:09:07,830
+عليها بدنا بس ناخد فكرة بسيطة عن المقدمة او من
+
+90
+00:09:07,830 --> 00:09:13,570
+المقدمة انا
+
+91
+00:09:13,570 --> 00:09:17,630
+بعتقد ان كثير منكم عنده فكرة عن ال data mining من
+
+92
+00:09:17,630 --> 00:09:18,010
+قبل
+
+93
+00:09:21,280 --> 00:09:24,780
+يعني ممكن نمر عليهم على السريع الإصلايات هذه اللي
+
+94
+00:09:24,780 --> 00:09:34,860
+في المقدمة و بعد هيك نبدأ نحكي في ال data decision
+
+95
+00:09:34,860 --> 00:09:39,960
+trees أهم إشي بالنسبة لنا الآن هو يعني أول إشي
+
+96
+00:09:39,960 --> 00:09:40,640
+data mining
+
+97
+00:09:49,990 --> 00:09:55,450
+في أبسط تعريف إيه؟ اللي هو extraction of knowledge
+
+98
+00:09:55,450 --> 00:10:04,290
+من ال data صح؟ أه على أساس إنه يعني في فرق ما بين
+
+99
+00:10:04,290 --> 00:10:07,090
+ال knowledge و ال data في أصلا فرق ما بين ال
+
+100
+00:10:07,090 --> 00:10:11,970
+knowledge و ال data زي اللي هو ال knowledge مبني
+
+101
+00:10:11,970 --> 00:10:16,050
+على ال data تمام طيب إيش الفرق الآن ما بين ال
+
+102
+00:10:16,050 --> 00:10:20,060
+knowledge و ال data؟واحد منهم مبني على التاني ماشي
+
+103
+00:10:20,060 --> 00:10:22,820
+بس إيش هذه و إيش هذه ال data بيكون عندك .. إنت
+
+104
+00:10:22,820 --> 00:10:28,500
+عندك data كافة الأصناف كافة التغيرات اللي عندها ال
+
+105
+00:10:28,500 --> 00:10:31,140
+knowledge اللي بيعطيك بالآخر إيش الفائدة من هذا ال
+
+106
+00:10:31,140 --> 00:10:34,320
+data ال data بيكون عندك مثلا مائة نوع من ال data
+
+107
+00:10:34,320 --> 00:10:39,380
+مائة نوع من ال data مائة نوع من ال data اه يعني
+
+108
+00:10:39,380 --> 00:10:42,740
+ايش الحكمة إيش أنا مقدر استفيد من هذا ال data
+
+109
+00:10:42,740 --> 00:10:46,560
+important information information طلعت معناها
+
+110
+00:10:46,560 --> 00:10:49,730
+الحين مصطلح تالتdata و information و knowledge
+
+111
+00:10:49,730 --> 00:10:52,930
+دعنا
+
+112
+00:10:52,930 --> 00:10:57,330
+ببساطة ال data و ال information واضح متفجين على
+
+113
+00:10:57,330 --> 00:11:00,790
+الفرق ما بينهم ال data و ال information زي ايش ال
+
+114
+00:11:00,790 --> 00:11:08,490
+data خام و ال information مصنعة يعني بقى اعطوني
+
+115
+00:11:08,490 --> 00:11:14,730
+كلام اللي اقدر احكيه لطفل في ال .. بلاش طفل يعني
+
+116
+00:11:14,730 --> 00:11:19,540
+طالب في السنة و يفهمهإيش يعني ال data خيال؟ لما
+
+117
+00:11:19,540 --> 00:11:28,160
+اضيف على ال data context إيش
+
+118
+00:11:28,160 --> 00:11:32,060
+يعني ال data خيال؟ data خيال ال data ملهاش قيمة
+
+119
+00:11:32,060 --> 00:11:36,940
+عشان أي لازمة لأ ملهاش يعني ملهاش قيمة يعني ال
+
+120
+00:11:36,940 --> 00:11:43,300
+data مش مترابطة و غير مفروضكطع بيانات ال data كطع
+
+121
+00:11:43,300 --> 00:11:48,660
+بيانات بيانات زي مثلا اقول مثلا مثلا يعني تاريخ
+
+122
+00:11:48,660 --> 00:11:53,360
+الميلاد ماشي هذا في حد ذاته هو قطعة data التاريخ
+
+123
+00:11:53,360 --> 00:11:57,540
+مثلا سبت وعشرين واحد واحد واربعين مثلا تسعة و
+
+124
+00:11:57,540 --> 00:12:03,700
+تمانين هذا قطعة data لكنلما انا بقى اربطها بقطعة
+
+125
+00:12:03,700 --> 00:12:07,960
+data اخرى بشخص معين بصير هذه معلومة ان مثلا فلان
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+126
+00:12:07,960 --> 00:12:13,120
+فلان انا بعرف ان في هذه تاريخ ميلاد هو هذا لكن ايش
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+127
+00:12:13,120 --> 00:12:18,500
+اهميته اهميته لما يرتبط بمعلومة اخرى بصير انه اقول
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+128
+00:12:18,500 --> 00:12:22,540
+والله فلان فلان حسن مثلا تاريخ ميلاد هذه الان صارت
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+129
+00:12:22,540 --> 00:12:28,120
+معلومة ولا لأ طيب الآن هذا ال data بتبقى مترامية
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+130
+00:12:28,120 --> 00:12:33,310
+يعني موجودة في database tablesو ال database تبص
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+131
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+انفرج في عدة .. انا بسهولة بحصل على information من
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+132
+00:12:39,090 --> 00:12:43,970
+ال database لأن عندي تقدر تقولي مثلا ال queries و
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+133
+00:12:43,970 --> 00:12:48,870
+ال reports و الهدا وظيفتها انها تجمع هال data من
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+134
+00:12:48,870 --> 00:12:52,210
+اماكنها المتفرقة و تعطينيها ك pieces of
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+135
+00:12:52,210 --> 00:12:56,030
+information يعني انا بطلع على جدول علامات الطلاب
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+136
+00:12:56,210 --> 00:13:00,570
+هذه information ولا لأ ان فلان فلاني جاب في الفصل
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+137
+00:13:00,570 --> 00:13:04,270
+كذا وفي النهاية كذا وإجمالي كذا هذه ال information
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+138
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+تمام هي موجودة في ال database على شكل قطع من ال
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+139
+00:13:08,790 --> 00:13:13,570
+data ل query و report جمعهم ونظمهم لهم في شكل
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+140
+00:13:13,570 --> 00:13:16,830
+information لأن هذه ال information لما أنا بشوف
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+علامة الطلابولا بشوف اي جدول في الدنيا، ايش الفرق
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+00:13:21,990 --> 00:13:25,190
+ما بين ان هو information ولا هو .. هل هو ال
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+143
+00:13:25,190 --> 00:13:29,170
+information ولا هو knowledge؟ ايش اصبح الان الفرق
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+144
+00:13:29,170 --> 00:13:33,630
+ما بين information و knowledge؟ ال information
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+145
+00:13:33,630 --> 00:13:38,650
+موجود في ال database، ال knowledge بصمتها الصمام،
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+146
+00:13:38,650 --> 00:13:42,560
+خلي بالك اللي في ال database هو ال dataواللي انا
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+147
+00:13:42,560 --> 00:13:46,160
+باخده من ال data ب .. اذا .. اذا حطيته على شكل
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+00:13:46,160 --> 00:13:50,800
+جدول زي ما توي قولنا هذا informationلكن انا ممكن
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+149
+00:13:50,800 --> 00:13:54,220
+برضه اعمله processing اضافية و احاوله ال knowledge
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+بمعنى انه اخد منه مش بس مجرد information اخد منه
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+151
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+معرفة المعرفة احنا طول المسافر و احنا بنحكي
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+153
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+expert system قولنا فيه اندي knowledge based و فيه
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+154
+00:14:08,420 --> 00:14:10,380
+اندي ..ماشي ايش ال knowledge ال knowledge هي
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+155
+00:14:10,380 --> 00:14:15,500
+المعرفة او الخبرة المكتسبة مع الزمن من خلال
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+00:14:15,500 --> 00:14:20,180
+التجارب يعني هذا human expertليش هو expert لأنه
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+00:14:20,180 --> 00:14:23,140
+عنده ال knowledge ال knowledge ايش ما نقصد فيها
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+00:14:23,140 --> 00:14:28,540
+نقصد فيه انه كيف يتعامل مع situations معينة طبعا
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+00:14:28,540 --> 00:14:33,420
+هذا القدرته على التعامل مع ال situations معينة هذه
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+00:14:33,420 --> 00:14:37,320
+أجت من خلال التجارب هو من خلال التجارب اكتسب
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+00:14:37,320 --> 00:14:41,800
+information و ال information هترابطت مع بعض و أصبح
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+162
+00:14:41,800 --> 00:14:47,280
+عنده القدرة ان يستخلصاستخلص ايش rules انه في
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+163
+00:14:47,280 --> 00:14:53,000
+الحالات اللي كده في الحالات الفلانية افضل خيار او
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+164
+00:14:53,000 --> 00:14:57,460
+افضل قرار هو كده هذا هو ايش ال knowledge تمام يعني
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+165
+00:14:57,460 --> 00:15:01,640
+انا لما اهجر اطلع على جدول الطلاب بعطيلي جدول
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+166
+00:15:01,640 --> 00:15:07,160
+علامات الطلاب بعطيلي information بس من خلال تجربتي
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+167
+00:15:07,160 --> 00:15:11,960
+السابقة بقدر انا اقول والله هذه العلامات هذه
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+168
+00:15:11,960 --> 00:15:17,790
+العلامات انا من خلال تجربتيربطها بإيش بعلامات
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+169
+00:15:17,790 --> 00:15:23,170
+الفصلي يعني أنا بقدر أستخلص أو أتنبأ أو أجدر أن
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+170
+00:15:23,170 --> 00:15:27,210
+الطالب إذا هدا علاماته في امتحان الفصل الأول
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+171
+00:15:27,210 --> 00:15:33,850
+فغالبا غالبا مش هتتبعد كتير في النهائي أو لأ فيه
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+172
+00:15:33,850 --> 00:15:38,530
+هيكون عنده هذا knowledge knowledge من أجل من خلال
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+173
+00:15:38,530 --> 00:15:45,150
+خبرتي و ملاحظتي و ربطي ما بين ال informationهذه مع
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+174
+00:15:45,150 --> 00:15:47,210
+تلك المعلومات وهذه مع تلك المعلومات وبعدها مع تلك
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+175
+00:15:47,210 --> 00:15:49,790
+المعلومات يبقى ال knowledge هي عبارة عن الخبرة
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+176
+00:15:49,790 --> 00:15:55,490
+الخبرة أو خلاصة الخبرة اللي انا اذا توفرت لديه
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+177
+00:15:55,490 --> 00:15:59,690
+بستطيع اخد decisions او اقرر واضح فال knowledge هي
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+178
+00:15:59,690 --> 00:16:07,830
+مستوى أعلى من ال information بمعنى انه الاستنتاجات
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+179
+00:16:07,830 --> 00:16:12,390
+اللي بيستنتجها الإنسان اللي بتسترحده على اتخاذ
+
+180
+00:16:12,390 --> 00:16:16,790
+قراراتلما نحكي عن data mining، هدف ال data mining
+
+181
+00:16:16,790 --> 00:16:23,870
+هو توصيلنا إلى knowledge من ال data بمعنى أننا
+
+182
+00:16:23,870 --> 00:16:29,570
+نستند إلى ال data في الأصول إلى قدرة على اتخاذ
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+183
+00:16:29,570 --> 00:16:30,410
+قرارات
+
+184
+00:16:33,230 --> 00:16:37,110
+ممكن تكون معبر عنها بشكل rules يعني انا من ال data
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+185
+00:16:37,110 --> 00:16:43,510
+بدي استخلص rules وال rules هذه بتصير هي السند تبعي
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+186
+00:16:43,510 --> 00:16:48,810
+او المحتكس تبعي لاتخاذ القرارات ال rules الآن هي
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+187
+00:16:48,810 --> 00:16:53,450
+تجسيد لل knowledge تجسيد لل knowledge فانا اصبح ال
+
+188
+00:16:53,450 --> 00:16:57,860
+data miningبتقدر تقول لو أنا استخلصت من ال data من
+
+189
+00:16:57,860 --> 00:17:01,420
+ال data rules مع أن دلوقتي أنا عملت data mining
+
+190
+00:17:01,420 --> 00:17:05,540
+لأن ال rules هي خلاصة ال knowledge ماشي الحال ف
+
+191
+00:17:05,540 --> 00:17:09,620
+data mining can also be defined as the exploration
+
+192
+00:17:09,620 --> 00:17:13,700
+exploration analysis of large quantities of dataهل
+
+193
+00:17:13,700 --> 00:17:17,820
+انا كيف اعمل rules من مجلة بسيطة؟ لأ لازم اجيب
+
+194
+00:17:17,820 --> 00:17:22,460
+عندي مجلة كتيرة و ربما database كتيرة اجمع منهم
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+195
+00:17:22,460 --> 00:17:28,540
+معلومات كتيرة علشان اقدر احلل اعمل analysis لهذا
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+196
+00:17:28,540 --> 00:17:33,040
+ال large amount of data علشان اقدر اطلع rules او
+
+197
+00:17:33,040 --> 00:17:36,520
+اقدر ابني neural network مثلا ال neural network
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+198
+00:17:36,520 --> 00:17:41,910
+اللي اتعلمت من هذه ال data اللي تقدر عياشأتطلعلي
+
+199
+00:17:41,910 --> 00:17:47,170
+قرارات أو قرارات الان
+
+200
+00:17:47,170 --> 00:17:50,270
+ال database management systems او ال tools
+
+201
+00:17:50,270 --> 00:17:55,270
+الموجودة بتعطيني extraction ل data بس ما بتعطيني
+
+202
+00:17:55,270 --> 00:18:00,550
+او بتعطيني query
+
+203
+00:18:00,550 --> 00:18:03,610
+و ما إلى ذلك لكن لما ما استند ال database
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+204
+00:18:03,610 --> 00:18:06,670
+management system و قدرته على ال query و ال
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+205
+00:18:06,670 --> 00:18:09,710
+reporting انه يعطيني knowledge بدي analytical
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+206
+00:18:09,710 --> 00:18:13,970
+toolsهذا ال database management tools وظيفتها
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+207
+00:18:13,970 --> 00:18:20,750
+التخزين والبحث والاسترجاع انما عشان انا استخلص
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+208
+00:18:20,750 --> 00:18:25,130
+knowledge بدي analytical tools analytical tools او
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+209
+00:18:25,130 --> 00:18:30,330
+analytical servers هذه وظيفته انها تاخد ال data من
+
+210
+00:18:30,330 --> 00:18:33,610
+مصادرها المتعددة و تعمل عليها نوع من ال analysis
+
+211
+00:18:33,610 --> 00:18:38,930
+ال analysis هذا بيشتملgenetic ممكن يشمل neural
+
+212
+00:18:38,930 --> 00:18:42,370
+network ممكن يشمل fuzzy system اللي يطلعلي في
+
+213
+00:18:42,370 --> 00:18:49,570
+الآخر rules او neural networks او solution نهائي
+
+214
+00:18:49,570 --> 00:18:53,590
+من خلال مثلا ال genetic algorithm اللي ساعد في
+
+215
+00:18:53,590 --> 00:19:01,870
+اتخاذ القرار طيب أصبح ال data mining process إذا
+
+216
+00:19:01,870 --> 00:19:05,270
+قصلني من ال data الخام raw data
+
+217
+00:19:07,950 --> 00:19:19,070
+الى knowledge ك process نعرف
+
+218
+00:19:19,070 --> 00:19:26,190
+المراحل تبعها بما أن ال data أصلا موجودة في احنا
+
+219
+00:19:26,190 --> 00:19:29,690
+بينا large ال large هذه ال large هذه ممكن تكون
+
+220
+00:19:29,690 --> 00:19:34,730
+موجودة في source واحد أو في عدة sources فاحنا بدنا
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+221
+00:19:34,730 --> 00:19:40,530
+في الأول نعملللغرض اللي احنا بدناه بدنا مثلا data
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+222
+00:19:40,530 --> 00:19:46,530
+data mining tool اللي ساعدنا في اتخاذ قرار في جانب
+
+223
+00:19:46,530 --> 00:19:54,570
+من يعني بيانات عن المواطنين واحنا بدنا نعرف قضية
+
+224
+00:19:54,570 --> 00:19:58,250
+القضية اللي علاقة بالصحة او بال health يعني نشوف
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+225
+00:19:58,250 --> 00:20:06,550
+ايش الخصائص المواطن اللي ممكن توشيرالى ان هذا معرض
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+226
+00:20:06,550 --> 00:20:13,130
+لمرض معين او مرض لمرض معين فانا هاخد من كل ال data
+
+227
+00:20:13,130 --> 00:20:17,110
+المخزنة عند المواطن بس ما يعني اللي هو القضايا
+
+228
+00:20:17,110 --> 00:20:22,050
+الصحية او قضايا المرض اللي انا بقى لازم نعمل
+
+229
+00:20:22,050 --> 00:20:27,270
+selection لل data في الأول ما بين كل ال data
+
+230
+00:20:27,270 --> 00:20:31,930
+pieces of data اللي موجودة بس اختار ما يعنيني
+
+231
+00:20:31,930 --> 00:20:38,320
+للهدفلأن ال knowledge سبعة تكون موجهة لغرض معين
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+232
+00:20:38,320 --> 00:20:44,120
+أنا بحكي عن knowledge في كل الأمور تمام؟ لأن هذا
+
+233
+00:20:44,120 --> 00:20:49,620
+ال selection أنا بختار جوانب معين من ال data الان
+
+234
+00:20:49,620 --> 00:20:55,200
+جاياني ال data من عدة مصادر مختلفة الان هذه ال
+
+235
+00:20:55,200 --> 00:21:00,120
+data اللي عشت من مصادر مختلفة بدي أوحدها في بوتقة
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+236
+00:21:00,120 --> 00:21:05,730
+واحدة او في قطار واحدالاطار هذا مش بالضروري يكون
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+237
+00:21:05,730 --> 00:21:11,670
+جدول واحد لأ لسه ممكن يكون فيه إيش عدة جدول ولكن
+
+238
+00:21:11,670 --> 00:21:16,950
+إلها نفس النمط نفس النمط لإن هنا ماكانوش نفس النمط
+
+239
+00:21:17,840 --> 00:21:21,640
+الـ Fusion هو الذي سيعطيني مثلًا إذا كان لدي
+
+240
+00:21:21,640 --> 00:21:26,000
+Database Oracle وهذا Database MySQL وواحدة ثانية
+
+241
+00:21:26,000 --> 00:21:30,940
+SQL Server كل واحدة من ال database management
+
+242
+00:21:30,940 --> 00:21:36,600
+system يمتلك نمط في تخزين ال dataالحقول المسمية
+
+243
+00:21:36,600 --> 00:21:40,740
+باسامي مختلفة و ال data types تبعتها صح هذا مثلا و
+
+244
+00:21:40,740 --> 00:21:42,920
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+245
+00:21:42,920 --> 00:21:43,340
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+246
+00:21:43,340 --> 00:21:43,420
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+247
+00:21:43,420 --> 00:21:44,520
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+248
+00:21:44,520 --> 00:21:44,540
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+249
+00:21:44,540 --> 00:21:45,420
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+250
+00:21:45,420 --> 00:21:45,580
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+251
+00:21:45,580 --> 00:21:45,760
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+252
+00:21:45,760 --> 00:21:46,020
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+253
+00:21:46,020 --> 00:21:48,580
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+254
+00:21:48,580 --> 00:21:48,580
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+255
+00:21:48,580 --> 00:21:51,760
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+256
+00:21:51,760 --> 00:22:00,280
+هذا و
+
+257
+00:22:00,280 --> 00:22:00,920
+هذا و
+
+258
+00:22:07,410 --> 00:22:11,810
+cleansing شبيه بcleaning cleansing يعني التطهير في
+
+259
+00:22:11,810 --> 00:22:16,650
+الطب cleansing يعني استخدام مادة مطهرة عشان التعقم
+
+260
+00:22:16,650 --> 00:22:21,950
+و في التطهير الأرقي برضه ethnic cleansing بيقولوا
+
+261
+00:22:21,950 --> 00:22:26,070
+ايش هنا يعني احنا بدنا نشيل من ال data اي شواقب
+
+262
+00:22:26,070 --> 00:22:32,770
+يعني شواقب زي ايش يعني اي حاجة ايش مش كامل مثلا او
+
+263
+00:22:32,770 --> 00:22:39,480
+ايش بعيد كتير عن ال averageيعني كل الطلاب عندى
+
+264
+00:22:39,480 --> 00:22:45,520
+أطوالهم مثلا اتروح من 171 ل 190 واحد جاى طوله 240
+
+265
+00:22:45,520 --> 00:22:49,700
+مثلا ده أكيد خلل فى الاتخاذ طبعا شايف كيف وحتى لو
+
+266
+00:22:49,700 --> 00:22:55,560
+كان حقيقي حستفنى لأنه بحشوش ال knowledge تبعتي
+
+267
+00:22:55,560 --> 00:23:00,360
+يعنى حشوش ال اسم التجارة تبعنا okay فى حد من 240
+
+268
+00:23:00,360 --> 00:23:02,760
+مصدنيش انا يعنى okay
+
+269
+00:23:06,850 --> 00:23:12,630
+أحنا دلوقتي نحكي على الـ first step الـ data
+
+270
+00:23:12,630 --> 00:23:17,370
+relevant
+
+271
+00:23:17,370 --> 00:23:23,030
+بس ال data irrelevant ال
+
+272
+00:23:23,030 --> 00:23:29,990
+second
+
+273
+00:23:29,990 --> 00:23:37,040
+step هي ال fusion يعني التجميلand a cleaning or
+
+274
+00:23:37,040 --> 00:23:41,820
+cleansing at
+
+275
+00:23:41,820 --> 00:23:44,880
+this stage all the relevant data are retrieved
+
+276
+00:23:44,880 --> 00:23:49,060
+from the target database and integrated redundant
+
+277
+00:23:49,060 --> 00:23:55,680
+بنشيله inconsistent بنشيله redundant يعني المكرر
+
+278
+00:23:55,680 --> 00:24:01,580
+inconsistent يعني المتناقض يعني شغل مش هادر مش
+
+279
+00:24:01,580 --> 00:24:08,370
+تبعد يعني أنها تكون حقيقية يعنيهو متناقض مع باقية
+
+280
+00:24:08,370 --> 00:24:11,650
+ال data إذا ما هو يقولنا إنه واحد يبقى مثلا طوله
+
+281
+00:24:11,650 --> 00:24:16,550
+تمام removed from the collection غير هيك في ال
+
+282
+00:24:16,550 --> 00:24:19,750
+third step اللي هي transformation Transformation
+
+283
+00:24:19,750 --> 00:24:25,310
+الآن إيش يعني إحنا بدنا نحوّل نحوّل ال dataباب
+
+284
+00:24:25,310 --> 00:24:28,650
+كمان هذا ممكن تعتبره consolidation احنا ايش اللي
+
+285
+00:24:28,650 --> 00:24:31,210
+بدنا نحوله هنا هل مثلا بدنا نحول ال integer ل ال
+
+286
+00:24:31,210 --> 00:24:34,050
+real ولا ال real ل ال integer ولا ال date ل ال
+
+287
+00:24:34,050 --> 00:24:37,190
+string مش هذا الموصول الموصول ان احنا بدنا نعمل
+
+288
+00:24:37,190 --> 00:24:43,330
+تجميع يعني بدل مثلا انا عندي علامات الطالب في ال
+
+289
+00:24:43,330 --> 00:24:45,890
+quiz الأول في ال quiz التاني في ال mid في ال كذا
+
+290
+00:24:45,890 --> 00:24:51,070
+بدي اجمعهم بدي علامة نهائية للطالبيعني ممكن يكون
+
+291
+00:24:51,070 --> 00:24:54,610
+ال data جياني ان لكل طالب فيه عشرة او خمس records
+
+292
+00:24:54,610 --> 00:24:58,410
+كل record علامته في جزئية من جزيات المادة بدي
+
+293
+00:24:58,410 --> 00:25:03,190
+اجمحهم مع بعض هذا اسمه ايش consolidation تمام
+
+294
+00:25:03,190 --> 00:25:07,430
+عملية التجميع في أرقام إجمالية ليش انا بدي اعمل
+
+295
+00:25:07,430 --> 00:25:10,130
+أرقام إجمالية لأنه انا بدي استند إلى هذه الرقم
+
+296
+00:25:10,130 --> 00:25:11,890
+الإجمالي لان ما بدي اطلع على كل
+
+297
+00:25:30,970 --> 00:25:37,000
+بجمع على حسب ايش المستوى اللي يعنيني انابدرجة
+
+298
+00:25:37,000 --> 00:25:42,800
+علامة الطالب النهائي في الدرجة العلمية باخد
+
+299
+00:25:42,800 --> 00:25:49,340
+الإجمال كله الان ال data mining بعد ما وصلت لهذه
+
+300
+00:25:49,340 --> 00:25:55,120
+المرحلة بقدر أعمل analysis بخطوات الأولى هذي كما
+
+301
+00:25:55,120 --> 00:25:58,580
+نسميها preprocessing الأولى والتالي والتالتة ال
+
+302
+00:25:58,580 --> 00:26:00,400
+selection
+
+303
+00:26:02,220 --> 00:26:11,780
+التنظيف والتنظيف كل هذا بسميه preprocessing إلى أن
+
+304
+00:26:11,780 --> 00:26:17,150
+تجهز عشان أقدر أعمل analysisالان في ال analysis
+
+305
+00:26:17,150 --> 00:26:21,870
+هنا تيجي ماقدر أستخدم أي من ال techniques هذه حسب
+
+306
+00:26:21,870 --> 00:26:25,350
+حاجتي إذا والله ال statistical methods بتلبيلي
+
+307
+00:26:25,350 --> 00:26:29,830
+حاجتي إن أعمل مثلا أحصائية و لا كده و الأحصائية هي
+
+308
+00:26:29,830 --> 00:26:34,410
+تعطيني ال knowledge أستشف ال knowledge اللي أنا
+
+309
+00:26:34,410 --> 00:26:36,690
+بديها أو الخبر اللي أنا بديها من خلال الأحصائية
+
+310
+00:26:36,690 --> 00:26:40,970
+بكافي و كافي خلاص و إلا ممكن أعمل PCA أو أعمل data
+
+311
+00:26:40,970 --> 00:26:44,950
+mining أو decision tree أو أعمل أي واحد من ال
+
+312
+00:26:44,950 --> 00:26:49,150
+techniques الأخرىالان هاد ال data هاد ال
+
+313
+00:26:49,150 --> 00:26:52,110
+conclusions بدنا نعملها interpretation of the
+
+314
+00:26:52,110 --> 00:26:57,890
+results هاد ال interpretation معناته انا بدي اتأكد
+
+315
+00:26:57,890 --> 00:27:02,330
+من ان ال knowledge هاد فعلا مطابق للواقع ولا ..
+
+316
+00:27:02,330 --> 00:27:08,170
+ولا لأ ايش يعني لأ يعني عملية الاستبهار اللي كان
+
+317
+00:27:08,170 --> 00:27:13,600
+فيها خلل المهإذا مافي مطابقة ما بين الاستنتاجات
+
+318
+00:27:13,600 --> 00:27:16,420
+اللي أنا بستنتجها و ما بين الواقع يبقى فيه خلل
+
+319
+00:27:16,420 --> 00:27:20,700
+يبقى بدي أرجع تاني أعدل على الشغل اللي هنا لحد دي
+
+320
+00:27:20,700 --> 00:27:23,940
+ما يصير ال .. لأن ال interpretation هذا أيضا ممكن
+
+321
+00:27:23,940 --> 00:27:27,620
+يشتمل على visualization يعني ال data اللي بتطلع
+
+322
+00:27:27,620 --> 00:27:38,880
+أشوفها على شكل charts أو أشكال يعني بيانية تمام؟
+
+323
+00:27:40,160 --> 00:27:46,560
+هذه هي خلاصة ال data mining steps لو
+
+324
+00:27:46,560 --> 00:27:49,380
+أردت أن أعمل data mining application يعني لو أنا
+
+325
+00:27:49,380 --> 00:27:56,240
+مكلف بأننا نعمل system وهذا ال system يعطينا دعم
+
+326
+00:27:56,240 --> 00:28:01,670
+لاتخاذ القرار في ناحية معينة سواء كانمجال تجاري و
+
+327
+00:28:01,670 --> 00:28:06,610
+لا مجال طبي و لا مجال حكومي فالتسلسل الشغل أنه أنا
+
+328
+00:28:06,610 --> 00:28:12,910
+بدي أشوف وين ال data اللي هتلزمني وين موجودة و راح
+
+329
+00:28:12,910 --> 00:28:18,810
+أعمل selection إلها و أحطها في اللي هو ال ..
+
+330
+00:28:18,810 --> 00:28:23,730
+أعملها .. أعملها selection و بعدين أعملها fusion و
+
+331
+00:28:23,730 --> 00:28:28,120
+cleaning و أحطها في إطار واحدبعد ذلك اعمل اي نوع
+
+332
+00:28:28,120 --> 00:28:34,700
+من ال consolidation عشان اجمع ال data كلها في تابل
+
+333
+00:28:34,700 --> 00:28:38,480
+واحد او في cube اذا سمعتوا بال cube بعد ذلك ابدأ
+
+334
+00:28:38,480 --> 00:28:44,680
+عمليات ال analysis عليها طيب واحد اللي قلنا من
+
+335
+00:28:44,680 --> 00:28:50,340
+عمليات ال analysis اللي هي ال decision trees
+
+336
+00:28:53,160 --> 00:29:00,900
+بنطلع على ال decision
+
+337
+00:29:00,900 --> 00:29:09,440
+trees و بعدين سنعود للتانية بالنسبة
+
+338
+00:29:09,440 --> 00:29:10,380
+لل decision trees
+
+339
+00:29:23,000 --> 00:29:32,620
+يعني سلايدات من خارج السلايدات التي تبعت الكتاب لأ
+
+340
+00:29:32,620 --> 00:29:36,340
+لم أضعها لسه في ال extra سأضعها بعد نهاية المحاضرة
+
+341
+00:29:36,340 --> 00:29:46,360
+في عندنا ردائيًا الجدول هذا هذا الجدول عبارة عن قد
+
+342
+00:29:46,360 --> 00:29:50,280
+يكون هو table موجود في ال database أو قد يكون هذا
+
+343
+00:29:50,280 --> 00:29:51,760
+ناتج عملية
+
+344
+00:29:54,180 --> 00:29:59,420
+نتج عملية ال selection و عملية ال consolidation و
+
+345
+00:29:59,420 --> 00:30:02,500
+ال cleaning و كله و صار عندى هذا هو ال table
+
+346
+00:30:02,500 --> 00:30:06,480
+الإجمالي هذا ال table بيجيب بيقوللي انه في عندي
+
+347
+00:30:06,480 --> 00:30:11,820
+أنا عدة
+
+348
+00:30:11,820 --> 00:30:19,280
+أشخاص اشتروا او انعقد عليهم يعني دعاية لكمبيوتر او
+
+349
+00:30:19,280 --> 00:30:22,360
+ل system و بعض منهم اشتروا و بعض منهم ماشترهاش
+
+350
+00:30:22,360 --> 00:30:28,750
+okayاللي مااشتراهش في عندك هنا نو في العمول الأخير
+
+351
+00:30:28,750 --> 00:30:34,830
+واللي اشتراه yes لأن الأشخاص هذولة جمع انا مجموعة
+
+352
+00:30:34,830 --> 00:30:39,280
+من البيانات عنهم ال age ال incomeهل هو student ولا
+
+353
+00:30:39,280 --> 00:30:42,340
+لأ و ال credit rating ال credit rating المقصود
+
+354
+00:30:42,340 --> 00:30:47,020
+بيها انه التصنيف الاعتماني بيقولوها بالعربي
+
+355
+00:30:47,020 --> 00:30:53,260
+المقصود بيه انه تسجله في الدين يعني هل لما بيقترض
+
+356
+00:30:53,260 --> 00:30:59,120
+بيسدد على طول هل عنده ضمن لو أجى يطلب منك يطلب من
+
+357
+00:30:59,120 --> 00:31:03,660
+ال bank card هل عنده ضمانات كافية عشانالبنك يعطيله
+
+358
+00:31:03,660 --> 00:31:07,640
+هذه القرد فهذا المقصود بالتصنيف الاعتمالي فهناك
+
+359
+00:31:07,640 --> 00:31:12,180
+excellent و هناك fair اه excellent و fair هدولة
+
+360
+00:31:12,180 --> 00:31:18,920
+المستويات الان احنا decision tree بساعدني ان انا
+
+361
+00:31:18,920 --> 00:31:25,440
+من هذا ال table اقدر اعمل مجموعة rules بناء على
+
+362
+00:31:25,440 --> 00:31:30,860
+المعطيات هذه اعمل مجموعة rules ان والله اذا هذا
+
+363
+00:31:30,860 --> 00:31:35,970
+أبقى عن recordsلشيء حصل ان هدول الناس مااشتروش
+
+364
+00:31:35,970 --> 00:31:40,230
+هدول اشتروه بناء على هذا الكلام انت طبعا تخيل انه
+
+365
+00:31:40,230 --> 00:31:43,630
+في الواقع هيبقى ال table فيه ربما مش بس العشرة و
+
+366
+00:31:43,630 --> 00:31:47,950
+لا .. هيبقى فيه مئات .. قريبا مئات ال records و زي
+
+367
+00:31:47,950 --> 00:31:52,130
+ما قولت انا هذا ال table اللي هتستند إليه decision
+
+368
+00:31:52,130 --> 00:31:57,510
+tree هيكون consolidated من مجموعة من المراحل
+
+369
+00:31:57,510 --> 00:32:02,220
+الأولى اللي هي ال preprocessingفإيش قلنا ال
+
+370
+00:32:02,220 --> 00:32:06,120
+decision tree technique هدفها هدفها إنه تساعدنا في
+
+371
+00:32:06,120 --> 00:32:10,740
+استخلاص rules إنه والله إذا هو مرتبط أو أقل من أو
+
+372
+00:32:10,740 --> 00:32:15,580
+يساوي تلاتين and هو student إيش احتمال إنه يشتري
+
+373
+00:32:15,580 --> 00:32:21,420
+إيش احتمال إنه مايشتريش صح okay إيش بقى إيش الأن
+
+374
+00:32:21,420 --> 00:32:29,560
+بنسوي أول حاجة بنسويها أول
+
+375
+00:32:29,560 --> 00:32:35,550
+حاجة بنعملهاأحنا الآن في الآخر بدنا نطلع زي هيك
+
+376
+00:32:35,550 --> 00:32:41,170
+classification rules أنه إذا هو student إذا مش
+
+377
+00:32:41,170 --> 00:32:45,210
+student and ال income تبقى high and ال age أقل من
+
+378
+00:32:45,210 --> 00:32:49,470
+تلاتين فمعناته bias computer لأ هذا ال rule هيك
+
+379
+00:32:49,470 --> 00:32:53,170
+أصيغتها نفهم إنه مش هيشتري computer هذا ال rule
+
+380
+00:32:53,170 --> 00:32:56,410
+بطلالة هي data mining هذا ال data mining لما بعمل
+
+381
+00:32:56,410 --> 00:33:00,030
+data mining طلعته زي هيك rule أما تستشعر تريمي زي
+
+382
+00:33:00,030 --> 00:33:06,890
+كدهdecision tree بتاخد قرار ماشي تطلع .. يعني ال
+
+383
+00:33:06,890 --> 00:33:10,750
+rule بيخلف عن القرار طيب ما هو بدي أخد قرار بناء
+
+384
+00:33:10,750 --> 00:33:15,710
+عليه؟ اه أنا الآن بدي أعمل القرار تبعي .. بتوفر
+
+385
+00:33:15,710 --> 00:33:20,490
+إجراءات عندك .. كيف؟ decision tree بتوفر عندك
+
+386
+00:33:20,490 --> 00:33:24,950
+خطوات كتيربتوفر خطوات في ايش؟ في اتخاذ القرار جميل
+
+387
+00:33:24,950 --> 00:33:29,070
+انا الان لما انا اخد خلاصة ال table هذا و احطها في
+
+388
+00:33:29,070 --> 00:33:33,750
+rules مش هذا برضه كمان يعني انا عندي واحد و
+
+389
+00:33:33,750 --> 00:33:39,590
+البيانات تبعته مسجلة ان هو student نعم هو ال
+
+390
+00:33:39,590 --> 00:33:45,810
+income تبعه high ال age تبعه مثلا اقل من 30 تمام
+
+391
+00:33:45,810 --> 00:33:48,390
+عندي البيانات تبعته و عندي البيانات اخرىوالان انا
+
+392
+00:33:48,390 --> 00:33:51,770
+بدأ اقرر شو اللي .. شو الإجراءات اللي بدأ اعملها
+
+393
+00:33:51,770 --> 00:33:55,610
+إذا عندي انا .. إذا .. إذا كنت أنا مطلق ال rules
+
+394
+00:33:55,610 --> 00:33:59,170
+هذه، إيش بضل؟ إنه أدخل هذا في rule based system
+
+395
+00:33:59,170 --> 00:34:02,810
+اللي هو اللي يحتوي على هذا ال rules و ال system
+
+396
+00:34:02,810 --> 00:34:07,490
+اللي يقول ليهيعني أنا بعمل processing لل table
+
+397
+00:34:07,490 --> 00:34:11,530
+باستخدام ال decision tree technique عشان أستخلص
+
+398
+00:34:11,530 --> 00:34:14,390
+هذه ال rules بعد ذلك هذه ال rules بيصير إيش هي
+
+399
+00:34:14,390 --> 00:34:19,150
+اللي بستند إليها في معالجة أو تعامل مع أي case أي
+
+400
+00:34:19,150 --> 00:34:23,990
+حال لأن طبعا ال rule هذه ال decision rule ال rules
+
+401
+00:34:23,990 --> 00:34:27,570
+هذه أنا ممكن إيش أعمل update عليها باستمرار كل ما
+
+402
+00:34:27,570 --> 00:34:31,030
+بتتوفر لدي المزيد من ال data بعمل updating لل
+
+403
+00:34:31,030 --> 00:34:36,100
+rules okayفانا بدأ أصل لها للأمر ايش أول خطوة
+
+404
+00:34:36,100 --> 00:34:43,320
+بسويها في
+
+405
+00:34:43,320 --> 00:34:50,200
+decision tree technique بدي أعمل طيب خلينا نرجع
+
+406
+00:34:50,200 --> 00:34:55,020
+جوا نرجع جوا انا هذه ال rules من اين جبتها او
+
+407
+00:34:55,020 --> 00:34:57,720
+لاحظت من اين جبتها من هذه ال tree
+
+408
+00:35:00,600 --> 00:35:03,520
+لو أنا مشيت في أي مسار من المسارات ففي الأخر بنتهي
+
+409
+00:35:03,520 --> 00:35:06,740
+إيه لإيش؟ leaf notes ال leaf notes هتبتقولي no ولا
+
+410
+00:35:06,740 --> 00:35:13,640
+yes؟ no أو yes لأن هذا هيك معناته إذا student no
+
+411
+00:35:13,640 --> 00:35:19,520
+إذا income high إذا ال age أقل من .. أنتوا شايفين
+
+412
+00:35:19,520 --> 00:35:27,580
+واضح الأرقام هذه أو الكلام هذا فإيش؟ no يعني أنا
+
+413
+00:35:27,580 --> 00:35:32,490
+هذا المسار ترجمنا إلى ruleاللي هي ان ال student
+
+414
+00:35:32,490 --> 00:35:45,690
+know and income high and age قال من او تسار
+
+415
+00:35:45,690 --> 00:35:50,290
+وتلاتين يبقى ايش ال conclusion know يعني هو
+
+416
+00:35:50,290 --> 00:35:57,950
+هايشتري know كل واحد من المصروعات هذه ترجم الى
+
+417
+00:35:57,950 --> 00:36:02,410
+rule يبقى انا الانبدي أشوف كيف بدي أبني هذا ال
+
+418
+00:36:02,410 --> 00:36:09,790
+tree كيف بدي أبني هذا ال tree ال tree هذا بادي من
+
+419
+00:36:09,790 --> 00:36:12,530
+او ايش ال nodes اللي فيها دولها ده عبارة عن
+
+420
+00:36:12,530 --> 00:36:19,330
+attributes العمدة ال بداية هي ال student attribute
+
+421
+00:36:19,330 --> 00:36:22,030
+ايش ال student attribute قولنا هو العمود ان هو
+
+422
+00:36:22,030 --> 00:36:26,110
+student ولا مش student طب ليش بدت بال student ليش
+
+423
+00:36:26,110 --> 00:36:37,440
+مبدت بعمود ال age مثلا وطلعنا تلاتة branches يندي
+
+424
+00:36:37,440 --> 00:36:44,980
+فئة الأقل من 39 يندي فئة من 31 الى 40 يندي فئة
+
+425
+00:36:44,980 --> 00:36:49,520
+أكبر من 40 هم
+
+426
+00:36:49,520 --> 00:36:54,460
+التلات فئات دلوقت ليش ما يجينا نقولنا age و بعدين
+
+427
+00:36:54,460 --> 00:36:59,200
+تلات فئاتأيش بدأنا ب student طبعا student مش فيه
+
+428
+00:36:59,200 --> 00:37:03,600
+انا فئتين يا student ايش اللي خلانا نبدأ بال
+
+429
+00:37:03,600 --> 00:37:06,400
+student احنا كان ممكن نجرب تجريب و نقول والله
+
+430
+00:37:06,400 --> 00:37:12,240
+خلينا نبدأ بال age و نشوف تلت أفراع و بعدها نفرع
+
+431
+00:37:12,240 --> 00:37:17,680
+على كل فرع مجموعة branches أخرة يعني بعدها كان بعد
+
+432
+00:37:17,680 --> 00:37:23,060
+ال age أجي أقول اللي أص إلى ال income يعني هذا
+
+433
+00:37:23,060 --> 00:37:28,550
+الفرع الآن أجي أقول ال incomeال income في عندي
+
+434
+00:37:28,550 --> 00:37:36,090
+high و medium و low و هنا برضه على كل الفرع اللي
+
+435
+00:37:36,090 --> 00:37:44,430
+انا احنا نرجع
+
+436
+00:37:44,430 --> 00:37:50,650
+تاني بعد student صار في عندي جامعة yes و جامعة no
+
+437
+00:37:50,650 --> 00:37:54,550
+او شقة ده و شقة ده هنا income و هنا income لان لما
+
+438
+00:37:54,550 --> 00:38:00,290
+انا بمسك ال incomeماشي بدي أطلع على ال credit
+
+439
+00:38:00,290 --> 00:38:06,870
+rating يعني كل مستوى هو attribute فليش أنا أخدت ال
+
+440
+00:38:06,870 --> 00:38:11,850
+student ثم ال income ثم ال credit rating ثم ال age
+
+441
+00:38:11,850 --> 00:38:20,750
+ليش أجد ترتيب هذا على أي أساس على أي أساس في عندنا
+
+442
+00:38:20,750 --> 00:38:24,710
+معيار اللي هو ال information gain ال information
+
+443
+00:38:24,710 --> 00:38:25,310
+gain
+
+444
+00:38:28,730 --> 00:38:33,770
+أحنا بنحسب لكل واحد من ال attributes ال attributes
+
+445
+00:38:33,770 --> 00:38:37,950
+اللي هي إيش الأعمدة يعني نحسب ال gain
+
+446
+00:39:08,350 --> 00:39:12,730
+بداية ان انا لازم يكون في عدي احصائية لل positive
+
+447
+00:39:12,730 --> 00:39:16,450
+و لل negative يعني لل attribute ايش ال positive و
+
+448
+00:39:16,450 --> 00:39:21,970
+ايش ال negative فيها احسب المثال لما انا بدي اهجي
+
+449
+00:39:21,970 --> 00:39:27,850
+احسب لل attribute student انا لازم احسب لكل ال
+
+450
+00:39:27,850 --> 00:39:33,790
+attributes student age لغير و لغيرواخد الـ
+
+451
+00:39:33,790 --> 00:39:37,650
+attribute اللي ال gain تبعها أعلى هي اللي على
+
+452
+00:39:37,650 --> 00:39:43,730
+أساسها بدي أعمل ايش أعمل التكسيم أو ال splitting
+
+453
+00:39:43,730 --> 00:39:51,830
+فانا الآن قد ال student جداش عدد الناس اللي هم
+
+454
+00:39:51,830 --> 00:39:57,270
+positive في فئة ال student positive من ناحية إيش
+
+455
+00:39:57,270 --> 00:40:00,510
+نرجع تاني
+
+456
+00:40:08,110 --> 00:40:13,490
+high positive schooled
+
+457
+00:40:13,490 --> 00:40:18,230
+كم واحد سبعة
+
+458
+00:40:18,230 --> 00:40:25,010
+اه واحد اتنين تلاتة اربعة خمسة ستة سبعة مجدش
+
+459
+00:40:25,010 --> 00:40:32,550
+negative الباقي واحد اتنين تلاتة اربعة خمسة ستة
+
+460
+00:40:32,550 --> 00:40:41,050
+سبعة اه يعني مجدش من ال positiveهدولة اشترا اي
+
+461
+00:40:41,050 --> 00:40:48,410
+واحد انا بحسب بس من ال yes اي واحد اي اتنين اي
+
+462
+00:40:48,410 --> 00:40:54,190
+تلاتة اي اربعة اي خمسة و هالثاناثة ه ستة ال
+
+463
+00:40:54,190 --> 00:41:04,350
+student الان انا في عندي yes و في عندي no الان من
+
+464
+00:41:04,350 --> 00:41:12,040
+جماعة ال yes اللي هم عديناه ماتواأكم واحد ال
+
+465
+00:41:12,040 --> 00:41:21,440
+positive يعني اشترى و ال negative يعني ماشترهش هم
+
+466
+00:41:21,440 --> 00:41:26,840
+كلهم كده؟ student أسف
+
+467
+00:41:26,840 --> 00:41:35,180
+ال yes سبعة وسبعة نص كل
+
+468
+00:41:35,180 --> 00:41:42,050
+ال yes سبعة كل ال no سبعةكداش اشترى من السبعة؟ ستة
+
+469
+00:41:42,050 --> 00:41:48,030
+كداش ما اشتراش؟ واحد من جماعة الـ No كم واحد
+
+470
+00:41:48,030 --> 00:41:56,270
+اشترى؟ هاي جماعة النصارى
+
+471
+00:41:56,270 --> 00:41:59,750
+فهي
+
+472
+00:41:59,750 --> 00:42:06,470
+هنا اتنين واحد
+
+473
+00:42:06,470 --> 00:42:06,910
+اتنين
+
+474
+00:42:24,910 --> 00:42:29,150
+هذا الجدول يجب أن تعمله لكل واحد من ال attributes
+
+475
+00:42:29,150 --> 00:42:32,370
+لأنه على أساسه يجب أن تحسب ال gain
+
+476
+00:42:53,180 --> 00:42:59,780
+بدا اول شي تجمع ال positive على المجموع
+
+477
+00:42:59,780 --> 00:43:09,780
+و بعدين ال negative على المجموع المعنى
+
+478
+00:43:09,780 --> 00:43:20,820
+ايش الان هندي هنا ال positive كله ال
+
+479
+00:43:20,820 --> 00:43:28,840
+positive كله9 على المجموعة الـ
+
+480
+00:43:28,840 --> 00:43:35,060
+negative كله هذا الـ
+
+481
+00:43:35,060 --> 00:43:48,640
+negative كله P
+
+482
+00:43:48,640 --> 00:43:54,760
+على P زاد N ضرب logLog base 2 لP على P زي ال N
+
+483
+00:43:54,760 --> 00:43:59,320
+ناجص اللي هو نفسه بس إيش لأ في ال negative
+
+484
+00:43:59,320 --> 00:44:04,100
+المعادلة
+
+485
+00:44:04,100 --> 00:44:10,380
+اللي هي ال intro P تبع هذه ال attribute عبارة عن
+
+486
+00:44:10,380 --> 00:44:17,850
+ال P I أزال P بعد هيك بتخصم ال Iمن نقص ال Intro B
+
+487
+00:44:17,850 --> 00:44:22,290
+يظهر معاك المعاملة المتواصلة في المعاملة التفصيلية
+
+488
+00:44:22,290 --> 00:44:26,950
+بس الان كل اللي بتواصله اللي هي ال method نفسها
+
+489
+00:44:26,950 --> 00:44:32,230
+الخطوة الرئاسية لما أنا بحسب ال gain تبعت ال
+
+490
+00:44:32,230 --> 00:44:36,210
+attribute الأولى ال student بعدين ال age بعدين
+
+491
+00:44:36,210 --> 00:44:40,470
+مثلا بلاقي ان ال student هي أعلى gain يبقى الان
+
+492
+00:44:40,470 --> 00:44:43,230
+بعمل ال split على أساسها
+
+493
+00:44:47,510 --> 00:44:52,590
+عملنا split على أساس student الان طلع معايا split
+
+494
+00:44:52,590 --> 00:44:57,130
+طبعا split عندي لأن student بيناري yes و no هيطلع
+
+495
+00:44:57,130 --> 00:45:02,070
+معايا بس يعيش two children لو انه age مثلا أكم
+
+496
+00:45:02,070 --> 00:45:07,390
+class فيها تلاتة كان طلع معايا تلاتة children
+
+497
+00:45:07,390 --> 00:45:10,570
+فالان طلع معايا two children ال children كل واحد
+
+498
+00:45:10,570 --> 00:45:14,680
+من ال children اللي لدول أبوا عندي tableلأن بدي
+
+499
+00:45:14,680 --> 00:45:19,120
+أتعامل مع هذا كتابة على نفس الأساس ايوة بدي أحسب
+
+500
+00:45:19,120 --> 00:45:22,240
+اللي أنا راحد student ضال معاه age و income و
+
+501
+00:45:22,240 --> 00:45:25,260
+credit rating و ال class هذا اللي هو العمود اللي
+
+502
+00:45:25,260 --> 00:45:29,000
+هي تبع ال decision هذا ال three attributes بدي
+
+503
+00:45:29,000 --> 00:45:33,740
+أحسبهم هنا و بدي أحسب ال gain تبعهم هنا كل واحد
+
+504
+00:45:33,740 --> 00:45:39,000
+منهم يعني و ال هنا على أساس أقرر من هنا أعمل split
+
+505
+00:45:39,000 --> 00:45:45,780
+على أساس meanتدريجيا بكون وصلت إلى هنا بعد student
+
+506
+00:45:45,780 --> 00:45:51,780
+وجدنا ان ال income هي اللي ال gain تبعها أعلى اشي
+
+507
+00:45:51,780 --> 00:45:56,440
+فانعمل ال student على أساسه و ال income لأنه low
+
+508
+00:45:56,440 --> 00:46:02,220
+medium high فتلتة children فالان تدريجيا تدريجيا
+
+509
+00:46:02,220 --> 00:46:08,760
+بتشكل معاه الان طبعا كيف هنا هذا التقسيم بنوع ال
+
+510
+00:46:08,760 --> 00:46:12,500
+incomeبينما انا على ال income انا اكمل جدول عندي
+
+511
+00:46:12,500 --> 00:46:18,000
+هاي ال income فانا عندي واحد بس high و اتنين
+
+512
+00:46:18,000 --> 00:46:23,060
+medium و اربع low ايش معنى ذلك لما انا اقسم على ال
+
+513
+00:46:23,060 --> 00:46:27,180
+income هيطلع تلاتة tables table واحد مافيه الا
+
+514
+00:46:27,180 --> 00:46:32,940
+جماعة ال high يعني مافيه الا record واحد table 10
+
+515
+00:46:32,940 --> 00:46:37,740
+جماعة ال medium مافيه الا two recordsوالتابع اللي
+
+516
+00:46:37,740 --> 00:46:41,780
+له فيه أربع records تمام لإن هذا بما إنه مافيه
+
+517
+00:46:41,780 --> 00:46:45,520
+record واحد إيش معناته و ال record هذا بيقول yes
+
+518
+00:46:45,520 --> 00:46:51,020
+معناته خلاص هذا leaf مافيش تكسيب بعد هيك okay okay
+
+519
+00:46:51,020 --> 00:46:58,920
+فهذا اللي هو خلاصة اللي أنا برضه كمانهذا لأن
+
+520
+00:46:58,920 --> 00:47:04,200
+الاتنين two records هذوله yes نفس ال class يبقى
+
+521
+00:47:04,200 --> 00:47:07,960
+برضه مافيش فيه تجسيم خلاص انتهى معناه كأني بقى
+
+522
+00:47:07,960 --> 00:47:10,460
+أقول إذا هو medium ال income تبعه و هو student
+
+523
+00:47:10,460 --> 00:47:14,640
+يبقى حتما حي اشتر أما هنا لأ هنا في ناس ماني
+
+524
+00:47:14,640 --> 00:47:18,060
+ماشتروا و في ناس ماشتروش يبقى هذا الاسم ايش لازم
+
+525
+00:47:18,060 --> 00:47:21,030
+يتجسمالان بدنا نشوف يتجسم على اي واحدة من هذوله
+
+526
+00:47:21,030 --> 00:47:27,050
+الـH و لا الـCR حسب الـ Gain بالطريقة هذه طبعا هذا
+
+527
+00:47:27,050 --> 00:47:34,110
+الامر انا بقدر اعطيه لل analysis tool و ال
+
+528
+00:47:34,110 --> 00:47:38,390
+analysis tool اعطيها ال table و هي تعطيني ال rules
+
+529
+00:47:38,390 --> 00:47:44,440
+تلقائياماشي بس احنا لازم نكون عارفين طريقة ال
+
+530
+00:47:44,440 --> 00:47:48,420
+disability حاضر جاي ان شاء الله بندخل على المعادلة
+
+531
+00:47:48,420 --> 00:47:54,980
+و بشكل تفصيل اكتر و بنكمل بنرجع ارجوع من هنا من
+
+532
+00:47:54,980 --> 00:47:56,600
+statistical methods و ال data visualization
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..7334b4cfca14b5cf025134853f260565569df621
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_postprocess.srt
@@ -0,0 +1,1840 @@
+1
+00:00:21,500 --> 00:00:24,320
+بسم الله الرحمن الرحيم المحاضرة اليوم ان شاء الله
+
+2
+00:00:24,320 --> 00:00:27,960
+شغال في نفس موضوع ال artificial neural networks بس
+
+3
+00:00:27,960 --> 00:00:31,900
+من اتحول الى النوع الاخر من ال neural networks
+
+4
+00:00:31,900 --> 00:00:36,740
+اللي هي اللي بتستخدم unsupervised learning يعني
+
+5
+00:00:36,740 --> 00:00:40,820
+اللي في عندها آلية تعديل أوزان ذاتية آلية ذاتية
+
+6
+00:00:40,820 --> 00:00:46,360
+لتعديل أوزان في الشقة ده من ال neural networks
+
+7
+00:00:46,360 --> 00:00:51,460
+بيطلع على نوعين أساسيات اللي هم الhebianهيبيان
+
+8
+00:00:51,460 --> 00:00:56,340
+نتواركس وهيبيان و competitive learning
+
+9
+00:01:36,520 --> 00:01:39,820
+بتقدر تقول competitive networks و Hebian networks
+
+10
+00:01:39,820 --> 00:01:47,640
+بس بيبين مختلفات لل unsupervised learning البديت
+
+11
+00:01:47,640 --> 00:01:51,260
+انا فى ال competitive learning لإنه شوية أبسط
+
+12
+00:01:51,260 --> 00:01:55,900
+تلقائي ممكن نستوعبه بسهولة وبعدها كمان نتقل على ال
+
+13
+00:01:55,900 --> 00:01:58,920
+Hebian اللى هو برضه بسيط بس يعني هذا انا شايفه
+
+14
+00:01:58,920 --> 00:02:05,260
+مقدمة او مدخل أبسط من ال Hebianفبدأ اروح على طول
+
+15
+00:02:05,260 --> 00:02:10,100
+على ال competitive learning slides competitive
+
+16
+00:02:10,100 --> 00:02:15,040
+learning competitive الكلم جاية من انه في
+
+17
+00:02:15,040 --> 00:02:17,540
+competition في نوع من ال competition يعني ايش
+
+18
+00:02:17,540 --> 00:02:21,520
+competition بسبق ما بين ال nodes اللي في ال
+
+19
+00:02:21,520 --> 00:02:32,560
+network بساطة شديدة لو انا عندي network بسيطة
+
+20
+00:02:32,560 --> 00:02:36,490
+جدا زي هيكinput layer واحدة و output layer واحدة
+
+21
+00:02:36,490 --> 00:02:42,370
+طبعا مافيه hidden و فيها ال input بسيط جدا ال
+
+22
+00:02:42,370 --> 00:02:47,150
+input vector فيه two elements x1 و x2 تذكروا مثال
+
+23
+00:02:47,150 --> 00:02:52,270
+ال and و ال or و ال x or كان ال input برضه فيه two
+
+24
+00:02:52,270 --> 00:02:56,870
+elements ال input vector هنا نفس الشيء ال output
+
+25
+00:02:56,870 --> 00:03:00,690
+layer فيها تلاتة nodes ال input بتوزع على التلاتة
+
+26
+00:03:00,690 --> 00:03:09,070
+nodes طبعا طبعاهذه الان بتوزع X1 ال output بتوزع
+
+27
+00:03:09,070 --> 00:03:12,310
+الى كل واحدة من ال nodes و هذه كل واحدة منها
+
+28
+00:03:12,310 --> 00:03:15,410
+فبالتالي كل واحدة من ال nodes اللي بيجيها نسخة من
+
+29
+00:03:15,410 --> 00:03:20,290
+X1 نسخة من X2 X1 X2 صح هذا الان اللي انا حاطيته
+
+30
+00:03:20,290 --> 00:03:23,670
+هنا في المستقيل هذا عبارة عن input vector نفسه
+
+31
+00:03:23,670 --> 00:03:28,970
+اللي تنسك عليه على تلاتة output nodes طبعا كل واحد
+
+32
+00:03:28,970 --> 00:03:34,190
+من ال output nodes هذه في weight في وزنعلى ال
+
+33
+00:03:34,190 --> 00:03:40,930
+input صحيح؟ الوزن على ال input صحيح؟ قليلة العمل
+
+34
+00:03:40,930 --> 00:03:44,810
+تبع هذا ال network بسيطة جدا انه انت تخيل هذا
+
+35
+00:03:44,810 --> 00:03:48,290
+عبارة عن input vector وفي weight vector weight
+
+36
+00:03:48,290 --> 00:03:53,230
+vector هذا المربع المساطين هذا يعبر عن الأوزان مش
+
+37
+00:03:53,230 --> 00:03:58,950
+عن ال input نفسه فكل node رقم واحد مثلا رقم اتنين
+
+38
+00:03:58,950 --> 00:04:03,170
+رقم تلاتة ال output تبعهاالاوتبونت بقى النوت و
+
+39
+00:04:03,170 --> 00:04:07,730
+عبارة عن حاصل ضرب ال input vector في ال wave
+
+40
+00:04:07,730 --> 00:04:15,370
+vector ولا لأ لسه في thresholding ناخد هذا و نعمله
+
+41
+00:04:15,370 --> 00:04:20,610
+و نعمله thresholding و بعدين ناخد ال sign تبعه او
+
+42
+00:04:20,610 --> 00:04:24,430
+ال activation function تبعته ولا لأ احنا ماخدش
+
+43
+00:04:24,430 --> 00:04:31,500
+حاصل الضرب و نطلع عليه على طول مظبوط ناخدالـ
+
+44
+00:04:31,500 --> 00:04:37,460
+threshold و بنطلع ال output الان في هذا النوع من
+
+45
+00:04:37,460 --> 00:04:42,020
+ال networks في هذا النوع من ال networks احنا لا
+
+46
+00:04:42,020 --> 00:04:48,280
+بنضرب ولا بناخد ال threshold ولا اي من هذا الكلام
+
+47
+00:04:48,280 --> 00:04:55,600
+احنا اللي بنسوي ال node بتتعامل مع ال two vectors
+
+48
+00:04:55,600 --> 00:04:59,920
+السوان
+
+49
+00:04:59,920 --> 00:05:00,500
+شوية بس
+
+50
+00:05:03,650 --> 00:05:13,630
+خلّيني اقف على L ايش الأسئلة؟ اقصد
+
+51
+00:05:13,630 --> 00:05:17,110
+ال sign أنا كنت بدأت اكتب كلمة ال sign تمام؟ هذا
+
+52
+00:05:17,110 --> 00:05:24,230
+الكلام كله الآن حتى هذا الكلام شو اللي هنتعامل
+
+53
+00:05:24,230 --> 00:05:27,370
+غيرها هناخد ال two vectors هذولة أو ال node
+
+54
+00:05:30,390 --> 00:05:33,230
+بتاخد ال two vectors دولة اللي هم ال input و
+
+55
+00:05:33,230 --> 00:05:38,790
+الأوزانة تبعها و بنحصل الفرق ما بينهم الفرق ما بين
+
+56
+00:05:38,790 --> 00:05:44,190
+two vectors اذا في عندي vector X فيها XI و X1 و X2
+
+57
+00:05:44,190 --> 00:05:52,310
+و عندي vector W فيها W1 و W2 ايش الفرق ما بين two
+
+58
+00:05:52,310 --> 00:05:56,330
+vectors هدولة بنعتبر احنا ان ال two vectors هدولة
+
+59
+00:05:56,330 --> 00:05:58,650
+على cartesian plane ايش عن ال cartesian plane
+
+60
+00:06:02,640 --> 00:06:05,020
+انتبهوا ان الـ two vectors دول عبارة عن .. لأن هذا
+
+61
+00:06:05,020 --> 00:06:09,640
+two points انتبهوا انهم two points في ال .. يعني
+
+62
+00:06:09,640 --> 00:06:12,920
+ال X هذي عبارة عن point و ال Y هذي و ال W عبارة عن
+
+63
+00:06:12,920 --> 00:06:21,740
+point الفرق ما بينهم هو ال distance المسافة الفرق
+
+64
+00:06:21,740 --> 00:06:25,560
+ما بين ال two vectors ال input vector و ال weight
+
+65
+00:06:25,560 --> 00:06:29,000
+vector بناخده على اساس ان هو المسافة ايش المسافة
+
+66
+00:06:29,000 --> 00:06:30,260
+في ال Cartesian plane؟
+
+67
+00:06:35,920 --> 00:06:42,400
+كيف نحسب المسافة في ال kartesian plane ال
+
+68
+00:06:42,400 --> 00:06:47,240
+D هذه عبارة عن ال distance D1
+
+69
+00:06:47,240 --> 00:06:52,500
+D2 D3 تتوقع على ايش كل node من ال nodes one و two
+
+70
+00:06:52,500 --> 00:06:56,020
+و تلاتة بتحسب ال distance تبعتها عشان ال distance
+
+71
+00:06:56,020 --> 00:06:59,540
+تبعتها يعني الفرق ما بين عندي و انا ال input ثابت
+
+72
+00:06:59,540 --> 00:07:03,380
+بس كل واحدة من ال nodes لها ايش W
+
+73
+00:07:05,370 --> 00:07:09,130
+فكل واحد بتحسب الفرق ما بين ال input و ما بين ال W
+
+74
+00:07:09,130 --> 00:07:13,950
+تبعتها اللي هي الوزن تبعها ف D1 هي عبارة عن الوزن
+
+75
+00:07:13,950 --> 00:07:23,230
+ما بين او المسافر ما بين X ناقص W1 D2
+
+76
+00:07:23,230 --> 00:07:34,270
+سوى X ناقص W2 D3 سوى X ناقص W3مرة أخرى بأطرح أنا
+
+77
+00:07:34,270 --> 00:07:37,310
+two vectors من الراب يعني أنا محاسب المسافة على ال
+
+78
+00:07:37,310 --> 00:07:40,230
+kartesian plane ما بينهم المسافة هذه هي الحاصل
+
+79
+00:07:40,230 --> 00:07:49,230
+اتجذر تبع مجموع المربعين ال petagorean distance صح
+
+80
+00:07:49,230 --> 00:07:55,250
+هذا رقم في الآخر بطلع رقم هو عشر كمان continuous
+
+81
+00:07:55,250 --> 00:08:00,690
+يعني الرقم هذا هو عبارة عن ال distance الرقم هذا
+
+82
+00:08:01,710 --> 00:08:05,230
+تلات أقام هيطلع معايا كل node هيطلع لها رقم واحد
+
+83
+00:08:05,230 --> 00:08:13,610
+منهم هو ال node اللي بتطلع الرقم الأقل بنعتبرها
+
+84
+00:08:13,610 --> 00:08:17,370
+winner winner فائزة مش كنا بيقول competitive
+
+85
+00:08:17,370 --> 00:08:21,170
+learning كأنهم هم التلاتة بتنفسوا على هذا ال input
+
+86
+00:08:21,170 --> 00:08:26,690
+مين منهم أصلا ال weight vector تبعه أقرب إلى هذا
+
+87
+00:08:26,690 --> 00:08:32,400
+ال input أقرب ال distance أقل هذا ال winnerهذا ال
+
+88
+00:08:32,400 --> 00:08:37,380
+winner هو اللي بيعدل أوزانه و الباقين مابيعدلو
+
+89
+00:08:37,380 --> 00:08:45,160
+أوزانه بمعنى إيش؟ بمعنى إنه
+
+90
+00:08:45,160 --> 00:08:49,240
+if
+
+91
+00:08:49,240 --> 00:08:54,920
+ال neuron J wins the competition بمعنى إنه ال
+
+92
+00:08:54,920 --> 00:08:57,960
+weight vector تبعه أقرب إلى ال input اللي دخل طبعا
+
+93
+00:08:57,960 --> 00:09:00,900
+ال input بدخل iteration ورا iteration في هذه ال
+
+94
+00:09:00,900 --> 00:09:06,140
+iterationكل نيرون حسب ال distance تبعته عن هذا ال
+
+95
+00:09:06,140 --> 00:09:10,960
+input فالأقل distance هو اللي ياش ال winner فإذا
+
+96
+00:09:10,960 --> 00:09:18,640
+هو ال winner بينعمل بيحسب ال delta وإلا إذا ال
+
+97
+00:09:18,640 --> 00:09:23,480
+neuron loses the competition ال delta صفر بمعنى
+
+98
+00:09:23,480 --> 00:09:29,060
+إيش صفر يعني ما بيتم تعديل الأوزان تخيل أنت الآن
+
+99
+00:09:29,060 --> 00:09:34,390
+iteration ورا iterationبندخل inputs input ورا
+
+100
+00:09:34,390 --> 00:09:38,670
+input وفي كل iteration واحد من التلاتة هيكون
+
+101
+00:09:38,670 --> 00:09:41,990
+winner او واحد من مجموعة ال output يعني neurons
+
+102
+00:09:41,990 --> 00:09:46,770
+هيكون winner فهيتعدل أوزن تبعهم في اتجاه هذا ال
+
+103
+00:09:46,770 --> 00:09:50,530
+input اللي دخل ال iteration اللي بعدها هيدخل input
+
+104
+00:09:50,530 --> 00:09:54,190
+تاني هيروح واحد تاني ربما يكون ال winner او هو
+
+105
+00:09:54,190 --> 00:09:58,190
+نفسه اللي كان winner في ال iteration اللي قبل يكون
+
+106
+00:09:58,190 --> 00:10:02,300
+winner برضه في ال iteration اللي بعد ليش؟بصدفة ان
+
+107
+00:10:02,300 --> 00:10:05,840
+ال two inputs اللي دخل ورا بعض جاربينهم من نفس
+
+108
+00:10:05,840 --> 00:10:10,520
+المكان جاربين يعني من بعض و هو جاريب منهم فهو اللي
+
+109
+00:10:10,520 --> 00:10:13,260
+كان winner في الأولى و هو اللي كان winner في
+
+110
+00:10:13,260 --> 00:10:16,920
+التانية و ربما ايضا في التالتة المهم ان في عندي
+
+111
+00:10:16,920 --> 00:10:21,640
+تلاتة notes و في ال input ف ال notes هذه بتعد
+
+112
+00:10:21,640 --> 00:10:28,340
+الأوزانها على حسب ال input اللي دخل تخيل معايا
+
+113
+00:10:32,610 --> 00:10:35,190
+ماعنديش slide هنا توضح الموضوع، خلّيني أرسمها على
+
+114
+00:10:35,190 --> 00:10:47,330
+الدراح خايل
+
+115
+00:10:47,330 --> 00:10:53,170
+معايا إن ال inputs اللي هي ال capital X من 1 إلى N
+
+116
+00:10:53,170 --> 00:10:59,650
+كل واحد بدخل على ال network بدي أرفله بنقطة، أفترض
+
+117
+00:10:59,650 --> 00:11:06,570
+إن كان تمثيلهم بشكل هذاماذا أفعل؟ أضع نقطة مقابل
+
+118
+00:11:06,570 --> 00:11:22,450
+كل واحد من ال input ماذا
+
+119
+00:11:22,450 --> 00:11:27,810
+تلاحظ إن أنا أعمل؟ أنا أعمل مثل تجمعين
+
+120
+00:11:31,300 --> 00:11:36,220
+هذه تجمع اخر هنا
+
+121
+00:11:36,220 --> 00:11:41,980
+افضل ان انا عندي مية ايوة two clusters انا عندي
+
+122
+00:11:41,980 --> 00:11:52,080
+مية والمية هذولة اذا قمت معهم X1 X2 تمام كل واحد
+
+123
+00:11:52,080 --> 00:11:57,200
+من هذولة يلو إحداث X1 X2 هذي X1 وهذه X2
+
+124
+00:11:59,940 --> 00:12:04,460
+وانا جاعت بأرسل ال plotting لل إش لإحدى ثلاثة على
+
+125
+00:12:04,460 --> 00:12:08,240
+ال plane بعد ما خلصت ال plotting بتطلع لجيت إنه
+
+126
+00:12:08,240 --> 00:12:13,240
+النقاط أصلا هي طبيعتها clustered
+
+127
+00:12:13,240 --> 00:12:20,500
+على two groups في ربما فاصل أو متداخرين في منطقة
+
+128
+00:12:20,500 --> 00:12:23,760
+التداخل مش هذا الأشكالي الأشكالي أنه الآن انت فاكر
+
+129
+00:12:23,760 --> 00:12:28,580
+فاكر لو أنا الآن بأنسك ال point ضقيع لل network
+
+130
+00:12:29,210 --> 00:12:33,250
+النتورك نفترض أن فيها بس two nodes على ال output
+
+131
+00:12:33,250 --> 00:12:40,150
+layer two nodes only في
+
+132
+00:12:40,150 --> 00:12:45,410
+كل مرة أرمي input واحد من هذولة يكون هو ال winner
+
+133
+00:12:45,410 --> 00:12:52,210
+نفترض أول input أنا رميته كان هذا نفترض أن ال two
+
+134
+00:12:52,210 --> 00:12:58,310
+nodes هذولة ال weight vector تبعهم كان واحد منهم
+
+135
+00:12:58,780 --> 00:13:08,180
+هذا بالواحد والثاني هذا بالاثنين واضحى ان ال gram
+
+136
+00:13:08,180 --> 00:13:14,180
+ده هدى هدى ال initial weight vectors طيب الآن
+
+137
+00:13:14,180 --> 00:13:17,880
+بالنظر بالنظر الحكاية صعبة شوية هنا ده خلينا نقول
+
+138
+00:13:17,880 --> 00:13:25,360
+انه هذا هو اول input انا اعطيته لل networkالان
+
+139
+00:13:25,360 --> 00:13:31,480
+بالنظر برضه ايضا صعب خلينا نجرب هذا شوية و هذا هو
+
+140
+00:13:31,480 --> 00:13:38,760
+اللي هيفوز هيفوز ماشي الان لما بيفوز ايش يعني
+
+141
+00:13:38,760 --> 00:13:43,500
+بيفوز بنعدله أوزانه لأ بنعدله أوزانه اذا انا
+
+142
+00:13:43,500 --> 00:13:49,700
+موجودتش كفاية عند معادل التعديل الوزن بس هيا انت
+
+143
+00:13:49,700 --> 00:13:50,580
+رجعلها
+
+144
+00:13:55,630 --> 00:13:59,610
+هيئته عبارة عن ايش عبارة عن alpha ال learning rate
+
+145
+00:13:59,610 --> 00:14:04,970
+اللي بنعرفه مضروب في الفرق ما بين مين ما بين ال
+
+146
+00:14:04,970 --> 00:14:10,650
+ايش ال X و ال Y طبعا انا عند هنا بحسب Wij بمعنى
+
+147
+00:14:10,650 --> 00:14:20,010
+انه هذي كانت ال winner فهي Wij و W يعني هذي واحد ل
+
+148
+00:14:20,010 --> 00:14:25,520
+J و هذي اتنين ل J فبنتحسب لهذه لحد و لهذه لأقلبغض
+
+149
+00:14:25,520 --> 00:14:30,180
+النظر على مقدار
+
+150
+00:14:30,180 --> 00:14:37,240
+الزيادة الفرق بين ال X و ال Y و ال W مضروب في
+
+151
+00:14:37,240 --> 00:14:45,280
+learning rate نفترض ان الفرق كان 3 مضروب في 0.1
+
+152
+00:14:45,280 --> 00:14:49,260
+يعني 0.3
+
+153
+00:14:53,040 --> 00:15:00,920
+بالموجب او بالسالب المهم ان المسافة هتقترب ال W
+
+154
+00:15:00,920 --> 00:15:07,880
+الوضع الجديد تبعه هيقترب من ال input بمقدار 10
+
+155
+00:15:07,880 --> 00:15:17,620
+فهذا ال W1 هتصير هنا يعني تنشد إلى ال input اللي
+
+156
+00:15:17,620 --> 00:15:22,180
+دخل افترض بعد هي ان ال input التاني اللي دخل كان
+
+157
+00:15:22,180 --> 00:15:29,120
+هناكان هذا هذا أقرب إلى مين؟ هذا و هذا و هذا و هذا
+
+158
+00:15:29,120 --> 00:15:33,960
+و هذا و هذا و هذا و
+
+159
+00:15:33,960 --> 00:15:40,060
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+160
+00:15:40,060 --> 00:15:41,880
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+161
+00:15:41,880 --> 00:15:41,920
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+162
+00:15:41,920 --> 00:15:42,060
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+163
+00:15:42,060 --> 00:15:42,140
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+164
+00:15:42,140 --> 00:15:42,160
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+165
+00:15:42,160 --> 00:15:42,520
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+166
+00:15:42,520 --> 00:15:42,740
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+167
+00:15:42,740 --> 00:15:42,780
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+168
+00:15:42,780 --> 00:15:48,800
+هذا و هذا و هذا و هذا و
+
+169
+00:15:54,180 --> 00:15:59,660
+تتغير في اتجاهها في اتجاه مراكزها هذه المجموعة هي
+
+170
+00:15:59,660 --> 00:16:04,000
+مركزها وهذه المجموعة هي مركزها هنلاقي انه في الآخر
+
+171
+00:16:04,000 --> 00:16:11,940
+ال network بعد عملية ال training استقرت الأوزان في
+
+172
+00:16:11,940 --> 00:16:17,040
+منتصف كل cluster وزن هذا هيجي هنا ووزن هذا هيجي
+
+173
+00:16:17,040 --> 00:16:19,500
+هنا ممكن العكس ممكن هذا اللي هيجي هنا و هذا اللي
+
+174
+00:16:19,500 --> 00:16:24,090
+هيجي هنا مابنعرفش بس القصد انه اناعطيتها ال input
+
+175
+00:16:24,090 --> 00:16:28,270
+و على فكرة انا حاطط two nodes في ال output layer
+
+176
+00:16:28,270 --> 00:16:34,290
+على فرض مسبق ان هو ال input اصلا في مجموعتين انا
+
+177
+00:16:34,290 --> 00:16:41,010
+اعلم مسبقا ان ال inputs هذه تنتمي الى مجموعتين بس
+
+178
+00:16:41,010 --> 00:16:46,210
+انا ماعندي آلية للتمييز بين عناصر المجموعتين انا
+
+179
+00:16:46,210 --> 00:16:48,170
+بدأ استخدم النورا ال network هذه competitive
+
+180
+00:16:48,170 --> 00:16:52,350
+learning network فراحت ايشدخلتهم واحد ورا التاني
+
+181
+00:16:52,350 --> 00:16:56,550
+وبالانية التعديل الأوزان هذه في الآخر هاستقر
+
+182
+00:16:56,550 --> 00:17:01,470
+الأوزان على أن واحدة من ال notes الأوزان تبعتها
+
+183
+00:17:01,470 --> 00:17:06,010
+تيجي في ال center ال cluster هذه والتاني في ال
+
+184
+00:17:06,010 --> 00:17:10,440
+cluster التاني هذا الكلام في أيش بفيدنا؟مسألة ال
+
+185
+00:17:10,440 --> 00:17:13,420
+clustering أو مفهوم ال clustering عموما ان احنا
+
+186
+00:17:13,420 --> 00:17:18,000
+نتعرف على ايه التكتل في ال data set لأن هذا data
+
+187
+00:17:18,000 --> 00:17:22,240
+set هذا data set بيكون فيه اما تكتلين او تلاتة او
+
+188
+00:17:22,240 --> 00:17:25,800
+اربعة clusterين او two clusters او تلاتة او اربعة
+
+189
+00:17:25,800 --> 00:17:30,920
+بالظبط الآن ال network بتميز هذه ال clusters منها
+
+190
+00:17:30,920 --> 00:17:34,960
+لحالة الغيم تتعلم التمييز بين عناصر ال two
+
+191
+00:17:34,960 --> 00:17:41,420
+clusters بيصير بعد هيك لو انا جبت inputتخارج ال
+
+192
+00:17:41,420 --> 00:17:45,120
+data set اللي دربت ال network عليه بتقول لي هو
+
+193
+00:17:45,120 --> 00:17:53,440
+ينتمي إلى أنهي cluster واضح؟ نستخدم
+
+194
+00:17:53,440 --> 00:17:56,420
+النورالنتوكس عموما للغرض انها دولة classification
+
+195
+00:17:56,420 --> 00:18:01,420
+و clustering clustering عشان لحالها تتميز بين ال
+
+196
+00:18:01,420 --> 00:18:02,520
+clusters بعد هيك
+
+197
+00:18:06,260 --> 00:18:11,060
+ألتقطت ال clusters اللي في ال data بعد كده
+
+198
+00:18:11,060 --> 00:18:14,100
+بستخدمها لل classification هذا ال input الجديد
+
+199
+00:18:14,100 --> 00:18:18,480
+اللي معايا ينتمي لهذه ولا لهذه بالظبط هذا الكلام
+
+200
+00:18:18,480 --> 00:18:24,160
+زي ما كنت انا unsupervised ولكنه يتطلبمنى انا اكون
+
+201
+00:18:24,160 --> 00:18:29,000
+اعلم مسبقا ان هم اتنين ولا تلاتة ولا جديش clusters
+
+202
+00:18:29,000 --> 00:18:32,900
+اللى فى ال data set احيانا احنا مابنقدرش نعرفه بس
+
+203
+00:18:32,900 --> 00:18:38,280
+اذا احنا عنا معلومة عنا معرفة مسبقة بانه هالكمية
+
+204
+00:18:38,280 --> 00:18:43,060
+الكبيرة من ال data items هدولة نعلم انه فيهم مثلا
+
+205
+00:18:43,060 --> 00:18:46,620
+جول طلاب الجامعة نعلم انهم ينتموا اما ذكورة و اناذ
+
+206
+00:18:46,770 --> 00:18:52,830
+ماشي او اي اي تقسيمة اخرى معلومة مسبقا معلومة عدد
+
+207
+00:18:52,830 --> 00:18:57,930
+التقسيمات فاحنا ممكن ال network تميز بين عناصر هذا
+
+208
+00:18:57,930 --> 00:19:01,890
+القسم عن عناصر هذا القسم مرة اخرى انا الان بدي
+
+209
+00:19:01,890 --> 00:19:06,890
+اراجع اللي هو آلية عمل ال competitive networks
+
+210
+00:19:06,890 --> 00:19:10,230
+قولنا اول حاجة انه احنا في الكون في عندنا
+
+211
+00:19:18,700 --> 00:19:22,940
+أكتر يعني في ال neural network مابقدرش مثلا أخلق
+
+212
+00:19:22,940 --> 00:19:26,400
+كل perceptron شيء مثلا يدور على pattern معين أو
+
+213
+00:19:26,400 --> 00:19:32,340
+يدور على data معينة و كل value يعني كل output
+
+214
+00:19:32,340 --> 00:19:35,620
+مشترك بين كذا perceptron يوصل perceptron في layer
+
+215
+00:19:35,620 --> 00:19:39,140
+مثلا تالتة بصير أعرف منه patterns و أعمل منه
+
+216
+00:19:39,140 --> 00:19:41,160
+pattern recognition و على أساس pattern recognition
+
+217
+00:19:41,160 --> 00:19:45,120
+أطلع cluster و بعدين أعمل الشغل هذاولّا ماقدرش أن
+
+218
+00:19:45,120 --> 00:19:48,960
+أعمل أساس الحل زيه في ال network انت بتقدرش لسه
+
+219
+00:19:48,960 --> 00:19:52,420
+البسيط ان ال network كلها متكونة من عناصر ال
+
+220
+00:19:52,420 --> 00:19:56,060
+perceptrons هدى و ال neurons هدى كلها قالية عملها
+
+221
+00:19:56,060 --> 00:20:00,240
+واحدة الفرق الوحيد ممكن يكون بس في ال output و ال
+
+222
+00:20:00,240 --> 00:20:05,230
+hidden ان ال output layer ال neurons بيحسبوهتعديل
+
+223
+00:20:05,230 --> 00:20:10,130
+الأوزان بطريقة وهذه الحسبة مختلفة شوية صغيرة عن
+
+224
+00:20:10,130 --> 00:20:14,250
+حسبة الـ A انما هم كل آلي يتعملهم اللي هو اول اشي
+
+225
+00:20:14,250 --> 00:20:20,630
+بيعمل summation و بعدين بيعمل activation يطلع ال
+
+226
+00:20:20,630 --> 00:20:22,910
+output و ال output يطلع على ال layer اللي بعده
+
+227
+00:20:22,910 --> 00:20:29,990
+انما ان هو يشتغل بشكل مستقل يعمل حسبة وبناء على ال
+
+228
+00:20:29,990 --> 00:20:33,110
+output يقرر يطلع انت ايش كنت بتقول يا توي انه يطلع
+
+229
+00:20:33,750 --> 00:20:37,930
+Layer هنا و Layer هنا لو طلع output معين ال output
+
+230
+00:20:37,930 --> 00:20:41,210
+هذا مشترك مع output تاني طلع قبله في نفس ال
+
+231
+00:20:41,210 --> 00:20:48,490
+network انا هتعرفت ان في عندي pattern اتكرر بس هذا
+
+232
+00:20:48,490 --> 00:20:51,930
+المعلومة موجودة على انطاق ال network كلها ال
+
+233
+00:20:51,930 --> 00:20:54,850
+pattern ال network كلها بتشوفها مابشوفاش نيرون
+
+234
+00:20:54,850 --> 00:20:57,870
+لحاله نيرون متعامل بسمع .. انا جزء عن مستوى ال
+
+235
+00:20:57,870 --> 00:21:01,250
+layerع مستوى ال layer اه انت ممكن ع مستوى ال layer
+
+236
+00:21:01,250 --> 00:21:04,290
+تفحص ال pattern هادى كلها و تشوف اذا كان ال
+
+237
+00:21:04,290 --> 00:21:06,150
+pattern هادى شافت قبل هيك ايش بعد هيك اللي بدك
+
+238
+00:21:06,150 --> 00:21:09,690
+تسويه دلان بعد هيك انا كل ما اتكررت ال patterns
+
+239
+00:21:09,690 --> 00:21:14,690
+اكتر كل ما انا جمعت عملتلهم classification تحت
+
+240
+00:21:14,690 --> 00:21:20,150
+labels معينة اه هو احنا الآن هذا هو ايش اللي بيصير
+
+241
+00:21:20,150 --> 00:21:23,190
+انه هذا بيعمل اشي قريب من الكلام اللي بيقوله انت
+
+242
+00:21:23,190 --> 00:21:27,470
+لان يوم انت بتعطي input
+
+243
+00:21:29,760 --> 00:21:33,740
+ال input اللي اعطته يعني إذا بينتمي إلى ال cluster
+
+244
+00:21:33,740 --> 00:21:37,440
+الأولى هذا ال neuron هو اللي هيكون winner هو اللي
+
+245
+00:21:37,440 --> 00:21:41,260
+هيعطيك cash minimum value فانت هتعرف خلاص ان هذا
+
+246
+00:21:41,260 --> 00:21:47,120
+ال input اللي دخل بينتمي إلى ال cluster هذي مش
+
+247
+00:21:47,120 --> 00:21:49,540
+عارف كيف يعني انت هتميز ال pattern مش انت بيقول
+
+248
+00:21:49,540 --> 00:21:52,370
+pattern ما هو ال input هو عبارة عن patternالنتورك
+
+249
+00:21:52,370 --> 00:21:56,470
+الان بتميز هذه ال patterns مش إنها شيفاها قبل هيكة
+
+250
+00:21:56,470 --> 00:22:02,890
+لأ إنها قريبة من المركز تبع مجموعة ال patterns
+
+251
+00:22:02,890 --> 00:22:08,270
+هدولة هدولة ما هون patterns طيب نرجع ناخد المثال
+
+252
+00:22:08,270 --> 00:22:16,610
+هذا على السريع علشان نركب فكرة عمل ال competitive
+
+253
+00:22:16,610 --> 00:22:19,290
+learning networks
+
+254
+00:22:21,560 --> 00:22:27,780
+بشكل عام فاحنا نفترض انه في احنا المثال اللي بدأنا
+
+255
+00:22:27,780 --> 00:22:29,420
+فيه اللي هو تلاتة neurons
+
+256
+00:22:57,320 --> 00:23:07,760
+هذه هي الـ initial weights الوزن W1 0.27 0.81 W2 0
+
+257
+00:23:07,760 --> 00:23:18,400
+.42 0.70 W3 0.43 0.21 ال input اللي دخل الان هذا
+
+258
+00:23:18,400 --> 00:23:25,960
+لسه
+
+259
+00:23:25,960 --> 00:23:35,930
+tradingعبارة عن 0.52 و 0.12 بساطة شديدة و كل ما
+
+260
+00:23:35,930 --> 00:23:40,310
+نفعله الآن هو نحسب مين الونار نحدد مين الونار و
+
+261
+00:23:40,310 --> 00:23:53,750
+بعدين نعدل أوزانه و بس فال distance دي واحد اشتغل
+
+262
+00:23:55,580 --> 00:24:00,540
+X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+263
+00:24:00,540 --> 00:24:03,780
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+264
+00:24:03,780 --> 00:24:06,260
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+265
+00:24:06,260 --> 00:24:06,380
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+266
+00:24:06,380 --> 00:24:06,400
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+267
+00:24:06,400 --> 00:24:12,380
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+268
+00:24:12,380 --> 00:24:16,940
+-W1
+
+269
+00:24:16,940 --> 00:24:23,700
+1 X1
+
+270
+00:24:23,840 --> 00:24:30,160
+81 تحت تربيه تحت الجذر يطلع من 73 نفس العملية ل D2
+
+271
+00:24:30,160 --> 00:24:36,200
+نفس العملية ل D3 حميد الوزن اللي علناه هنا وفر
+
+272
+00:24:36,200 --> 00:24:44,080
+للأقل اللي هو D3 صح أو node 3 node 3 الآن بدأ تعدي
+
+273
+00:24:44,080 --> 00:24:51,800
+أوزانها نحسب الوزن هذا اللي هو 13 صح 13بساوي الـ 1
+
+274
+00:24:51,800 --> 00:24:56,880
+.3 السابق زائد الـ Delta هو لأنه يحسب ال Delta
+
+275
+00:24:56,880 --> 00:25:06,520
+Delta 1.3 اللي هي عبارة عن X1 ناقص W الوزن تبعها 1
+
+276
+00:25:06,520 --> 00:25:13,600
+.3 صح؟ هذا الكلام مضروف في إيش؟ في Alpha Alpha أخد
+
+277
+00:25:13,600 --> 00:25:23,180
+على أنها 0.1 يعني 10%و يطلع 0.01 هذا ال Delta يضاف
+
+278
+00:25:23,180 --> 00:25:29,600
+على السابق السابق اللي هو جداش 0
+
+279
+00:25:29,600 --> 00:25:37,880
+.43 يطلع 0.44 الوزن
+
+280
+00:25:37,880 --> 00:25:46,000
+التاني اللي هو W 2 3 X
+
+281
+00:25:46,000 --> 00:25:55,380
+2الذي هو الـ 0.12 نقص الـ 0.21 مظبوط برضه مضغوظة
+
+282
+00:25:55,380 --> 00:26:02,760
+في الهدف بسالب الـ 0.21 تمام مع السابق لأن أخدهم
+
+283
+00:26:02,760 --> 00:26:06,320
+الأوزان
+
+284
+00:26:06,320 --> 00:26:10,300
+تبع تلاتة بسلب تعدى الأوزان السابق تبع تلاتة اللي
+
+285
+00:26:10,300 --> 00:26:17,180
+هم 43و ال 21 جمع عليهم ال 1 بالمية والسالي 1
+
+286
+00:26:17,180 --> 00:26:22,080
+بالمية تطلع 44.20 هذا الان وزن جديد تبع هذا و هدول
+
+287
+00:26:22,080 --> 00:26:29,640
+أوزانهم زي ما هم مصفروش اكم اتراشيال اكم اتراشيال
+
+288
+00:26:29,640 --> 00:26:32,960
+هذا دايما احنا شوفناها قبل هيك محكومة بال learning
+
+289
+00:26:32,960 --> 00:26:37,980
+جداش فيه error تمام okay بس احنا الان هنا مافيش
+
+290
+00:26:37,980 --> 00:26:43,430
+انا error لأن مافيش desireأه مش supervised فإيش
+
+291
+00:26:43,430 --> 00:26:46,390
+اللي بيحكمك لما يخلص ال input لما يخلص ال input
+
+292
+00:26:46,390 --> 00:26:50,410
+انت عندك data set انت عندك data set جدول اللي فيه
+
+293
+00:26:50,410 --> 00:26:55,030
+العناصر لما نخلصه بدك تكرر epoch آخر ال epoch اللي
+
+294
+00:26:55,030 --> 00:26:59,190
+هو إيش قلتنا short يعني أنت ممكن تدخلهم كلهم و
+
+295
+00:26:59,190 --> 00:27:04,030
+بعدين تقول لأ بتعلمها بيخليها يعني أؤكد عليها كمان
+
+296
+00:27:04,030 --> 00:27:09,210
+زيادة سؤال ال vectors X1 و X2 لازم يكون لهم نفس ال
+
+297
+00:27:09,210 --> 00:27:14,200
+sizeيعني عدد العناصر ما هو انت الآن ليش اللي بحكم
+
+298
+00:27:14,200 --> 00:27:17,140
+ال vectors اللي هو ال input إذا أنا عندي إذا أنا
+
+299
+00:27:17,140 --> 00:27:19,940
+عندي تلاتة inputs أو ال input اللي عندي تلاتة
+
+300
+00:27:19,940 --> 00:27:24,430
+items تمامده ال size كل ال vector من ال vectors
+
+301
+00:27:24,430 --> 00:27:27,790
+هدولة يعني اي عماصر .. اي عماصر هده .. هده .. هده
+
+302
+00:27:27,790 --> 00:27:30,530
+ال input .. ال input vector اه حسب ال data اللي
+
+303
+00:27:30,530 --> 00:27:34,750
+عندك انت انا مثلا بدي اميز ما بين بكور و يناف مثلا
+
+304
+00:27:34,750 --> 00:27:38,690
+ايش في عندي صفات او خصائص في عندي الطول الوزن ال
+
+305
+00:27:38,690 --> 00:27:43,730
+.. كده كده كده هاي الخصائص تمام فحسب ايش عندي
+
+306
+00:27:43,730 --> 00:27:48,930
+خصائص بدخلها على كل خاصية .. كل خاصية عبارة عن
+
+307
+00:27:48,930 --> 00:27:53,250
+node في ال input layerزي ما تذكرها كذلك حالة
+
+308
+00:27:53,250 --> 00:27:59,450
+مثالية character recognition حسب إيش ال input ال
+
+309
+00:27:59,450 --> 00:28:02,870
+data
+
+310
+00:28:02,870 --> 00:28:05,890
+item اللي عندك أكم خاصية فيه هذو نسميه احنا
+
+311
+00:28:05,890 --> 00:28:11,110
+features اسمه ميكا خصائص وهي مبهو binary يعني ان
+
+312
+00:28:11,110 --> 00:28:13,930
+الخاصية دي موجودة او مش موجودة واحدة ما بيبقى
+
+313
+00:28:13,930 --> 00:28:17,110
+جايهاش numeric value بيدل على قداش مدى توفر
+
+314
+00:28:17,110 --> 00:28:21,950
+الخاصية يعني مثلا ان هوطويل طويل بالنسبة جديش إذا
+
+315
+00:28:21,950 --> 00:28:25,930
+كنت تتذكروا في الفضل إذا هو مثلا أي خاصية ممكن
+
+316
+00:28:25,930 --> 00:28:31,710
+نعبر عنها ب range ب scale تمام فهنا الآن بعتقد إنه
+
+317
+00:28:31,710 --> 00:28:38,130
+وضحت الفكرة إنه ال training بيشتغل على إنه بس ال
+
+318
+00:28:38,130 --> 00:28:41,750
+winner ال winner اللي هو الأقل distance هو اللي
+
+319
+00:28:41,750 --> 00:28:44,610
+بتعدل وزنه والتانين بيضلوا زي ما هم في ال
+
+320
+00:28:44,610 --> 00:28:49,200
+iteration اللي بعدها دواليكOkay فعنا احنا ال
+
+321
+00:28:49,200 --> 00:28:51,600
+competitive learning algorithm تنطوي على
+
+322
+00:28:51,600 --> 00:28:54,180
+initialization ال initialization اللي هو بناء ال
+
+323
+00:28:54,180 --> 00:29:00,660
+network و وضع الأوزان الإبتدائية بشكل عشوائي تمام
+
+324
+00:29:00,660 --> 00:29:06,500
+ال activation ال activation اللي عندنا هنا اللي هو
+
+325
+00:29:06,500 --> 00:29:09,740
+وجودنا في ال neural networks اللي شوفناها قبل هيكا
+
+326
+00:29:09,740 --> 00:29:13,330
+كان ال activation يشتمل على الضغطالـ input في
+
+327
+00:29:13,330 --> 00:29:22,110
+الأوزان ثم بعد ذلك ال threshold ثم بعد ذلك نحسب
+
+328
+00:29:22,110 --> 00:29:25,830
+error ثم بناء على ال error بتعدر الأوزان هذا الكلب
+
+329
+00:29:25,830 --> 00:29:29,710
+مش موجود هنا ال activation هنا ما هو سواء انه
+
+330
+00:29:29,710 --> 00:29:34,190
+similarity matching بنشوف قداش ال input اللي دخل
+
+331
+00:29:34,190 --> 00:29:37,860
+similarكداش بيشبه يعني ال distance هادى ايش معناته
+
+332
+00:29:37,860 --> 00:29:40,720
+هادى؟ لما نكون ال distance صغيرة بين ال two
+
+333
+00:29:40,720 --> 00:29:44,400
+vectors معناته جاربين على بعض معناته similar okay
+
+334
+00:29:44,400 --> 00:29:48,120
+هذا التحبير في ال .. في ال .. في ال feature و في
+
+335
+00:29:48,120 --> 00:29:51,220
+ال feature vectors شائع لما نقول ان two vectors
+
+336
+00:29:51,220 --> 00:29:54,580
+are similar إذا كان ال distance بينهم قريبة من ال
+
+337
+00:29:54,580 --> 00:29:59,360
+zero صح؟ صح؟ هدول are two vectors فالsimilarity ما
+
+338
+00:29:59,360 --> 00:30:04,890
+جيه هي ان احنا بنحس الفرق ما بينهمبناخد .. بشوف من
+
+339
+00:30:04,890 --> 00:30:09,950
+ال minimum في كل ال .. في كل هذا الأوزان و بنروح
+
+340
+00:30:09,950 --> 00:30:13,950
+بنعمل عملية اللي هو التعديل عملية التعديل بناء على
+
+341
+00:30:13,950 --> 00:30:16,310
+الفيديو step رقم two اللي هي ال learning اللي هي
+
+342
+00:30:16,310 --> 00:30:19,510
+عملية التعديل أن الوزن الجديد بيساوي الوزن السامخ
+
+343
+00:30:19,510 --> 00:30:25,850
+زي ال delta و ال delta بتعتمد على إذا كان إذا كان
+
+344
+00:30:25,850 --> 00:30:31,770
+ال .. الج هي ال winner تمام فتاخد .. بتعمل تعديل
+
+345
+00:30:31,770 --> 00:30:43,270
+إذا مش winnerدلتا زيرو و بعد هي بتكرر الموضوع هذا
+
+346
+00:30:43,270 --> 00:30:57,430
+المثال التاني في عندك network نفكر
+
+347
+00:30:57,430 --> 00:31:00,790
+فيها على شكل زي ما راسمه هنا في البداية
+
+348
+00:31:04,520 --> 00:31:07,560
+تخيل إن ال network، ال layer هذه، ال output layer
+
+349
+00:31:07,560 --> 00:31:13,000
+two-dimensional كيف هي two-dimensional؟ هي زي هذه
+
+350
+00:31:13,000 --> 00:31:26,300
+المعنى دي أنا عمود، عندي مصفوفة من
+
+351
+00:31:26,300 --> 00:31:30,200
+ال ash، من ال nodes، ماهو الإختلاف؟ هذه ال layer،
+
+352
+00:31:30,200 --> 00:31:35,790
+تخيلها الآن علي إنها عبارة عنالـ Plain الـ Plain
+
+353
+00:31:35,790 --> 00:31:40,850
+هذا موجود عليه الجماعة هذولة وعندي انا two أو
+
+354
+00:31:40,850 --> 00:31:45,990
+three nodes بدهم ياش ال two nodes اللي في ال input
+
+355
+00:31:45,990 --> 00:31:50,210
+layer بدهم ياش يعطوا لمين ل ال nodes اللي فيها
+
+356
+00:31:50,210 --> 00:31:53,750
+اتوا اصبحت كل هذه ال input layer صح اصبح كل
+
+357
+00:31:53,750 --> 00:31:58,070
+element هنا كل node هنا بدي اعطي لكل واحد من هذولة
+
+358
+00:31:58,070 --> 00:32:03,710
+صح اصبح كل واحد من هذولة بدي تاخد ماخدة من الاتنين
+
+359
+00:32:04,150 --> 00:32:08,230
+هذه ماخدة two linguas وهذه كله وكل واحدة منهم
+
+360
+00:32:08,230 --> 00:32:16,830
+ماخدة two اختلف اشي؟ لأ، واضالها المسألة هي هي وده
+
+361
+00:32:16,830 --> 00:32:25,690
+نحسب ال winner في كل المصفوفة هذه في اختلف شغل
+
+362
+00:32:25,690 --> 00:32:31,990
+اخرى صغيرة و هي ان احنا مش شايفين هنا ولا هنا بس
+
+363
+00:32:31,990 --> 00:32:39,750
+عادة فيconnections ما بين المعنى
+
+364
+00:32:39,750 --> 00:32:45,450
+ايش انه زي ما ان ال node بتاخد ال node اللي هنا
+
+365
+00:32:45,450 --> 00:32:49,130
+بتاخد ال input من هنا ال nodes اللي هنا عارفين
+
+366
+00:32:49,130 --> 00:32:55,590
+جيرانهم كل node اه متصلة هذا ال node متصلة بال
+
+367
+00:32:55,590 --> 00:33:01,670
+nodes اللي حولها من أجل ايش من أجل انه كل node
+
+368
+00:33:01,670 --> 00:33:08,210
+تعرف بس مين جيرانهايعني هى دلان ال node هى الجيران
+
+369
+00:33:08,210 --> 00:33:14,390
+تبعونا التمانية دولة ايش الهدف من ذلك الهدف من ذلك
+
+370
+00:33:14,390 --> 00:33:19,690
+انه عملية تعديل الأوزان قلنا احنا بس ال winner هي
+
+371
+00:33:19,690 --> 00:33:23,610
+اللى بتعدي الأوزانها مظبوط في هذه ال configuration
+
+372
+00:33:23,610 --> 00:33:27,890
+في هذه ال networks بنخلي ال winner وجيرانه برضه
+
+373
+00:33:27,890 --> 00:33:31,950
+يعدي الأوزانة جيران
+
+374
+00:33:31,950 --> 00:33:38,130
+لعند أي مدىهذه قضية يمكن تحديدها حسب ال
+
+375
+00:33:38,130 --> 00:33:42,470
+application عند أي مدى يعني على بعد سابع jar ولا
+
+376
+00:33:42,470 --> 00:33:46,990
+سادس ولا تالت جار ولا بس أول jar اللي هم التمانية
+
+377
+00:33:46,990 --> 00:33:54,410
+المحطين هذا ألف درجة شمورية اللي هو تعديل الوزان و
+
+378
+00:33:54,410 --> 00:34:01,430
+بعدين هل كلهم يعدلوا أوزانهم بنفس الكيفية ولا اللي
+
+379
+00:34:01,430 --> 00:34:08,800
+أقرب يعدلأكتر بحجم أكتر والأبعد أقل عندك المعادل
+
+380
+00:34:08,800 --> 00:34:17,020
+هادى او ال function هادى لحظة
+
+381
+00:34:17,020 --> 00:34:19,880
+الأسهم هادى ماحكيناش عنها و احنا بنشرح في الأول
+
+382
+00:34:19,880 --> 00:34:24,660
+الأسهم مقصود بيها ال connections ما بين ال nodes
+
+383
+00:34:24,660 --> 00:34:30,760
+تبع ال output layer سواء كان عمود أو شبكةmatrix
+
+384
+00:34:30,760 --> 00:34:35,820
+هنا برضه بتغير الأوزان في المثال الأولى ماحكتش بس
+
+385
+00:34:35,820 --> 00:34:39,840
+الآن لما نكون في عندي network هتسير عليه تعديل
+
+386
+00:34:39,840 --> 00:34:44,200
+الأوزان مبنيه على أساس ال distance ان ال winner و
+
+387
+00:34:44,200 --> 00:34:47,980
+جيران حتى في المثال هذا في المثال هذا حسب المثل
+
+388
+00:34:47,980 --> 00:34:52,500
+اذا جالك المثل ان هذول ال layer في بينهم في بينهم
+
+389
+00:34:52,500 --> 00:34:57,860
+lateral connection بيدك تحسب بضهر الأوزان تبعي
+
+390
+00:34:57,860 --> 00:35:05,470
+الجيرانلحسبة الأوزان تبع الجيران بتعتمد على ال
+
+391
+00:35:05,470 --> 00:35:12,070
+distance هذه ال node الى winner و ال nodes الجيران
+
+392
+00:35:12,070 --> 00:35:20,070
+تبعونها كل ما بعضت ال distance عنها كل ما اختلفت
+
+393
+00:35:20,070 --> 00:35:25,470
+ال strength تبع ال connection فلما تبقى ال
+
+394
+00:35:25,470 --> 00:35:29,340
+strength تبع ال connection عاليةالتعديل الأوزان
+
+395
+00:35:29,340 --> 00:35:37,540
+بجه عالي مرة أخرى الفункشن اللي على أساسها بتحدد
+
+396
+00:35:37,540 --> 00:35:53,780
+ال strength تبع التعديل الوزن بناء
+
+397
+00:35:53,780 --> 00:35:59,150
+على ال distanceكل ما بيهدف بتغير ال strength لإن
+
+398
+00:35:59,150 --> 00:36:04,710
+ال strength هذه بتتطبق على أساس أن الوزن كل واحدة
+
+399
+00:36:04,710 --> 00:36:08,630
+من ال nodes اللي حوالين أي أنا ال winner هنا و في
+
+400
+00:36:08,630 --> 00:36:13,590
+حواليها مثلا تمانية المحيطات إبها مباشرة هدول الآن
+
+401
+00:36:13,590 --> 00:36:17,910
+ال distance بتبقى one one مصبوط هذه ال distance
+
+402
+00:36:17,910 --> 00:36:22,730
+رغم أني أقول مثلا one point four ماشي أشكل دائرة
+
+403
+00:36:23,150 --> 00:36:26,290
+فال one هذا هو عبارة عن ال distance بناء على ال
+
+404
+00:36:26,290 --> 00:36:30,550
+distance هذه بتحدد ال strength ال strength هذه
+
+405
+00:36:30,550 --> 00:36:36,110
+بتتاخد ك factor في ال delta يعني ال node اللي على
+
+406
+00:36:36,110 --> 00:36:41,570
+مسافة واحد بتحسب ال delta تبعتها بتحسب الوزن تبعها
+
+407
+00:36:41,570 --> 00:36:49,490
+وبتضربه في ال strength الآن أي node بعيدا سيكون ال
+
+408
+00:36:49,490 --> 00:36:54,020
+strengthعندها صار جريب من الـ zero وبالتالي تعديل
+
+409
+00:36:54,020 --> 00:36:58,760
+الوزن عندها هيبقى صفر صحيح الآن؟ في nodes تعديل
+
+410
+00:36:58,760 --> 00:37:01,560
+الوزن تبعها هيبقى بالـ negative على الرغم من أنها
+
+411
+00:37:01,560 --> 00:37:05,840
+جريبة هيبقى بالـ negative okay الآن هذا الكلام مش
+
+412
+00:37:05,840 --> 00:37:09,540
+دايما احنا بيستخدمه ممكن ايجي اقولك انه ال
+
+413
+00:37:09,540 --> 00:37:13,760
+strength تبع ال connection بين ال network وال node
+
+414
+00:37:13,760 --> 00:37:17,960
+وجروانها بتبقى ببساطة شديدة زي هيك عبارة عن
+
+415
+00:37:17,960 --> 00:37:18,580
+rectangular
+
+416
+00:37:22,120 --> 00:37:28,040
+الجماعة على بعد قفزة او قفزتين ال strength بيبقى
+
+417
+00:37:28,040 --> 00:37:31,820
+full وبعدها ال strength بيبقى zero خارج هذه الأطار
+
+418
+00:37:31,820 --> 00:37:40,340
+بناء على neighborhood functionبتحدد ال strength
+
+419
+00:37:40,340 --> 00:37:45,640
+وبتحدد مين من ال neighbors اللي عدله أوزانه هذا
+
+420
+00:37:45,640 --> 00:37:49,960
+الكلام في الآخر المثال هذا اللي هو طبعا هو مش معطل
+
+421
+00:37:49,960 --> 00:37:59,480
+تفاصيله بس بقولك انه مدان على ال كل
+
+422
+00:37:59,480 --> 00:38:03,080
+مقطة هذه عبارة عن كل مقطة عبارة عن note في ال
+
+423
+00:38:03,080 --> 00:38:06,560
+output layer ال output layer عبارة عن matrixو ال
+
+424
+00:38:06,560 --> 00:38:10,340
+nodes هدولة ال weight vector سبعتها في البداية
+
+425
+00:38:10,340 --> 00:38:15,300
+بدأت عشوائي فكانوا موزعين بالشكل العشوائي هذا
+
+426
+00:38:15,300 --> 00:38:21,720
+الخطوط اللي هذه عبر عن كل node خط مع الجيران
+
+427
+00:38:21,720 --> 00:38:25,420
+تبعونها لأن الجيران تبعونها ال weight vector
+
+428
+00:38:25,420 --> 00:38:29,440
+سبعتهم عشوائين وبالتالي هي اللي بتكون هنا لكن جارة
+
+429
+00:38:29,440 --> 00:38:33,470
+اللي معاشرة جريبة منها ممكن تبقى هناوالجربة
+
+430
+00:38:33,470 --> 00:38:37,450
+التانية هنا لأنه ماخدين استفافية استفاقات استفافات
+
+431
+00:38:37,450 --> 00:38:44,010
+عشوائية لأن مع ال training احنا بنعطيلها data ال
+
+432
+00:38:44,010 --> 00:38:48,690
+data في حتزاتها منتظمة فبناء على ال data بيبدأ ال
+
+433
+00:38:48,690 --> 00:38:53,650
+network ال network يعني ال weight vector سبعة ال
+
+434
+00:38:53,650 --> 00:38:57,270
+nodes تتعدل حسب ال data اللي بتدخل ال data اللي
+
+435
+00:38:57,270 --> 00:39:02,090
+بتدخل data منتظمة تمام؟ يعني توزيع ال dataجوزية ال
+
+436
+00:39:02,090 --> 00:39:09,850
+data في ال plane ما هوش cluster منتظم
+
+437
+00:39:09,850 --> 00:39:17,230
+normal distribution على ال plane كله ففهمت بعد عدد
+
+438
+00:39:17,230 --> 00:39:23,230
+من ال iterations أخدت ال notes إيش مواضعها الصحيحة
+
+439
+00:39:23,930 --> 00:39:30,070
+Okay فهدولة مثلين كان واحد بسيط جدا على network
+
+440
+00:39:30,070 --> 00:39:33,030
+layer تبعت ال output layer تبعت عبارة عن layer
+
+441
+00:39:33,030 --> 00:39:38,590
+حديث ال dimension one dimensional والتاني كان two
+
+442
+00:39:38,590 --> 00:39:41,890
+dimensional بيوريلك فكرة ال competitive learning
+
+443
+00:39:41,890 --> 00:39:44,890
+بالاساس ويقولنا ان ال competitive learning ممكن
+
+444
+00:39:44,890 --> 00:39:51,580
+يكون بس مجرد ان ال winner takes allو هو اللي بيعدل
+
+445
+00:39:51,580 --> 00:39:54,460
+أوزانه و ممكن ال winner و ال neighborhood تبعته
+
+446
+00:39:54,460 --> 00:39:58,340
+يعدل أوزانهم و ال neighborhood تحديدها بناء على
+
+447
+00:39:58,340 --> 00:40:02,540
+neighborhood function اللي ممكن تبقى square او
+
+448
+00:40:02,540 --> 00:40:05,500
+ممكن تبقى Mexican hat اللي هي على شكل الطبيعي كنت
+
+449
+00:40:05,500 --> 00:40:09,280
+لما كان يعدل وزن لحاله كنا نعطيه دلتة معينة فقالت
+
+450
+00:40:09,280 --> 00:40:12,480
+لما بيعدل وزن و وزن الجلال ايش هتصير الدلتة؟أنا
+
+451
+00:40:12,480 --> 00:40:16,200
+بقولك ال node الواحدة ال winner نفسه بيعدل ب
+
+452
+00:40:16,200 --> 00:40:20,400
+strength full تمام الجيرانه بيعدلوا أوزانهم بس
+
+453
+00:40:20,400 --> 00:40:25,080
+بنضرب الوزن باليش في ال delta اللي عندها حسب في ال
+
+454
+00:40:25,080 --> 00:40:29,840
+strength ال delta طبعا هو بيحسبها بس بيضربها في ال
+
+455
+00:40:29,840 --> 00:40:37,960
+strength فبتنخفط حسب هو وين موجود ال neighbor طيب
+
+456
+00:40:37,960 --> 00:40:42,820
+ماشي الحالةبعملية منكون أن هنا الشق اللي اللي
+
+457
+00:40:42,820 --> 00:40:44,560
+علاقة بال competitive learning قولنا ان
+
+458
+00:40:44,560 --> 00:40:49,100
+competitive learning هو أحد مثلة ال .. ال
+
+459
+00:40:49,100 --> 00:40:52,620
+unsupervised learning في ال neural networks محاضرة
+
+460
+00:40:52,620 --> 00:40:56,340
+جاي ان شاء الله بنحكي في الhebian networks
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6300da918ad9ff96e4865e9467b5a7329208c88
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.json
@@ -0,0 +1 @@
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بنعتبرها winner winner فائزة مش كنا بيقول competitive learning كأنهم هم التلاتة بتنفسوا على هذا ال input مين منهم أصلا ال weight vector تبعه أقرب إلى هذا ال input أقرب ال distance أقل هذا ال winner", "tokens": [2655, 1211, 9307, 5551, 4587, 10943, 39896, 9566, 1211, 3615, 20449, 995, 25528, 28242, 9984, 39896, 9566, 1211, 3615, 5296, 11296, 12602, 4587, 2304, 36764, 24401, 9154, 16095, 31439, 2423, 9984, 13672, 1829, 39894, 9566, 1211, 3615, 34892, 4587, 2304, 16247, 4587, 1211, 44945, 34268, 26890, 11296, 8507, 8507, 6156, 16373, 11622, 3660, 37893, 9122, 8315, 4724, 1829, 39648, 10043, 2539, 9122, 33456, 16095, 8032, 2304, 16712, 1211, 9307, 3660, 39894, 1863, 36178, 14407, 15844, 23758, 2423, 4846, 3714, 9957, 9154, 16095, 5551, 9381, 15040, 2423, 3364, 8062, 6055, 3555, 3615, 3224, 5551, 4587, 25513, 30731, 23758, 2423, 4846, 5551, 4587, 25513, 2423, 4560, 5551, 4587, 1211, 23758, 2423, 8507], "avg_logprob": -0.2250844589224807, "compression_ratio": 1.768, "no_speech_prob": 0.0, 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منهم", "probability": 0.99072265625}, {"start": 501.85, "end": 502.65, "word": " أصلا", "probability": 0.86083984375}, {"start": 502.65, "end": 502.87, "word": " ال", "probability": 0.9736328125}, {"start": 502.87, "end": 504.93, "word": " weight", "probability": 0.87158203125}, {"start": 504.93, "end": 505.41, "word": " vector", "probability": 0.7939453125}, {"start": 505.41, "end": 505.77, "word": " تبعه", "probability": 0.8359375}, {"start": 505.77, "end": 506.19, "word": " أقرب", "probability": 0.9583333333333334}, {"start": 506.19, "end": 506.43, "word": " إلى", "probability": 0.650390625}, {"start": 506.43, "end": 506.69, "word": " هذا", "probability": 0.92919921875}, {"start": 506.69, "end": 507.03, "word": " ال", "probability": 0.94873046875}, {"start": 507.03, "end": 508.05, "word": " input", "probability": 0.2015380859375}, {"start": 508.05, "end": 508.51, "word": " أقرب", "probability": 0.8356119791666666}, {"start": 508.51, "end": 508.75, "word": " ال", "probability": 0.61328125}, {"start": 508.75, "end": 509.05, "word": " distance", "probability": 0.9873046875}, {"start": 509.05, "end": 509.55, "word": " أقل", "probability": 0.9676106770833334}, {"start": 509.55, "end": 510.65, "word": " هذا", "probability": 0.6396484375}, {"start": 510.65, "end": 510.81, "word": " ال", "probability": 0.99169921875}, {"start": 510.81, "end": 511.03, "word": " winner", "probability": 0.974609375}], "temperature": 1.0}, {"id": 17, "seek": 54117, "start": 512.0, "end": 541.18, "text": "هذا ال winner هو اللي بيعدل أوزانه و الباقين مابيعدلو أوزانه بمعنى إيش؟ بمعنى إنه if ال neuron J wins the competition بمعنى إنه ال weight vector تبعه أقرب إلى ال input اللي دخل طبعا ال input بدخل iteration ورا iteration في هذه ال iteration", "tokens": [3224, 15730, 2423, 8507, 31439, 13672, 1829, 4724, 1829, 22488, 1211, 34051, 11622, 7649, 3224, 4032, 29739, 995, 4587, 9957, 3714, 16758, 1829, 22488, 1211, 2407, 5551, 2407, 11622, 7649, 3224, 4724, 2304, 3615, 1863, 7578, 11933, 1829, 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تبع ال output layer سواء كان عمود أو شبكة", "tokens": [10721, 4117, 2655, 2288, 4724, 5016, 7435, 2304, 5551, 4117, 2655, 2288, 16070, 10721, 3555, 22488, 5551, 4587, 1211, 43242, 4117, 9673, 3615, 18513, 1211, 8032, 18513, 7578, 1975, 2407, 2423, 2445, 8032, 18513, 7578, 5296, 5016, 19913, 3660, 16247, 3794, 16095, 8032, 18513, 7578, 19446, 5016, 4117, 1829, 8315, 8592, 18871, 11296, 4032, 1975, 5016, 8315, 44945, 46309, 5016, 8978, 16247, 12610, 16247, 3794, 16095, 3714, 4587, 9381, 23328, 4724, 1829, 11296, 2423, 9271, 19446, 49374, 2423, 13891, 6055, 3555, 3615, 2423, 5598, 4583, 8608, 2407, 16606, 25961, 6225, 2304, 23328, 34051, 13412, 3555, 4117, 3660], "avg_logprob": -0.3300382646979118, "compression_ratio": 1.6442307692307692, "no_speech_prob": 0.0, "words": [{"start": 2043.46, "end": 2044.12, "word": "أكتر", "probability": 0.763336181640625}, {"start": 2044.12, "end": 2045.48, "word": " بحجم", "probability": 0.9073486328125}, {"start": 2045.48, "end": 2045.96, "word": " 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تحسب", "probability": 0.9597981770833334}, {"start": 2096.66, "end": 2097.1, "word": " بضهر", "probability": 0.5692138671875}, {"start": 2097.1, "end": 2097.5, "word": " الأوزان", "probability": 0.9832763671875}, {"start": 2097.5, "end": 2097.86, "word": " تبعي", "probability": 0.80322265625}, {"start": 2097.86, "end": 2098.38, "word": " الجيران", "probability": 0.8771158854166666}], "temperature": 1.0}, {"id": 74, "seek": 212685, "start": 2099.79, "end": 2126.85, "text": "لحسبة الأوزان تبع الجيران بتعتمد على ال distance هذه ال node الى winner و ال nodes الجيران تبعونها كل ما بعضت ال distance عنها كل ما اختلفت ال strength تبع ال connection فلما تبقى ال strength تبع ال connection عالية", "tokens": [1211, 5016, 35457, 3660, 16247, 2407, 11622, 7649, 6055, 3555, 3615, 25724, 13546, 7649, 39894, 34268, 2304, 3215, 15844, 2423, 4560, 29538, 2423, 9984, 2423, 7578, 8507, 4032, 2423, 13891, 25724, 13546, 7649, 6055, 3555, 3615, 11536, 11296, 28242, 19446, 45030, 11242, 2655, 2423, 4560, 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قفزتين ال strength بيبقى full وبعدها ال strength بيبقى zero خارج هذه الأطار بناء على neighborhood function", "tokens": [6027, 7435, 15042, 27884, 15844, 39182, 12174, 5172, 11622, 3660, 1975, 2407, 12174, 5172, 11622, 2655, 9957, 2423, 3800, 4724, 1829, 3555, 4587, 7578, 1577, 46599, 22488, 11296, 2423, 3800, 4724, 1829, 3555, 4587, 7578, 4018, 16490, 9640, 7435, 29538, 16247, 9566, 9640, 44945, 16606, 15844, 7630, 2445], "avg_logprob": -0.5736607337484554, "compression_ratio": 1.3732394366197183, "no_speech_prob": 1.0132789611816406e-06, "words": [{"start": 2242.12, "end": 2243.0, "word": "الجماعة", "probability": 0.5307769775390625}, {"start": 2243.0, "end": 2243.18, "word": " على", "probability": 0.462890625}, {"start": 2243.18, "end": 2243.64, "word": " بعد", "probability": 0.70068359375}, {"start": 2243.64, "end": 2245.88, "word": " قفزة", "probability": 0.834716796875}, {"start": 2245.88, "end": 2246.04, "word": " او", "probability": 0.6939697265625}, {"start": 2246.04, "end": 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هنا لكن جارة اللي معاشرة جريبة منها ممكن تبقى هنا", "tokens": [2407, 2423, 13891, 8032, 3215, 12610, 3660, 2423, 3364, 8062, 8608, 3555, 34268, 11296, 8978, 29739, 28259, 10632, 47525, 10721, 2655, 6225, 8592, 2407, 16373, 1829, 6156, 41361, 14407, 3714, 2407, 11622, 3615, 9957, 20666, 8592, 28820, 18863, 8592, 2407, 16373, 1829, 23758, 33962, 9566, 2407, 9566, 13672, 1829, 29538, 6225, 3555, 2288, 18871, 28242, 9984, 16490, 9566, 20449, 25724, 13546, 7649, 6055, 3555, 3615, 11536, 11296, 5296, 33456, 25724, 13546, 7649, 6055, 3555, 3615, 11536, 11296, 2423, 3364, 8062, 8608, 3555, 34268, 16095, 6225, 8592, 2407, 16373, 9957, 46599, 6027, 2655, 6027, 1829, 39896, 13672, 1829, 39894, 30544, 34105, 44381, 10874, 9640, 3660, 13672, 1829, 20449, 33599, 25720, 10874, 16572, 49401, 9154, 11296, 3714, 43020, 6055, 3555, 4587, 7578, 34105], "avg_logprob": -0.18711577490216397, "compression_ratio": 1.9914893617021276, "no_speech_prob": 0.0, "words": [{"start": 2286.24, "end": 2286.44, "word": 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"probability": 0.900634765625}, {"start": 2392.44, "end": 2392.6, "word": " ال", "probability": 0.9521484375}, {"start": 2392.6, "end": 2392.84, "word": " winner", "probability": 0.9140625}, {"start": 2392.84, "end": 2393.12, "word": " و", "probability": 0.8720703125}, {"start": 2393.12, "end": 2393.26, "word": " ال", "probability": 0.91748046875}, {"start": 2393.26, "end": 2393.76, "word": " neighborhood", "probability": 0.59521484375}, {"start": 2393.76, "end": 2394.46, "word": " تبعته", "probability": 0.871826171875}, {"start": 2394.46, "end": 2395.14, "word": " يعدل", "probability": 0.8138020833333334}, {"start": 2395.14, "end": 2395.66, "word": " أوزانهم", "probability": 0.9658203125}, {"start": 2395.66, "end": 2395.88, "word": " و", "probability": 0.90576171875}, {"start": 2395.88, "end": 2396.04, "word": " ال", "probability": 0.83447265625}, {"start": 2396.04, "end": 2396.64, "word": " neighborhood", "probability": 0.92626953125}, {"start": 2396.64, "end": 2397.6, "word": " تحديدها", "probability": 0.9708984375}, {"start": 2397.6, "end": 2398.2, "word": " بناء", "probability": 0.9384765625}, {"start": 2398.2, "end": 2398.34, "word": " على", "probability": 0.71826171875}, {"start": 2398.34, "end": 2398.68, "word": " neighborhood", "probability": 0.8701171875}, {"start": 2398.68, "end": 2399.34, "word": " function", "probability": 0.9638671875}, {"start": 2399.34, "end": 2400.32, "word": " اللي", "probability": 0.858154296875}, {"start": 2400.32, "end": 2400.62, "word": " ممكن", "probability": 0.934326171875}, {"start": 2400.62, "end": 2401.34, "word": " تبقى", "probability": 0.9234619140625}, {"start": 2401.34, "end": 2402.32, "word": " square", "probability": 0.83544921875}, {"start": 2402.32, "end": 2402.54, "word": " او", "probability": 0.788818359375}, {"start": 2402.54, "end": 2402.7, "word": " ممكن", "probability": 0.965087890625}, {"start": 2402.7, "end": 2403.16, "word": " تبقى", "probability": 0.9930419921875}, {"start": 2403.16, "end": 2403.66, "word": " Mexican", "probability": 0.7333984375}, {"start": 2403.66, "end": 2403.98, "word": " hat", "probability": 0.51318359375}, {"start": 2403.98, "end": 2404.18, "word": " اللي", "probability": 0.921142578125}, {"start": 2404.18, "end": 2404.36, "word": " هي", "probability": 0.8037109375}, {"start": 2404.36, "end": 2404.54, "word": " على", "probability": 0.69140625}, {"start": 2404.54, "end": 2404.74, "word": " شكل", "probability": 0.97509765625}, {"start": 2404.74, "end": 2405.3, "word": " الطبيعي", "probability": 0.77392578125}, {"start": 2405.3, "end": 2405.5, "word": " كنت", "probability": 0.58782958984375}, {"start": 2405.5, "end": 2405.7, "word": " لما", "probability": 0.91943359375}, {"start": 2405.7, "end": 2405.96, "word": " كان", "probability": 0.85888671875}, {"start": 2405.96, "end": 2406.28, "word": " يعدل", "probability": 0.9490559895833334}, {"start": 2406.28, "end": 2406.52, "word": " وزن", "probability": 0.9482421875}, {"start": 2406.52, "end": 2406.86, "word": " لحاله", "probability": 0.747772216796875}, {"start": 2406.86, "end": 2406.98, "word": " كنا", "probability": 0.48321533203125}, {"start": 2406.98, "end": 2407.62, "word": " نعطيه", "probability": 0.74677734375}, {"start": 2407.62, "end": 2407.98, "word": " دلتة", "probability": 0.677978515625}, {"start": 2407.98, "end": 2409.0, "word": " معينة", "probability": 0.9601236979166666}, {"start": 2409.0, "end": 2409.28, "word": " فقالت", "probability": 0.4791259765625}, {"start": 2409.28, "end": 2409.42, "word": " لما", "probability": 0.94287109375}, {"start": 2409.42, "end": 2410.1, "word": " بيعدل", "probability": 0.624237060546875}, {"start": 2410.1, "end": 2410.82, "word": " وزن", "probability": 0.9811197916666666}, {"start": 2410.82, "end": 2410.92, "word": " و", "probability": 0.79345703125}, {"start": 2410.92, "end": 2411.18, "word": " وزن", "probability": 0.87109375}, {"start": 2411.18, "end": 2411.52, "word": " الجلال", "probability": 0.55908203125}, {"start": 2411.52, "end": 2411.7, "word": " ايش", "probability": 0.7301432291666666}, {"start": 2411.7, "end": 2412.06, "word": " هتصير", "probability": 0.8485107421875}, {"start": 2412.06, "end": 2412.22, "word": " الدلتة؟", "probability": 0.823974609375}], "temperature": 1.0}, {"id": 86, "seek": 243848, "start": 2412.28, "end": 2438.48, "text": "أنا بقولك ال node الواحدة ال winner نفسه بيعدل ب strength full تمام الجيرانه بيعدلوا أوزانهم بس بنضرب الوزن باليش في ال delta اللي عندها حسب في ال strength ال delta طبعا هو بيحسبها بس بيضربها في ال strength فبتنخفط حسب هو وين موجود ال neighbor طيب ماشي الحالة", "tokens": [10721, 8315, 4724, 39648, 4117, 2423, 9984, 2423, 14407, 24401, 3660, 2423, 8507, 8717, 36178, 3224, 4724, 1829, 22488, 1211, 4724, 3800, 1577, 46811, 10943, 25724, 13546, 7649, 3224, 4724, 1829, 22488, 1211, 14407, 5551, 2407, 11622, 7649, 16095, 4724, 3794, 44945, 11242, 25513, 2423, 2407, 11622, 1863, 20666, 1829, 8592, 8978, 2423, 8289, 13672, 1829, 43242, 11296, 11331, 35457, 8978, 2423, 3800, 2423, 8289, 23032, 3555, 3615, 995, 31439, 4724, 1829, 5016, 35457, 11296, 4724, 3794, 4724, 1829, 11242, 25513, 11296, 8978, 2423, 3800, 6156, 3555, 2655, 1863, 9778, 5172, 9566, 11331, 35457, 31439, 4032, 9957, 3714, 29245, 23328, 2423, 5987, 23032, 1829, 3555, 3714, 33599, 1829, 21542, 6027, 3660], "avg_logprob": -0.22600446987364972, "compression_ratio": 1.7617021276595746, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2412.28, "end": 2412.48, "word": "أنا", "probability": 0.586669921875}, {"start": 2412.48, "end": 2412.96, "word": " بقولك", "probability": 0.8282877604166666}, {"start": 2412.96, "end": 2413.18, "word": " ال", "probability": 0.62255859375}, {"start": 2413.18, "end": 2413.7, "word": " node", "probability": 0.81396484375}, {"start": 2413.7, "end": 2414.3, "word": " الواحدة", "probability": 0.8970947265625}, {"start": 2414.3, "end": 2414.5, "word": " ال", "probability": 0.81494140625}, {"start": 2414.5, "end": 2414.76, "word": " winner", "probability": 0.93310546875}, {"start": 2414.76, "end": 2415.26, "word": " نفسه", "probability": 0.9830729166666666}, {"start": 2415.26, "end": 2415.98, "word": " بيعدل", "probability": 0.76318359375}, {"start": 2415.98, "end": 2416.2, "word": " ب", "probability": 0.904296875}, {"start": 2416.2, "end": 2416.66, "word": " strength", "probability": 0.8330078125}, {"start": 2416.66, "end": 2417.16, "word": " full", "probability": 0.81201171875}, {"start": 2417.16, "end": 2418.2, "word": " تمام", "probability": 0.864013671875}, {"start": 2418.2, "end": 2419.0, "word": " الجيرانه", "probability": 0.841064453125}, {"start": 2419.0, "end": 2419.66, "word": " بيعدلوا", "probability": 0.90068359375}, {"start": 2419.66, "end": 2420.12, "word": " أوزانهم", "probability": 0.90546875}, {"start": 2420.12, "end": 2420.4, "word": " بس", "probability": 0.956298828125}, {"start": 2420.4, "end": 2420.98, "word": " بنضرب", "probability": 0.7469075520833334}, {"start": 2420.98, "end": 2421.74, "word": " الوزن", "probability": 0.985595703125}, {"start": 2421.74, "end": 2422.26, "word": " باليش", "probability": 0.52001953125}, {"start": 2422.26, "end": 2422.68, "word": " في", "probability": 0.217041015625}, {"start": 2422.68, "end": 2422.78, "word": " ال", "probability": 0.496826171875}, {"start": 2422.78, "end": 2423.04, "word": " delta", "probability": 0.3779296875}, {"start": 2423.04, "end": 2423.16, "word": " اللي", "probability": 0.834228515625}, {"start": 2423.16, "end": 2423.5, "word": " عندها", "probability": 0.8916015625}, {"start": 2423.5, "end": 2424.62, "word": " حسب", "probability": 0.66943359375}, {"start": 2424.62, "end": 2424.84, "word": " في", "probability": 0.85595703125}, {"start": 2424.84, "end": 2425.08, "word": " ال", "probability": 0.97900390625}, {"start": 2425.08, "end": 2426.12, "word": " strength", "probability": 0.9130859375}, {"start": 2426.12, "end": 2426.72, "word": " ال", "probability": 0.42724609375}, {"start": 2426.72, "end": 2426.98, "word": " delta", "probability": 0.91943359375}, {"start": 2426.98, "end": 2427.24, "word": " طبعا", "probability": 0.9605712890625}, {"start": 2427.24, "end": 2427.32, "word": " هو", "probability": 0.2724609375}, {"start": 2427.32, "end": 2427.8, "word": " بيحسبها", "probability": 0.983203125}, {"start": 2427.8, "end": 2428.04, "word": " بس", "probability": 0.96826171875}, {"start": 2428.04, "end": 2429.56, "word": " بيضربها", "probability": 0.923828125}, {"start": 2429.56, "end": 2429.7, "word": " في", "probability": 0.92529296875}, {"start": 2429.7, "end": 2429.84, "word": " ال", "probability": 0.92333984375}, {"start": 2429.84, "end": 2430.2, "word": " strength", "probability": 0.98583984375}, {"start": 2430.2, "end": 2431.58, "word": " فبتنخفط", "probability": 0.8578404017857143}, {"start": 2431.58, "end": 2433.92, "word": " حسب", "probability": 0.6533203125}, {"start": 2433.92, "end": 2434.08, "word": " هو", "probability": 0.93408203125}, {"start": 2434.08, "end": 2434.36, "word": " وين", "probability": 0.91943359375}, {"start": 2434.36, "end": 2434.74, "word": " موجود", "probability": 0.9832356770833334}, {"start": 2434.74, "end": 2434.86, "word": " ال", "probability": 0.8369140625}, {"start": 2434.86, "end": 2435.14, "word": " neighbor", "probability": 0.607421875}, {"start": 2435.14, "end": 2437.96, "word": " طيب", "probability": 0.87939453125}, {"start": 2437.96, "end": 2438.22, "word": " ماشي", "probability": 0.93359375}, {"start": 2438.22, "end": 2438.48, "word": " الحالة", "probability": 0.78466796875}], "temperature": 1.0}, {"id": 87, "seek": 245634, "start": 2439.28, "end": 2456.34, "text": "بعملية منكون أن هنا الشق اللي اللي علاقة بال competitive learning قولنا ان competitive learning هو أحد مثلة ال .. ال unsupervised learning في ال neural networks محاضرة جاي ان شاء الله بنحكي في الhebian networks", "tokens": [3555, 25957, 1211, 10632, 9154, 30544, 14739, 34105, 25124, 4587, 13672, 1829, 13672, 1829, 11203, 995, 28671, 20666, 10043, 2539, 12174, 12610, 8315, 16472, 10043, 2539, 31439, 5551, 24401, 50113, 37977, 2423, 4386, 2423, 2693, 12879, 24420, 2539, 8978, 2423, 18161, 9590, 3714, 5016, 46958, 25720, 10874, 47302, 16472, 13412, 16606, 21984, 44945, 5016, 4117, 1829, 8978, 2423, 675, 20196, 9590], "avg_logprob": -0.3026713656802331, "compression_ratio": 1.5714285714285714, "no_speech_prob": 0.0, "words": [{"start": 2439.28, "end": 2439.96, "word": "بعملية", "probability": 0.8428955078125}, {"start": 2439.96, "end": 2440.44, "word": " منكون", "probability": 0.581298828125}, {"start": 2440.44, "end": 2441.16, "word": " أن", "probability": 0.61865234375}, {"start": 2441.16, "end": 2441.44, "word": " هنا", "probability": 0.86376953125}, {"start": 2441.44, "end": 2442.42, "word": " الشق", "probability": 0.5704345703125}, {"start": 2442.42, "end": 2442.72, "word": " اللي", "probability": 0.8193359375}, {"start": 2442.72, "end": 2442.82, "word": " اللي", "probability": 0.6163330078125}, {"start": 2442.82, "end": 2443.14, "word": " علاقة", "probability": 0.83935546875}, {"start": 2443.14, "end": 2443.26, "word": " بال", "probability": 0.96923828125}, {"start": 2443.26, "end": 2443.76, "word": " competitive", "probability": 0.95654296875}, {"start": 2443.76, "end": 2444.12, "word": " learning", "probability": 0.94189453125}, {"start": 2444.12, "end": 2444.42, "word": " قولنا", "probability": 0.7058919270833334}, {"start": 2444.42, "end": 2444.56, "word": " ان", "probability": 0.56640625}, {"start": 2444.56, "end": 2444.98, "word": " competitive", "probability": 0.58837890625}, {"start": 2444.98, "end": 2445.46, "word": " learning", "probability": 0.9453125}, {"start": 2445.46, "end": 2445.76, "word": " هو", "probability": 0.9501953125}, {"start": 2445.76, "end": 2446.48, "word": " أحد", "probability": 0.811767578125}, {"start": 2446.48, "end": 2447.86, "word": " مثلة", "probability": 0.82763671875}, {"start": 2447.86, "end": 2448.26, "word": " ال", "probability": 0.95849609375}, {"start": 2448.26, "end": 2448.72, "word": " ..", "probability": 0.198486328125}, {"start": 2448.72, "end": 2449.1, "word": " ال", "probability": 0.91748046875}, {"start": 2449.1, "end": 2450.04, "word": " unsupervised", "probability": 0.9285481770833334}, {"start": 2450.04, "end": 2450.88, "word": " learning", "probability": 0.96044921875}, {"start": 2450.88, "end": 2451.1, "word": " في", "probability": 0.8671875}, {"start": 2451.1, "end": 2451.24, "word": " ال", "probability": 0.81298828125}, {"start": 2451.24, "end": 2451.42, "word": " neural", "probability": 0.57373046875}, {"start": 2451.42, "end": 2451.88, "word": " networks", "probability": 0.8603515625}, {"start": 2451.88, "end": 2452.62, "word": " محاضرة", "probability": 0.884033203125}, {"start": 2452.62, "end": 2452.84, "word": " جاي", "probability": 0.740234375}, {"start": 2452.84, "end": 2452.96, "word": " ان", "probability": 0.7470703125}, {"start": 2452.96, "end": 2453.16, "word": " شاء", "probability": 0.990234375}, {"start": 2453.16, "end": 2453.38, "word": " الله", "probability": 0.96533203125}, {"start": 2453.38, "end": 2454.06, "word": " بنحكي", "probability": 0.78466796875}, {"start": 2454.06, "end": 2454.18, "word": " في", "probability": 0.98388671875}, {"start": 2454.18, "end": 2454.6, "word": " الhebian", "probability": 0.6279703776041666}, {"start": 2454.6, "end": 2456.34, "word": " networks", "probability": 0.86865234375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2457.182, "duration_after_vad": 2308.303124999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..7f246e7c143547be0508371806fb952d0d084352
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/n65Hy5Nug48_raw.srt
@@ -0,0 +1,1852 @@
+1
+00:00:21,500 --> 00:00:24,320
+بسم الله الرحمن الرحيم المحاضرة اليوم ان شاء الله
+
+2
+00:00:24,320 --> 00:00:27,960
+شغال في نفس موضوع ال artificial neural networks بس
+
+3
+00:00:27,960 --> 00:00:31,900
+من اتحول الى النوع الاخر من ال neural networks
+
+4
+00:00:31,900 --> 00:00:36,740
+اللي هي اللي بتستخدم unsupervised learning يعني
+
+5
+00:00:36,740 --> 00:00:40,820
+اللي في عندها آلية تعديل أوزان ذاتية آلية ذاتية
+
+6
+00:00:40,820 --> 00:00:46,360
+لتعديل أوزان في الشقة ده من ال neural networks
+
+7
+00:00:46,360 --> 00:00:51,460
+بيطلع على نوعين أساسيات اللي هم الhebianهيبيان
+
+8
+00:00:51,460 --> 00:00:56,340
+نتواركس وهيبيان و competitive learning
+
+9
+00:01:36,520 --> 00:01:39,820
+بتقدر تقول competitive networks و Hebian networks
+
+10
+00:01:39,820 --> 00:01:47,640
+بس بيبين مختلفات لل unsupervised learning البديت
+
+11
+00:01:47,640 --> 00:01:51,260
+انا فى ال competitive learning لإنه شوية أبسط
+
+12
+00:01:51,260 --> 00:01:55,900
+تلقائي ممكن نستوعبه بسهولة وبعدها كمان نتقل على ال
+
+13
+00:01:55,900 --> 00:01:58,920
+Hebian اللى هو برضه بسيط بس يعني هذا انا شايفه
+
+14
+00:01:58,920 --> 00:02:05,260
+مقدمة او مدخل أبسط من ال Hebianفبدأ اروح على طول
+
+15
+00:02:05,260 --> 00:02:10,100
+على ال competitive learning slides competitive
+
+16
+00:02:10,100 --> 00:02:15,040
+learning competitive الكلم جاية من انه في
+
+17
+00:02:15,040 --> 00:02:17,540
+competition في نوع من ال competition يعني ايش
+
+18
+00:02:17,540 --> 00:02:21,520
+competition بسبق ما بين ال nodes اللي في ال
+
+19
+00:02:21,520 --> 00:02:32,560
+network بساطة شديدة لو انا عندي network بسيطة
+
+20
+00:02:32,560 --> 00:02:36,490
+جدا زي هيكinput layer واحدة و output layer واحدة
+
+21
+00:02:36,490 --> 00:02:42,370
+طبعا مافيه hidden و فيها ال input بسيط جدا ال
+
+22
+00:02:42,370 --> 00:02:47,150
+input vector فيه two elements x1 و x2 تذكروا مثال
+
+23
+00:02:47,150 --> 00:02:52,270
+ال and و ال or و ال x or كان ال input برضه فيه two
+
+24
+00:02:52,270 --> 00:02:56,870
+elements ال input vector هنا نفس الشيء ال output
+
+25
+00:02:56,870 --> 00:03:00,690
+layer فيها تلاتة nodes ال input بتوزع على التلاتة
+
+26
+00:03:00,690 --> 00:03:09,070
+nodes طبعا طبعاهذه الان بتوزع X1 ال output بتوزع
+
+27
+00:03:09,070 --> 00:03:12,310
+الى كل واحدة من ال nodes و هذه كل واحدة منها
+
+28
+00:03:12,310 --> 00:03:15,410
+فبالتالي كل واحدة من ال nodes اللي بيجيها نسخة من
+
+29
+00:03:15,410 --> 00:03:20,290
+X1 نسخة من X2 X1 X2 صح هذا الان اللي انا حاطيته
+
+30
+00:03:20,290 --> 00:03:23,670
+هنا في المستقيل هذا عبارة عن input vector نفسه
+
+31
+00:03:23,670 --> 00:03:28,970
+اللي تنسك عليه على تلاتة output nodes طبعا كل واحد
+
+32
+00:03:28,970 --> 00:03:34,190
+من ال output nodes هذه في weight في وزنعلى ال
+
+33
+00:03:34,190 --> 00:03:40,930
+input صحيح؟ الوزن على ال input صحيح؟ قليلة العمل
+
+34
+00:03:40,930 --> 00:03:44,810
+تبع هذا ال network بسيطة جدا انه انت تخيل هذا
+
+35
+00:03:44,810 --> 00:03:48,290
+عبارة عن input vector وفي weight vector weight
+
+36
+00:03:48,290 --> 00:03:53,230
+vector هذا المربع المساطين هذا يعبر عن الأوزان مش
+
+37
+00:03:53,230 --> 00:03:58,950
+عن ال input نفسه فكل node رقم واحد مثلا رقم اتنين
+
+38
+00:03:58,950 --> 00:04:03,170
+رقم تلاتة ال output تبعهاالاوتبونت بقى النوت و
+
+39
+00:04:03,170 --> 00:04:07,730
+عبارة عن حاصل ضرب ال input vector في ال wave
+
+40
+00:04:07,730 --> 00:04:15,370
+vector ولا لأ لسه في thresholding ناخد هذا و نعمله
+
+41
+00:04:15,370 --> 00:04:20,610
+و نعمله thresholding و بعدين ناخد ال sign تبعه او
+
+42
+00:04:20,610 --> 00:04:24,430
+ال activation function تبعته ولا لأ احنا ماخدش
+
+43
+00:04:24,430 --> 00:04:31,500
+حاصل الضرب و نطلع عليه على طول مظبوط ناخدالـ
+
+44
+00:04:31,500 --> 00:04:37,460
+threshold و بنطلع ال output الان في هذا النوع من
+
+45
+00:04:37,460 --> 00:04:42,020
+ال networks في هذا النوع من ال networks احنا لا
+
+46
+00:04:42,020 --> 00:04:48,280
+بنضرب ولا بناخد ال threshold ولا اي من هذا الكلام
+
+47
+00:04:48,280 --> 00:04:55,600
+احنا اللي بنسوي ال node بتتعامل مع ال two vectors
+
+48
+00:04:55,600 --> 00:04:59,920
+السوان
+
+49
+00:04:59,920 --> 00:05:00,500
+شوية بس
+
+50
+00:05:03,650 --> 00:05:13,630
+خلّيني اقف على L ايش الأسئلة؟ اقصد
+
+51
+00:05:13,630 --> 00:05:17,110
+ال sign أنا كنت بدأت اكتب كلمة ال sign تمام؟ هذا
+
+52
+00:05:17,110 --> 00:05:24,230
+الكلام كله الآن حتى هذا الكلام شو اللي هنتعامل
+
+53
+00:05:24,230 --> 00:05:27,370
+غيرها هناخد ال two vectors هذولة أو ال node
+
+54
+00:05:30,390 --> 00:05:33,230
+بتاخد ال two vectors دولة اللي هم ال input و
+
+55
+00:05:33,230 --> 00:05:38,790
+الأوزانة تبعها و بنحصل الفرق ما بينهم الفرق ما بين
+
+56
+00:05:38,790 --> 00:05:44,190
+two vectors اذا في عندي vector X فيها XI و X1 و X2
+
+57
+00:05:44,190 --> 00:05:52,310
+و عندي vector W فيها W1 و W2 ايش الفرق ما بين two
+
+58
+00:05:52,310 --> 00:05:56,330
+vectors هدولة بنعتبر احنا ان ال two vectors هدولة
+
+59
+00:05:56,330 --> 00:05:58,650
+على cartesian plane ايش عن ال cartesian plane
+
+60
+00:06:02,640 --> 00:06:05,020
+انتبهوا ان الـ two vectors دول عبارة عن .. لأن هذا
+
+61
+00:06:05,020 --> 00:06:09,640
+two points انتبهوا انهم two points في ال .. يعني
+
+62
+00:06:09,640 --> 00:06:12,920
+ال X هذي عبارة عن point و ال Y هذي و ال W عبارة عن
+
+63
+00:06:12,920 --> 00:06:21,740
+point الفرق ما بينهم هو ال distance المسافة الفرق
+
+64
+00:06:21,740 --> 00:06:25,560
+ما بين ال two vectors ال input vector و ال weight
+
+65
+00:06:25,560 --> 00:06:29,000
+vector بناخده على اساس ان هو المسافة ايش المسافة
+
+66
+00:06:29,000 --> 00:06:30,260
+في ال Cartesian plane؟
+
+67
+00:06:35,920 --> 00:06:42,400
+كيف نحسب المسافة في ال kartesian plane ال
+
+68
+00:06:42,400 --> 00:06:47,240
+D هذه عبارة عن ال distance D1
+
+69
+00:06:47,240 --> 00:06:52,500
+D2 D3 تتوقع على ايش كل node من ال nodes one و two
+
+70
+00:06:52,500 --> 00:06:56,020
+و تلاتة بتحسب ال distance تبعتها عشان ال distance
+
+71
+00:06:56,020 --> 00:06:59,540
+تبعتها يعني الفرق ما بين عندي و انا ال input ثابت
+
+72
+00:06:59,540 --> 00:07:03,380
+بس كل واحدة من ال nodes لها ايش W
+
+73
+00:07:05,370 --> 00:07:09,130
+فكل واحد بتحسب الفرق ما بين ال input و ما بين ال W
+
+74
+00:07:09,130 --> 00:07:13,950
+تبعتها اللي هي الوزن تبعها ف D1 هي عبارة عن الوزن
+
+75
+00:07:13,950 --> 00:07:23,230
+ما بين او المسافر ما بين X ناقص W1 D2
+
+76
+00:07:23,230 --> 00:07:34,270
+سوى X ناقص W2 D3 سوى X ناقص W3مرة أخرى بأطرح أنا
+
+77
+00:07:34,270 --> 00:07:37,310
+two vectors من الراب يعني أنا محاسب المسافة على ال
+
+78
+00:07:37,310 --> 00:07:40,230
+kartesian plane ما بينهم المسافة هذه هي الحاصل
+
+79
+00:07:40,230 --> 00:07:49,230
+اتجذر تبع مجموع المربعين ال petagorean distance صح
+
+80
+00:07:49,230 --> 00:07:55,250
+هذا رقم في الآخر بطلع رقم هو عشر كمان continuous
+
+81
+00:07:55,250 --> 00:08:00,690
+يعني الرقم هذا هو عبارة عن ال distance الرقم هذا
+
+82
+00:08:01,710 --> 00:08:05,230
+تلات أقام هيطلع معايا كل node هيطلع لها رقم واحد
+
+83
+00:08:05,230 --> 00:08:13,610
+منهم هو ال node اللي بتطلع الرقم الأقل بنعتبرها
+
+84
+00:08:13,610 --> 00:08:17,370
+winner winner فائزة مش كنا بيقول competitive
+
+85
+00:08:17,370 --> 00:08:21,170
+learning كأنهم هم التلاتة بتنفسوا على هذا ال input
+
+86
+00:08:21,170 --> 00:08:26,690
+مين منهم أصلا ال weight vector تبعه أقرب إلى هذا
+
+87
+00:08:26,690 --> 00:08:32,400
+ال input أقرب ال distance أقل هذا ال winnerهذا ال
+
+88
+00:08:32,400 --> 00:08:37,380
+winner هو اللي بيعدل أوزانه و الباقين مابيعدلو
+
+89
+00:08:37,380 --> 00:08:45,160
+أوزانه بمعنى إيش؟ بمعنى إنه
+
+90
+00:08:45,160 --> 00:08:49,240
+if
+
+91
+00:08:49,240 --> 00:08:54,920
+ال neuron J wins the competition بمعنى إنه ال
+
+92
+00:08:54,920 --> 00:08:57,960
+weight vector تبعه أقرب إلى ال input اللي دخل طبعا
+
+93
+00:08:57,960 --> 00:09:00,900
+ال input بدخل iteration ورا iteration في هذه ال
+
+94
+00:09:00,900 --> 00:09:06,140
+iterationكل نيرون حسب ال distance تبعته عن هذا ال
+
+95
+00:09:06,140 --> 00:09:10,960
+input فالأقل distance هو اللي ياش ال winner فإذا
+
+96
+00:09:10,960 --> 00:09:18,640
+هو ال winner بينعمل بيحسب ال delta وإلا إذا ال
+
+97
+00:09:18,640 --> 00:09:23,480
+neuron loses the competition ال delta صفر بمعنى
+
+98
+00:09:23,480 --> 00:09:29,060
+إيش صفر يعني ما بيتم تعديل الأوزان تخيل أنت الآن
+
+99
+00:09:29,060 --> 00:09:34,390
+iteration ورا iterationبندخل inputs input ورا
+
+100
+00:09:34,390 --> 00:09:38,670
+input وفي كل iteration واحد من التلاتة هيكون
+
+101
+00:09:38,670 --> 00:09:41,990
+winner او واحد من مجموعة ال output يعني neurons
+
+102
+00:09:41,990 --> 00:09:46,770
+هيكون winner فهيتعدل أوزن تبعهم في اتجاه هذا ال
+
+103
+00:09:46,770 --> 00:09:50,530
+input اللي دخل ال iteration اللي بعدها هيدخل input
+
+104
+00:09:50,530 --> 00:09:54,190
+تاني هيروح واحد تاني ربما يكون ال winner او هو
+
+105
+00:09:54,190 --> 00:09:58,190
+نفسه اللي كان winner في ال iteration اللي قبل يكون
+
+106
+00:09:58,190 --> 00:10:02,300
+winner برضه في ال iteration اللي بعد ليش؟بصدفة ان
+
+107
+00:10:02,300 --> 00:10:05,840
+ال two inputs اللي دخل ورا بعض جاربينهم من نفس
+
+108
+00:10:05,840 --> 00:10:10,520
+المكان جاربين يعني من بعض و هو جاريب منهم فهو اللي
+
+109
+00:10:10,520 --> 00:10:13,260
+كان winner في الأولى و هو اللي كان winner في
+
+110
+00:10:13,260 --> 00:10:16,920
+التانية و ربما ايضا في التالتة المهم ان في عندي
+
+111
+00:10:16,920 --> 00:10:21,640
+تلاتة notes و في ال input ف ال notes هذه بتعد
+
+112
+00:10:21,640 --> 00:10:28,340
+الأوزانها على حسب ال input اللي دخل تخيل معايا
+
+113
+00:10:32,610 --> 00:10:35,190
+ماعنديش slide هنا توضح الموضوع، خلّيني أرسمها على
+
+114
+00:10:35,190 --> 00:10:47,330
+الدراح خايل
+
+115
+00:10:47,330 --> 00:10:53,170
+معايا إن ال inputs اللي هي ال capital X من 1 إلى N
+
+116
+00:10:53,170 --> 00:10:59,650
+كل واحد بدخل على ال network بدي أرفله بنقطة، أفترض
+
+117
+00:10:59,650 --> 00:11:06,570
+إن كان تمثيلهم بشكل هذاماذا أفعل؟ أضع نقطة مقابل
+
+118
+00:11:06,570 --> 00:11:22,450
+كل واحد من ال input ماذا
+
+119
+00:11:22,450 --> 00:11:27,810
+تلاحظ إن أنا أعمل؟ أنا أعمل مثل تجمعين
+
+120
+00:11:31,300 --> 00:11:36,220
+هذه تجمع اخر هنا
+
+121
+00:11:36,220 --> 00:11:41,980
+افضل ان انا عندي مية ايوة two clusters انا عندي
+
+122
+00:11:41,980 --> 00:11:52,080
+مية والمية هذولة اذا قمت معهم X1 X2 تمام كل واحد
+
+123
+00:11:52,080 --> 00:11:57,200
+من هذولة يلو إحداث X1 X2 هذي X1 وهذه X2
+
+124
+00:11:59,940 --> 00:12:04,460
+وانا جاعت بأرسل ال plotting لل إش لإحدى ثلاثة على
+
+125
+00:12:04,460 --> 00:12:08,240
+ال plane بعد ما خلصت ال plotting بتطلع لجيت إنه
+
+126
+00:12:08,240 --> 00:12:13,240
+النقاط أصلا هي طبيعتها clustered
+
+127
+00:12:13,240 --> 00:12:20,500
+على two groups في ربما فاصل أو متداخرين في منطقة
+
+128
+00:12:20,500 --> 00:12:23,760
+التداخل مش هذا الأشكالي الأشكالي أنه الآن انت فاكر
+
+129
+00:12:23,760 --> 00:12:28,580
+فاكر لو أنا الآن بأنسك ال point ضقيع لل network
+
+130
+00:12:29,210 --> 00:12:33,250
+النتورك نفترض أن فيها بس two nodes على ال output
+
+131
+00:12:33,250 --> 00:12:40,150
+layer two nodes only في
+
+132
+00:12:40,150 --> 00:12:45,410
+كل مرة أرمي input واحد من هذولة يكون هو ال winner
+
+133
+00:12:45,410 --> 00:12:52,210
+نفترض أول input أنا رميته كان هذا نفترض أن ال two
+
+134
+00:12:52,210 --> 00:12:58,310
+nodes هذولة ال weight vector تبعهم كان واحد منهم
+
+135
+00:12:58,780 --> 00:13:08,180
+هذا بالواحد والثاني هذا بالاثنين واضحى ان ال gram
+
+136
+00:13:08,180 --> 00:13:14,180
+ده هدى هدى ال initial weight vectors طيب الآن
+
+137
+00:13:14,180 --> 00:13:17,880
+بالنظر بالنظر الحكاية صعبة شوية هنا ده خلينا نقول
+
+138
+00:13:17,880 --> 00:13:25,360
+انه هذا هو اول input انا اعطيته لل networkالان
+
+139
+00:13:25,360 --> 00:13:31,480
+بالنظر برضه ايضا صعب خلينا نجرب هذا شوية و هذا هو
+
+140
+00:13:31,480 --> 00:13:38,760
+اللي هيفوز هيفوز ماشي الان لما بيفوز ايش يعني
+
+141
+00:13:38,760 --> 00:13:43,500
+بيفوز بنعدله أوزانه لأ بنعدله أوزانه اذا انا
+
+142
+00:13:43,500 --> 00:13:49,700
+موجودتش كفاية عند معادل التعديل الوزن بس هيا انت
+
+143
+00:13:49,700 --> 00:13:50,580
+رجعلها
+
+144
+00:13:55,630 --> 00:13:59,610
+هيئته عبارة عن ايش عبارة عن alpha ال learning rate
+
+145
+00:13:59,610 --> 00:14:04,970
+اللي بنعرفه مضروب في الفرق ما بين مين ما بين ال
+
+146
+00:14:04,970 --> 00:14:10,650
+ايش ال X و ال Y طبعا انا عند هنا بحسب Wij بمعنى
+
+147
+00:14:10,650 --> 00:14:20,010
+انه هذي كانت ال winner فهي Wij و W يعني هذي واحد ل
+
+148
+00:14:20,010 --> 00:14:25,520
+J و هذي اتنين ل J فبنتحسب لهذه لحد و لهذه لأقلبغض
+
+149
+00:14:25,520 --> 00:14:30,180
+النظر على مقدار
+
+150
+00:14:30,180 --> 00:14:37,240
+الزيادة الفرق بين ال X و ال Y و ال W مضروب في
+
+151
+00:14:37,240 --> 00:14:45,280
+learning rate نفترض ان الفرق كان 3 مضروب في 0.1
+
+152
+00:14:45,280 --> 00:14:49,260
+يعني 0.3
+
+153
+00:14:53,040 --> 00:15:00,920
+بالموجب او بالسالب المهم ان المسافة هتقترب ال W
+
+154
+00:15:00,920 --> 00:15:07,880
+الوضع الجديد تبعه هيقترب من ال input بمقدار 10
+
+155
+00:15:07,880 --> 00:15:17,620
+فهذا ال W1 هتصير هنا يعني تنشد إلى ال input اللي
+
+156
+00:15:17,620 --> 00:15:22,180
+دخل افترض بعد هي ان ال input التاني اللي دخل كان
+
+157
+00:15:22,180 --> 00:15:29,120
+هناكان هذا هذا أقرب إلى مين؟ هذا و هذا و هذا و هذا
+
+158
+00:15:29,120 --> 00:15:33,960
+و هذا و هذا و هذا و
+
+159
+00:15:33,960 --> 00:15:40,060
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+160
+00:15:40,060 --> 00:15:41,880
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+161
+00:15:41,880 --> 00:15:41,880
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+162
+00:15:41,880 --> 00:15:41,920
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+163
+00:15:41,920 --> 00:15:41,920
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+164
+00:15:41,920 --> 00:15:42,060
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+165
+00:15:42,060 --> 00:15:42,140
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+166
+00:15:42,140 --> 00:15:42,160
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+167
+00:15:42,160 --> 00:15:42,520
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+168
+00:15:42,520 --> 00:15:42,740
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+169
+00:15:42,740 --> 00:15:42,780
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+170
+00:15:42,780 --> 00:15:42,780
+هذا و هذا و هذا و هذا و هذا و هذا و هذا و هذا و
+
+171
+00:15:42,780 --> 00:15:48,800
+هذا و هذا و هذا و هذا و
+
+172
+00:15:54,180 --> 00:15:59,660
+تتغير في اتجاهها في اتجاه مراكزها هذه المجموعة هي
+
+173
+00:15:59,660 --> 00:16:04,000
+مركزها وهذه المجموعة هي مركزها هنلاقي انه في الآخر
+
+174
+00:16:04,000 --> 00:16:11,940
+ال network بعد عملية ال training استقرت الأوزان في
+
+175
+00:16:11,940 --> 00:16:17,040
+منتصف كل cluster وزن هذا هيجي هنا ووزن هذا هيجي
+
+176
+00:16:17,040 --> 00:16:19,500
+هنا ممكن العكس ممكن هذا اللي هيجي هنا و هذا اللي
+
+177
+00:16:19,500 --> 00:16:24,090
+هيجي هنا مابنعرفش بس القصد انه اناعطيتها ال input
+
+178
+00:16:24,090 --> 00:16:28,270
+و على فكرة انا حاطط two nodes في ال output layer
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+179
+00:16:28,270 --> 00:16:34,290
+على فرض مسبق ان هو ال input اصلا في مجموعتين انا
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+180
+00:16:34,290 --> 00:16:41,010
+اعلم مسبقا ان ال inputs هذه تنتمي الى مجموعتين بس
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+181
+00:16:41,010 --> 00:16:46,210
+انا ماعندي آلية للتمييز بين عناصر المجموعتين انا
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+182
+00:16:46,210 --> 00:16:48,170
+بدأ استخدم النورا ال network هذه competitive
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+183
+00:16:48,170 --> 00:16:52,350
+learning network فراحت ايشدخلتهم واحد ورا التاني
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+184
+00:16:52,350 --> 00:16:56,550
+وبالانية التعديل الأوزان هذه في الآخر هاستقر
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+185
+00:16:56,550 --> 00:17:01,470
+الأوزان على أن واحدة من ال notes الأوزان تبعتها
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+186
+00:17:01,470 --> 00:17:06,010
+تيجي في ال center ال cluster هذه والتاني في ال
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+187
+00:17:06,010 --> 00:17:10,440
+cluster التاني هذا الكلام في أيش بفيدنا؟مسألة ال
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+188
+00:17:10,440 --> 00:17:13,420
+clustering أو مفهوم ال clustering عموما ان احنا
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+189
+00:17:13,420 --> 00:17:18,000
+نتعرف على ايه التكتل في ال data set لأن هذا data
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+190
+00:17:18,000 --> 00:17:22,240
+set هذا data set بيكون فيه اما تكتلين او تلاتة او
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+191
+00:17:22,240 --> 00:17:25,800
+اربعة clusterين او two clusters او تلاتة او اربعة
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+192
+00:17:25,800 --> 00:17:30,920
+بالظبط الآن ال network بتميز هذه ال clusters منها
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+193
+00:17:30,920 --> 00:17:34,960
+لحالة الغيم تتعلم التمييز بين عناصر ال two
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+194
+00:17:34,960 --> 00:17:41,420
+clusters بيصير بعد هيك لو انا جبت inputتخارج ال
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+195
+00:17:41,420 --> 00:17:45,120
+data set اللي دربت ال network عليه بتقول لي هو
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+196
+00:17:45,120 --> 00:17:53,440
+ينتمي إلى أنهي cluster واضح؟ نستخدم
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+197
+00:17:53,440 --> 00:17:56,420
+النورالنتوكس عموما للغرض انها دولة classification
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+198
+00:17:56,420 --> 00:18:01,420
+و clustering clustering عشان لحالها تتميز بين ال
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+199
+00:18:01,420 --> 00:18:02,520
+clusters بعد هيك
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+200
+00:18:06,260 --> 00:18:11,060
+ألتقطت ال clusters اللي في ال data بعد كده
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+201
+00:18:11,060 --> 00:18:14,100
+بستخدمها لل classification هذا ال input الجديد
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+202
+00:18:14,100 --> 00:18:18,480
+اللي معايا ينتمي لهذه ولا لهذه بالظبط هذا الكلام
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+203
+00:18:18,480 --> 00:18:24,160
+زي ما كنت انا unsupervised ولكنه يتطلبمنى انا اكون
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+204
+00:18:24,160 --> 00:18:29,000
+اعلم مسبقا ان هم اتنين ولا تلاتة ولا جديش clusters
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+205
+00:18:29,000 --> 00:18:32,900
+اللى فى ال data set احيانا احنا مابنقدرش نعرفه بس
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+206
+00:18:32,900 --> 00:18:38,280
+اذا احنا عنا معلومة عنا معرفة مسبقة بانه هالكمية
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+00:18:38,280 --> 00:18:43,060
+الكبيرة من ال data items هدولة نعلم انه فيهم مثلا
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+208
+00:18:43,060 --> 00:18:46,620
+جول طلاب الجامعة نعلم انهم ينتموا اما ذكورة و اناذ
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+209
+00:18:46,770 --> 00:18:52,830
+ماشي او اي اي تقسيمة اخرى معلومة مسبقا معلومة عدد
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+210
+00:18:52,830 --> 00:18:57,930
+التقسيمات فاحنا ممكن ال network تميز بين عناصر هذا
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+211
+00:18:57,930 --> 00:19:01,890
+القسم عن عناصر هذا القسم مرة اخرى انا الان بدي
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+212
+00:19:01,890 --> 00:19:06,890
+اراجع اللي هو آلية عمل ال competitive networks
+
+213
+00:19:06,890 --> 00:19:10,230
+قولنا اول حاجة انه احنا في الكون في عندنا
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+214
+00:19:18,700 --> 00:19:22,940
+أكتر يعني في ال neural network مابقدرش مثلا أخلق
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+215
+00:19:22,940 --> 00:19:26,400
+كل perceptron شيء مثلا يدور على pattern معين أو
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+216
+00:19:26,400 --> 00:19:32,340
+يدور على data معينة و كل value يعني كل output
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+217
+00:19:32,340 --> 00:19:35,620
+مشترك بين كذا perceptron يوصل perceptron في layer
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+218
+00:19:35,620 --> 00:19:39,140
+مثلا تالتة بصير أعرف منه patterns و أعمل منه
+
+219
+00:19:39,140 --> 00:19:41,160
+pattern recognition و على أساس pattern recognition
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+220
+00:19:41,160 --> 00:19:45,120
+أطلع cluster و بعدين أعمل الشغل هذاولّا ماقدرش أن
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+221
+00:19:45,120 --> 00:19:48,960
+أعمل أساس الحل زيه في ال network انت بتقدرش لسه
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+222
+00:19:48,960 --> 00:19:52,420
+البسيط ان ال network كلها متكونة من عناصر ال
+
+223
+00:19:52,420 --> 00:19:56,060
+perceptrons هدى و ال neurons هدى كلها قالية عملها
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+224
+00:19:56,060 --> 00:20:00,240
+واحدة الفرق الوحيد ممكن يكون بس في ال output و ال
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+225
+00:20:00,240 --> 00:20:05,230
+hidden ان ال output layer ال neurons بيحسبوهتعديل
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+226
+00:20:05,230 --> 00:20:10,130
+الأوزان بطريقة وهذه الحسبة مختلفة شوية صغيرة عن
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+227
+00:20:10,130 --> 00:20:14,250
+حسبة الـ A انما هم كل آلي يتعملهم اللي هو اول اشي
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+228
+00:20:14,250 --> 00:20:20,630
+بيعمل summation و بعدين بيعمل activation يطلع ال
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+229
+00:20:20,630 --> 00:20:22,910
+output و ال output يطلع على ال layer اللي بعده
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+230
+00:20:22,910 --> 00:20:29,990
+انما ان هو يشتغل بشكل مستقل يعمل حسبة وبناء على ال
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+231
+00:20:29,990 --> 00:20:33,110
+output يقرر يطلع انت ايش كنت بتقول يا توي انه يطلع
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+232
+00:20:33,750 --> 00:20:37,930
+Layer هنا و Layer هنا لو طلع output معين ال output
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+233
+00:20:37,930 --> 00:20:41,210
+هذا مشترك مع output تاني طلع قبله في نفس ال
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+234
+00:20:41,210 --> 00:20:48,490
+network انا هتعرفت ان في عندي pattern اتكرر بس هذا
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+235
+00:20:48,490 --> 00:20:51,930
+المعلومة موجودة على انطاق ال network كلها ال
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+236
+00:20:51,930 --> 00:20:54,850
+pattern ال network كلها بتشوفها مابشوفاش نيرون
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+237
+00:20:54,850 --> 00:20:57,870
+لحاله نيرون متعامل بسمع .. انا جزء عن مستوى ال
+
+238
+00:20:57,870 --> 00:21:01,250
+layerع مستوى ال layer اه انت ممكن ع مستوى ال layer
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+239
+00:21:01,250 --> 00:21:04,290
+تفحص ال pattern هادى كلها و تشوف اذا كان ال
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+240
+00:21:04,290 --> 00:21:06,150
+pattern هادى شافت قبل هيك ايش بعد هيك اللي بدك
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+241
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+تسويه دلان بعد هيك انا كل ما اتكررت ال patterns
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+242
+00:21:09,690 --> 00:21:14,690
+اكتر كل ما انا جمعت عملتلهم classification تحت
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+243
+00:21:14,690 --> 00:21:20,150
+labels معينة اه هو احنا الآن هذا هو ايش اللي بيصير
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+244
+00:21:20,150 --> 00:21:23,190
+انه هذا بيعمل اشي قريب من الكلام اللي بيقوله انت
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+245
+00:21:23,190 --> 00:21:27,470
+لان يوم انت بتعطي input
+
+246
+00:21:29,760 --> 00:21:33,740
+ال input اللي اعطته يعني إذا بينتمي إلى ال cluster
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+247
+00:21:33,740 --> 00:21:37,440
+الأولى هذا ال neuron هو اللي هيكون winner هو اللي
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+248
+00:21:37,440 --> 00:21:41,260
+هيعطيك cash minimum value فانت هتعرف خلاص ان هذا
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+249
+00:21:41,260 --> 00:21:47,120
+ال input اللي دخل بينتمي إلى ال cluster هذي مش
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+250
+00:21:47,120 --> 00:21:49,540
+عارف كيف يعني انت هتميز ال pattern مش انت بيقول
+
+251
+00:21:49,540 --> 00:21:52,370
+pattern ما هو ال input هو عبارة عن patternالنتورك
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+252
+00:21:52,370 --> 00:21:56,470
+الان بتميز هذه ال patterns مش إنها شيفاها قبل هيكة
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+253
+00:21:56,470 --> 00:22:02,890
+لأ إنها قريبة من المركز تبع مجموعة ال patterns
+
+254
+00:22:02,890 --> 00:22:08,270
+هدولة هدولة ما هون patterns طيب نرجع ناخد المثال
+
+255
+00:22:08,270 --> 00:22:16,610
+هذا على السريع علشان نركب فكرة عمل ال competitive
+
+256
+00:22:16,610 --> 00:22:19,290
+learning networks
+
+257
+00:22:21,560 --> 00:22:27,780
+بشكل عام فاحنا نفترض انه في احنا المثال اللي بدأنا
+
+258
+00:22:27,780 --> 00:22:29,420
+فيه اللي هو تلاتة neurons
+
+259
+00:22:57,320 --> 00:23:07,760
+هذه هي الـ initial weights الوزن W1 0.27 0.81 W2 0
+
+260
+00:23:07,760 --> 00:23:18,400
+.42 0.70 W3 0.43 0.21 ال input اللي دخل الان هذا
+
+261
+00:23:18,400 --> 00:23:25,960
+لسه
+
+262
+00:23:25,960 --> 00:23:35,930
+tradingعبارة عن 0.52 و 0.12 بساطة شديدة و كل ما
+
+263
+00:23:35,930 --> 00:23:40,310
+نفعله الآن هو نحسب مين الونار نحدد مين الونار و
+
+264
+00:23:40,310 --> 00:23:53,750
+بعدين نعدل أوزانه و بس فال distance دي واحد اشتغل
+
+265
+00:23:55,580 --> 00:24:00,540
+X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
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+266
+00:24:00,540 --> 00:24:03,780
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
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+267
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+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
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+268
+00:24:06,260 --> 00:24:06,380
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
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+269
+00:24:06,380 --> 00:24:06,400
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+270
+00:24:06,400 --> 00:24:12,380
+-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1-W1 1 X1
+
+271
+00:24:12,380 --> 00:24:16,940
+-W1
+
+272
+00:24:16,940 --> 00:24:23,700
+1 X1
+
+273
+00:24:23,840 --> 00:24:30,160
+81 تحت تربيه تحت الجذر يطلع من 73 نفس العملية ل D2
+
+274
+00:24:30,160 --> 00:24:36,200
+نفس العملية ل D3 حميد الوزن اللي علناه هنا وفر
+
+275
+00:24:36,200 --> 00:24:44,080
+للأقل اللي هو D3 صح أو node 3 node 3 الآن بدأ تعدي
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+276
+00:24:44,080 --> 00:24:51,800
+أوزانها نحسب الوزن هذا اللي هو 13 صح 13بساوي الـ 1
+
+277
+00:24:51,800 --> 00:24:56,880
+.3 السابق زائد الـ Delta هو لأنه يحسب ال Delta
+
+278
+00:24:56,880 --> 00:25:06,520
+Delta 1.3 اللي هي عبارة عن X1 ناقص W الوزن تبعها 1
+
+279
+00:25:06,520 --> 00:25:13,600
+.3 صح؟ هذا الكلام مضروف في إيش؟ في Alpha Alpha أخد
+
+280
+00:25:13,600 --> 00:25:23,180
+على أنها 0.1 يعني 10%و يطلع 0.01 هذا ال Delta يضاف
+
+281
+00:25:23,180 --> 00:25:29,600
+على السابق السابق اللي هو جداش 0
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+282
+00:25:29,600 --> 00:25:37,880
+.43 يطلع 0.44 الوزن
+
+283
+00:25:37,880 --> 00:25:46,000
+التاني اللي هو W 2 3 X
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+284
+00:25:46,000 --> 00:25:55,380
+2الذي هو الـ 0.12 نقص الـ 0.21 مظبوط برضه مضغوظة
+
+285
+00:25:55,380 --> 00:26:02,760
+في الهدف بسالب الـ 0.21 تمام مع السابق لأن أخدهم
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+286
+00:26:02,760 --> 00:26:06,320
+الأوزان
+
+287
+00:26:06,320 --> 00:26:10,300
+تبع تلاتة بسلب تعدى الأوزان السابق تبع تلاتة اللي
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+288
+00:26:10,300 --> 00:26:17,180
+هم 43و ال 21 جمع عليهم ال 1 بالمية والسالي 1
+
+289
+00:26:17,180 --> 00:26:22,080
+بالمية تطلع 44.20 هذا الان وزن جديد تبع هذا و هدول
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+290
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+أوزانهم زي ما هم مصفروش اكم اتراشيال اكم اتراشيال
+
+291
+00:26:29,640 --> 00:26:32,960
+هذا دايما احنا شوفناها قبل هيك محكومة بال learning
+
+292
+00:26:32,960 --> 00:26:37,980
+جداش فيه error تمام okay بس احنا الان هنا مافيش
+
+293
+00:26:37,980 --> 00:26:43,430
+انا error لأن مافيش desireأه مش supervised فإيش
+
+294
+00:26:43,430 --> 00:26:46,390
+اللي بيحكمك لما يخلص ال input لما يخلص ال input
+
+295
+00:26:46,390 --> 00:26:50,410
+انت عندك data set انت عندك data set جدول اللي فيه
+
+296
+00:26:50,410 --> 00:26:55,030
+العناصر لما نخلصه بدك تكرر epoch آخر ال epoch اللي
+
+297
+00:26:55,030 --> 00:26:59,190
+هو إيش قلتنا short يعني أنت ممكن تدخلهم كلهم و
+
+298
+00:26:59,190 --> 00:27:04,030
+بعدين تقول لأ بتعلمها بيخليها يعني أؤكد عليها كمان
+
+299
+00:27:04,030 --> 00:27:09,210
+زيادة سؤال ال vectors X1 و X2 لازم يكون لهم نفس ال
+
+300
+00:27:09,210 --> 00:27:14,200
+sizeيعني عدد العناصر ما هو انت الآن ليش اللي بحكم
+
+301
+00:27:14,200 --> 00:27:17,140
+ال vectors اللي هو ال input إذا أنا عندي إذا أنا
+
+302
+00:27:17,140 --> 00:27:19,940
+عندي تلاتة inputs أو ال input اللي عندي تلاتة
+
+303
+00:27:19,940 --> 00:27:24,430
+items تمامده ال size كل ال vector من ال vectors
+
+304
+00:27:24,430 --> 00:27:27,790
+هدولة يعني اي عماصر .. اي عماصر هده .. هده .. هده
+
+305
+00:27:27,790 --> 00:27:30,530
+ال input .. ال input vector اه حسب ال data اللي
+
+306
+00:27:30,530 --> 00:27:34,750
+عندك انت انا مثلا بدي اميز ما بين بكور و يناف مثلا
+
+307
+00:27:34,750 --> 00:27:38,690
+ايش في عندي صفات او خصائص في عندي الطول الوزن ال
+
+308
+00:27:38,690 --> 00:27:43,730
+.. كده كده كده هاي الخصائص تمام فحسب ايش عندي
+
+309
+00:27:43,730 --> 00:27:48,930
+خصائص بدخلها على كل خاصية .. كل خاصية عبارة عن
+
+310
+00:27:48,930 --> 00:27:53,250
+node في ال input layerزي ما تذكرها كذلك حالة
+
+311
+00:27:53,250 --> 00:27:59,450
+مثالية character recognition حسب إيش ال input ال
+
+312
+00:27:59,450 --> 00:28:02,870
+data
+
+313
+00:28:02,870 --> 00:28:05,890
+item اللي عندك أكم خاصية فيه هذو نسميه احنا
+
+314
+00:28:05,890 --> 00:28:11,110
+features اسمه ميكا خصائص وهي مبهو binary يعني ان
+
+315
+00:28:11,110 --> 00:28:13,930
+الخاصية دي موجودة او مش موجودة واحدة ما بيبقى
+
+316
+00:28:13,930 --> 00:28:17,110
+جايهاش numeric value بيدل على قداش مدى توفر
+
+317
+00:28:17,110 --> 00:28:21,950
+الخاصية يعني مثلا ان هوطويل طويل بالنسبة جديش إذا
+
+318
+00:28:21,950 --> 00:28:25,930
+كنت تتذكروا في الفضل إذا هو مثلا أي خاصية ممكن
+
+319
+00:28:25,930 --> 00:28:31,710
+نعبر عنها ب range ب scale تمام فهنا الآن بعتقد إنه
+
+320
+00:28:31,710 --> 00:28:38,130
+وضحت الفكرة إنه ال training بيشتغل على إنه بس ال
+
+321
+00:28:38,130 --> 00:28:41,750
+winner ال winner اللي هو الأقل distance هو اللي
+
+322
+00:28:41,750 --> 00:28:44,610
+بتعدل وزنه والتانين بيضلوا زي ما هم في ال
+
+323
+00:28:44,610 --> 00:28:49,200
+iteration اللي بعدها دواليكOkay فعنا احنا ال
+
+324
+00:28:49,200 --> 00:28:51,600
+competitive learning algorithm تنطوي على
+
+325
+00:28:51,600 --> 00:28:54,180
+initialization ال initialization اللي هو بناء ال
+
+326
+00:28:54,180 --> 00:29:00,660
+network و وضع الأوزان الإبتدائية بشكل عشوائي تمام
+
+327
+00:29:00,660 --> 00:29:06,500
+ال activation ال activation اللي عندنا هنا اللي هو
+
+328
+00:29:06,500 --> 00:29:09,740
+وجودنا في ال neural networks اللي شوفناها قبل هيكا
+
+329
+00:29:09,740 --> 00:29:13,330
+كان ال activation يشتمل على الضغطالـ input في
+
+330
+00:29:13,330 --> 00:29:22,110
+الأوزان ثم بعد ذلك ال threshold ثم بعد ذلك نحسب
+
+331
+00:29:22,110 --> 00:29:25,830
+error ثم بناء على ال error بتعدر الأوزان هذا الكلب
+
+332
+00:29:25,830 --> 00:29:29,710
+مش موجود هنا ال activation هنا ما هو سواء انه
+
+333
+00:29:29,710 --> 00:29:34,190
+similarity matching بنشوف قداش ال input اللي دخل
+
+334
+00:29:34,190 --> 00:29:37,860
+similarكداش بيشبه يعني ال distance هادى ايش معناته
+
+335
+00:29:37,860 --> 00:29:40,720
+هادى؟ لما نكون ال distance صغيرة بين ال two
+
+336
+00:29:40,720 --> 00:29:44,400
+vectors معناته جاربين على بعض معناته similar okay
+
+337
+00:29:44,400 --> 00:29:48,120
+هذا التحبير في ال .. في ال .. في ال feature و في
+
+338
+00:29:48,120 --> 00:29:51,220
+ال feature vectors شائع لما نقول ان two vectors
+
+339
+00:29:51,220 --> 00:29:54,580
+are similar إذا كان ال distance بينهم قريبة من ال
+
+340
+00:29:54,580 --> 00:29:59,360
+zero صح؟ صح؟ هدول are two vectors فالsimilarity ما
+
+341
+00:29:59,360 --> 00:30:04,890
+جيه هي ان احنا بنحس الفرق ما بينهمبناخد .. بشوف من
+
+342
+00:30:04,890 --> 00:30:09,950
+ال minimum في كل ال .. في كل هذا الأوزان و بنروح
+
+343
+00:30:09,950 --> 00:30:13,950
+بنعمل عملية اللي هو التعديل عملية التعديل بناء على
+
+344
+00:30:13,950 --> 00:30:16,310
+الفيديو step رقم two اللي هي ال learning اللي هي
+
+345
+00:30:16,310 --> 00:30:19,510
+عملية التعديل أن الوزن الجديد بيساوي الوزن السامخ
+
+346
+00:30:19,510 --> 00:30:25,850
+زي ال delta و ال delta بتعتمد على إذا كان إذا كان
+
+347
+00:30:25,850 --> 00:30:31,770
+ال .. الج هي ال winner تمام فتاخد .. بتعمل تعديل
+
+348
+00:30:31,770 --> 00:30:43,270
+إذا مش winnerدلتا زيرو و بعد هي بتكرر الموضوع هذا
+
+349
+00:30:43,270 --> 00:30:57,430
+المثال التاني في عندك network نفكر
+
+350
+00:30:57,430 --> 00:31:00,790
+فيها على شكل زي ما راسمه هنا في البداية
+
+351
+00:31:04,520 --> 00:31:07,560
+تخيل إن ال network، ال layer هذه، ال output layer
+
+352
+00:31:07,560 --> 00:31:13,000
+two-dimensional كيف هي two-dimensional؟ هي زي هذه
+
+353
+00:31:13,000 --> 00:31:26,300
+المعنى دي أنا عمود، عندي مصفوفة من
+
+354
+00:31:26,300 --> 00:31:30,200
+ال ash، من ال nodes، ماهو الإختلاف؟ هذه ال layer،
+
+355
+00:31:30,200 --> 00:31:35,790
+تخيلها الآن علي إنها عبارة عنالـ Plain الـ Plain
+
+356
+00:31:35,790 --> 00:31:40,850
+هذا موجود عليه الجماعة هذولة وعندي انا two أو
+
+357
+00:31:40,850 --> 00:31:45,990
+three nodes بدهم ياش ال two nodes اللي في ال input
+
+358
+00:31:45,990 --> 00:31:50,210
+layer بدهم ياش يعطوا لمين ل ال nodes اللي فيها
+
+359
+00:31:50,210 --> 00:31:53,750
+اتوا اصبحت كل هذه ال input layer صح اصبح كل
+
+360
+00:31:53,750 --> 00:31:58,070
+element هنا كل node هنا بدي اعطي لكل واحد من هذولة
+
+361
+00:31:58,070 --> 00:32:03,710
+صح اصبح كل واحد من هذولة بدي تاخد ماخدة من الاتنين
+
+362
+00:32:04,150 --> 00:32:08,230
+هذه ماخدة two linguas وهذه كله وكل واحدة منهم
+
+363
+00:32:08,230 --> 00:32:16,830
+ماخدة two اختلف اشي؟ لأ، واضالها المسألة هي هي وده
+
+364
+00:32:16,830 --> 00:32:25,690
+نحسب ال winner في كل المصفوفة هذه في اختلف شغل
+
+365
+00:32:25,690 --> 00:32:31,990
+اخرى صغيرة و هي ان احنا مش شايفين هنا ولا هنا بس
+
+366
+00:32:31,990 --> 00:32:39,750
+عادة فيconnections ما بين المعنى
+
+367
+00:32:39,750 --> 00:32:45,450
+ايش انه زي ما ان ال node بتاخد ال node اللي هنا
+
+368
+00:32:45,450 --> 00:32:49,130
+بتاخد ال input من هنا ال nodes اللي هنا عارفين
+
+369
+00:32:49,130 --> 00:32:55,590
+جيرانهم كل node اه متصلة هذا ال node متصلة بال
+
+370
+00:32:55,590 --> 00:33:01,670
+nodes اللي حولها من أجل ايش من أجل انه كل node
+
+371
+00:33:01,670 --> 00:33:08,210
+تعرف بس مين جيرانهايعني هى دلان ال node هى الجيران
+
+372
+00:33:08,210 --> 00:33:14,390
+تبعونا التمانية دولة ايش الهدف من ذلك الهدف من ذلك
+
+373
+00:33:14,390 --> 00:33:19,690
+انه عملية تعديل الأوزان قلنا احنا بس ال winner هي
+
+374
+00:33:19,690 --> 00:33:23,610
+اللى بتعدي الأوزانها مظبوط في هذه ال configuration
+
+375
+00:33:23,610 --> 00:33:27,890
+في هذه ال networks بنخلي ال winner وجيرانه برضه
+
+376
+00:33:27,890 --> 00:33:31,950
+يعدي الأوزانة جيران
+
+377
+00:33:31,950 --> 00:33:38,130
+لعند أي مدىهذه قضية يمكن تحديدها حسب ال
+
+378
+00:33:38,130 --> 00:33:42,470
+application عند أي مدى يعني على بعد سابع jar ولا
+
+379
+00:33:42,470 --> 00:33:46,990
+سادس ولا تالت جار ولا بس أول jar اللي هم التمانية
+
+380
+00:33:46,990 --> 00:33:54,410
+المحطين هذا ألف درجة شمورية اللي هو تعديل الوزان و
+
+381
+00:33:54,410 --> 00:34:01,430
+بعدين هل كلهم يعدلوا أوزانهم بنفس الكيفية ولا اللي
+
+382
+00:34:01,430 --> 00:34:08,800
+أقرب يعدلأكتر بحجم أكتر والأبعد أقل عندك المعادل
+
+383
+00:34:08,800 --> 00:34:17,020
+هادى او ال function هادى لحظة
+
+384
+00:34:17,020 --> 00:34:19,880
+الأسهم هادى ماحكيناش عنها و احنا بنشرح في الأول
+
+385
+00:34:19,880 --> 00:34:24,660
+الأسهم مقصود بيها ال connections ما بين ال nodes
+
+386
+00:34:24,660 --> 00:34:30,760
+تبع ال output layer سواء كان عمود أو شبكةmatrix
+
+387
+00:34:30,760 --> 00:34:35,820
+هنا برضه بتغير الأوزان في المثال الأولى ماحكتش بس
+
+388
+00:34:35,820 --> 00:34:39,840
+الآن لما نكون في عندي network هتسير عليه تعديل
+
+389
+00:34:39,840 --> 00:34:44,200
+الأوزان مبنيه على أساس ال distance ان ال winner و
+
+390
+00:34:44,200 --> 00:34:47,980
+جيران حتى في المثال هذا في المثال هذا حسب المثل
+
+391
+00:34:47,980 --> 00:34:52,500
+اذا جالك المثل ان هذول ال layer في بينهم في بينهم
+
+392
+00:34:52,500 --> 00:34:57,860
+lateral connection بيدك تحسب بضهر الأوزان تبعي
+
+393
+00:34:57,860 --> 00:35:05,470
+الجيرانلحسبة الأوزان تبع الجيران بتعتمد على ال
+
+394
+00:35:05,470 --> 00:35:12,070
+distance هذه ال node الى winner و ال nodes الجيران
+
+395
+00:35:12,070 --> 00:35:20,070
+تبعونها كل ما بعضت ال distance عنها كل ما اختلفت
+
+396
+00:35:20,070 --> 00:35:25,470
+ال strength تبع ال connection فلما تبقى ال
+
+397
+00:35:25,470 --> 00:35:29,340
+strength تبع ال connection عاليةالتعديل الأوزان
+
+398
+00:35:29,340 --> 00:35:37,540
+بجه عالي مرة أخرى الفункشن اللي على أساسها بتحدد
+
+399
+00:35:37,540 --> 00:35:53,780
+ال strength تبع التعديل الوزن بناء
+
+400
+00:35:53,780 --> 00:35:59,150
+على ال distanceكل ما بيهدف بتغير ال strength لإن
+
+401
+00:35:59,150 --> 00:36:04,710
+ال strength هذه بتتطبق على أساس أن الوزن كل واحدة
+
+402
+00:36:04,710 --> 00:36:08,630
+من ال nodes اللي حوالين أي أنا ال winner هنا و في
+
+403
+00:36:08,630 --> 00:36:13,590
+حواليها مثلا تمانية المحيطات إبها مباشرة هدول الآن
+
+404
+00:36:13,590 --> 00:36:17,910
+ال distance بتبقى one one مصبوط هذه ال distance
+
+405
+00:36:17,910 --> 00:36:22,730
+رغم أني أقول مثلا one point four ماشي أشكل دائرة
+
+406
+00:36:23,150 --> 00:36:26,290
+فال one هذا هو عبارة عن ال distance بناء على ال
+
+407
+00:36:26,290 --> 00:36:30,550
+distance هذه بتحدد ال strength ال strength هذه
+
+408
+00:36:30,550 --> 00:36:36,110
+بتتاخد ك factor في ال delta يعني ال node اللي على
+
+409
+00:36:36,110 --> 00:36:41,570
+مسافة واحد بتحسب ال delta تبعتها بتحسب الوزن تبعها
+
+410
+00:36:41,570 --> 00:36:49,490
+وبتضربه في ال strength الآن أي node بعيدا سيكون ال
+
+411
+00:36:49,490 --> 00:36:54,020
+strengthعندها صار جريب من الـ zero وبالتالي تعديل
+
+412
+00:36:54,020 --> 00:36:58,760
+الوزن عندها هيبقى صفر صحيح الآن؟ في nodes تعديل
+
+413
+00:36:58,760 --> 00:37:01,560
+الوزن تبعها هيبقى بالـ negative على الرغم من أنها
+
+414
+00:37:01,560 --> 00:37:05,840
+جريبة هيبقى بالـ negative okay الآن هذا الكلام مش
+
+415
+00:37:05,840 --> 00:37:09,540
+دايما احنا بيستخدمه ممكن ايجي اقولك انه ال
+
+416
+00:37:09,540 --> 00:37:13,760
+strength تبع ال connection بين ال network وال node
+
+417
+00:37:13,760 --> 00:37:17,960
+وجروانها بتبقى ببساطة شديدة زي هيك عبارة عن
+
+418
+00:37:17,960 --> 00:37:18,580
+rectangular
+
+419
+00:37:22,120 --> 00:37:28,040
+الجماعة على بعد قفزة او قفزتين ال strength بيبقى
+
+420
+00:37:28,040 --> 00:37:31,820
+full وبعدها ال strength بيبقى zero خارج هذه الأطار
+
+421
+00:37:31,820 --> 00:37:40,340
+بناء على neighborhood functionبتحدد ال strength
+
+422
+00:37:40,340 --> 00:37:45,640
+وبتحدد مين من ال neighbors اللي عدله أوزانه هذا
+
+423
+00:37:45,640 --> 00:37:49,960
+الكلام في الآخر المثال هذا اللي هو طبعا هو مش معطل
+
+424
+00:37:49,960 --> 00:37:59,480
+تفاصيله بس بقولك انه مدان على ال كل
+
+425
+00:37:59,480 --> 00:38:03,080
+مقطة هذه عبارة عن كل مقطة عبارة عن note في ال
+
+426
+00:38:03,080 --> 00:38:06,560
+output layer ال output layer عبارة عن matrixو ال
+
+427
+00:38:06,560 --> 00:38:10,340
+nodes هدولة ال weight vector سبعتها في البداية
+
+428
+00:38:10,340 --> 00:38:15,300
+بدأت عشوائي فكانوا موزعين بالشكل العشوائي هذا
+
+429
+00:38:15,300 --> 00:38:21,720
+الخطوط اللي هذه عبر عن كل node خط مع الجيران
+
+430
+00:38:21,720 --> 00:38:25,420
+تبعونها لأن الجيران تبعونها ال weight vector
+
+431
+00:38:25,420 --> 00:38:29,440
+سبعتهم عشوائين وبالتالي هي اللي بتكون هنا لكن جارة
+
+432
+00:38:29,440 --> 00:38:33,470
+اللي معاشرة جريبة منها ممكن تبقى هناوالجربة
+
+433
+00:38:33,470 --> 00:38:37,450
+التانية هنا لأنه ماخدين استفافية استفاقات استفافات
+
+434
+00:38:37,450 --> 00:38:44,010
+عشوائية لأن مع ال training احنا بنعطيلها data ال
+
+435
+00:38:44,010 --> 00:38:48,690
+data في حتزاتها منتظمة فبناء على ال data بيبدأ ال
+
+436
+00:38:48,690 --> 00:38:53,650
+network ال network يعني ال weight vector سبعة ال
+
+437
+00:38:53,650 --> 00:38:57,270
+nodes تتعدل حسب ال data اللي بتدخل ال data اللي
+
+438
+00:38:57,270 --> 00:39:02,090
+بتدخل data منتظمة تمام؟ يعني توزيع ال dataجوزية ال
+
+439
+00:39:02,090 --> 00:39:09,850
+data في ال plane ما هوش cluster منتظم
+
+440
+00:39:09,850 --> 00:39:17,230
+normal distribution على ال plane كله ففهمت بعد عدد
+
+441
+00:39:17,230 --> 00:39:23,230
+من ال iterations أخدت ال notes إيش مواضعها الصحيحة
+
+442
+00:39:23,930 --> 00:39:30,070
+Okay فهدولة مثلين كان واحد بسيط جدا على network
+
+443
+00:39:30,070 --> 00:39:33,030
+layer تبعت ال output layer تبعت عبارة عن layer
+
+444
+00:39:33,030 --> 00:39:38,590
+حديث ال dimension one dimensional والتاني كان two
+
+445
+00:39:38,590 --> 00:39:41,890
+dimensional بيوريلك فكرة ال competitive learning
+
+446
+00:39:41,890 --> 00:39:44,890
+بالاساس ويقولنا ان ال competitive learning ممكن
+
+447
+00:39:44,890 --> 00:39:51,580
+يكون بس مجرد ان ال winner takes allو هو اللي بيعدل
+
+448
+00:39:51,580 --> 00:39:54,460
+أوزانه و ممكن ال winner و ال neighborhood تبعته
+
+449
+00:39:54,460 --> 00:39:58,340
+يعدل أوزانهم و ال neighborhood تحديدها بناء على
+
+450
+00:39:58,340 --> 00:40:02,540
+neighborhood function اللي ممكن تبقى square او
+
+451
+00:40:02,540 --> 00:40:05,500
+ممكن تبقى Mexican hat اللي هي على شكل الطبيعي كنت
+
+452
+00:40:05,500 --> 00:40:09,280
+لما كان يعدل وزن لحاله كنا نعطيه دلتة معينة فقالت
+
+453
+00:40:09,280 --> 00:40:12,480
+لما بيعدل وزن و وزن الجلال ايش هتصير الدلتة؟أنا
+
+454
+00:40:12,480 --> 00:40:16,200
+بقولك ال node الواحدة ال winner نفسه بيعدل ب
+
+455
+00:40:16,200 --> 00:40:20,400
+strength full تمام الجيرانه بيعدلوا أوزانهم بس
+
+456
+00:40:20,400 --> 00:40:25,080
+بنضرب الوزن باليش في ال delta اللي عندها حسب في ال
+
+457
+00:40:25,080 --> 00:40:29,840
+strength ال delta طبعا هو بيحسبها بس بيضربها في ال
+
+458
+00:40:29,840 --> 00:40:37,960
+strength فبتنخفط حسب هو وين موجود ال neighbor طيب
+
+459
+00:40:37,960 --> 00:40:42,820
+ماشي الحالةبعملية منكون أن هنا الشق اللي اللي
+
+460
+00:40:42,820 --> 00:40:44,560
+علاقة بال competitive learning قولنا ان
+
+461
+00:40:44,560 --> 00:40:49,100
+competitive learning هو أحد مثلة ال .. ال
+
+462
+00:40:49,100 --> 00:40:52,620
+unsupervised learning في ال neural networks محاضرة
+
+463
+00:40:52,620 --> 00:40:56,340
+جاي ان شاء الله بنحكي في الhebian networks
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso.srt
new file mode 100644
index 0000000000000000000000000000000000000000..8f97a85d1c35a1bd8d59e19487efb684462316c9
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso.srt
@@ -0,0 +1,1862 @@
+1
+00:00:21,060 --> 00:00:24,380
+بسم الله الرحمن الرحيم. المحاضرة يا شباب اليوم إن
+
+2
+00:00:24,380 --> 00:00:32,600
+شاء الله، سنبدأ موضوعًا جديدًا، هو ممكن نعتبره يعني
+
+3
+00:00:32,600 --> 00:00:36,620
+استكمالًا لـ express systems، وممكن نأخذه على أنه
+
+4
+00:00:36,620 --> 00:00:39,380
+موضوع منفصل. كيف يعني؟ يعني موضوع الـ artificial
+
+5
+00:00:39,380 --> 00:00:42,640
+neural networks، اللي هو علم كبير، ممكن يكون
+
+6
+00:00:42,640 --> 00:00:44,940
+واحدة من التقنيات المُتَبَقَّة في الـ express
+
+7
+00:00:44,940 --> 00:00:49,440
+systems، ولكن يوجد تطبيقات أخرى خارج إطار الـ
+
+8
+00:00:49,440 --> 00:00:53,900
+express systems.  نفهم التقنية هذه، وجدّام في فصول
+
+9
+00:00:53,900 --> 00:00:57,700
+لاحقة، سنرى كيف هذه التقنية تُوظَّف في الـ express
+
+10
+00:00:57,700 --> 00:01:01,640
+systems. المهم الآن أن نفهمها في حد ذاتها، الـ
+
+11
+00:01:01,640 --> 00:01:05,240
+artificial neural networks.  في منها نوعية، نُوَصِّل فيها
+
+12
+00:01:05,240 --> 00:01:09,400
+إلى الـ supervised والـ unsupervised. الآن نفهم لماذا
+
+13
+00:01:10,760 --> 00:01:14,680
+أو الـ lecture، هذه الـ lecture (السابعة) ستتناول فقط الـ
+
+14
+00:01:14,680 --> 00:01:18,740
+supervised learning، والـ lecture  التي بعدها (الثامنة)
+
+15
+00:01:18,740 --> 00:01:22,780
+ستتناول الـ unsupervised learning. الكلمة الأساسية
+
+16
+00:01:22,780 --> 00:01:25,420
+هنا أن learning هي عبارة عن واحدة من التقنيات
+
+17
+00:01:25,420 --> 00:01:29,680
+التي تساعد في أن نبني system.  الـ system  ممكن
+
+18
+00:01:29,680 --> 00:01:33,540
+يتعلم. يتعلم من ماذا؟ من البيانات السابقة، الـ
+
+19
+00:01:33,540 --> 00:01:36,980
+historical data أو الـ training data، نسميها حينَ
+
+20
+00:01:37,350 --> 00:01:40,250
+عمومًا، الآن شكل هذه الـ lecture، الـ lecture السابعة،
+
+21
+00:01:40,250 --> 00:01:44,950
+كما قلنا، تتعلق فقط بـ supervised learning أو
+
+22
+00:01:44,950 --> 00:01:48,510
+supervised artificial neural network. المواضيع هذه،
+
+23
+00:01:48,510 --> 00:01:53,130
+سأدخل على طول إلى الـ Perceptron. المقدمة النظرية
+
+24
+00:01:53,130 --> 00:01:55,830
+هذه، ممكن أن تستوعبها بنفسك، جرِّب أن
+
+25
+00:01:55,830 --> 00:01:59,210
+تقرأها من الـ slides.  يعني الـ slides تكفي أنك
+
+26
+00:01:59,210 --> 00:02:06,690
+تستوعبها. هو في الجزئين هذين، يُمَهِّدَان للموضوع من حيث
+
+27
+00:02:06,690 --> 00:02:12,170
+صلةُه بالخلايا العصبية في الدماغ، وأنه هو الأساس
+
+28
+00:02:12,170 --> 00:02:16,830
+لفكرة الـ artificial neural networks. يبقى بالأساس
+
+29
+00:02:16,830 --> 00:02:21,870
+كلمة neural networks، جاءت من neuron، ومن neuron للخلايا
+
+30
+00:02:21,870 --> 00:02:25,950
+العصبية. شبكات من الخلايا العصبية. Artificial بمعنى
+
+31
+00:02:25,950 --> 00:02:30,390
+اصطناعي. يعني نحن الذين صنعناها، تقليدًا لعمل
+
+32
+00:02:30,390 --> 00:02:33,970
+الـ neural network البيولوجي.
+
+33
+00:02:36,150 --> 00:02:38,910
+هذه الأمور، ادعَ أنّها أو هؤلاء المفروضين، سنَتجاوزهم ونبدأ على طول في الـ Perceptron. الـ
+
+34
+00:02:38,910 --> 00:02:42,190
+Perceptron، وهو النواة التي تُبنى منها الشبكات
+
+35
+00:02:42,190 --> 00:02:47,250
+الـ artificial neural networks. عادةً ما
+
+36
+00:02:47,250 --> 00:02:51,870
+تُستخدم في مسائل كالتصنيف.  قَدَّامَ هذا الكلام، سيظهر
+
+37
+00:02:51,870 --> 00:02:57,390
+مع أنَّه بعد أن ننتهي، ونفهم طريقة عملها. فأنا الآن أريد
+
+38
+00:02:57,390 --> 00:03:02,450
+الانتقال إلى الحديث عن الـ Perceptron. نبدأ من هذه الـ slide.
+
+39
+00:03:02,450 --> 00:03:09,650
+هذه الـ slide تُوضِّح بنية الـ Perceptron. Perceptron هو
+
+40
+00:03:09,650 --> 00:03:17,550
+الخلية
+
+41
+00:03:17,550 --> 00:03:20,990
+الواحدة في الشبكة، أو لبنة البناء الأساسية لـ
+
+42
+00:03:20,990 --> 00:03:26,330
+artificial neural network. تتكون
+
+43
+00:03:26,330 --> 00:03:32,010
+من، بالأساس، هذا يُسمى linear combiner، وهذا الـ hard
+
+44
+00:03:32,010 --> 00:03:38,300
+limiter. الـ
+
+45
+00:03:38,300 --> 00:03:51,760
+Perceptron بالأساس، يُنظر إليه على أساس أنه linear
+
+46
+00:03:51,760 --> 00:03:57,200
+combiner مع الـ hard limiter. ممكن هذين الجزئين
+
+47
+00:03:57,200 --> 00:04:01,320
+نأخذهما لأنهما مكون واحد. الـ Perceptron من هذا، يَصِلُهُ
+
+48
+00:04:01,320 --> 00:04:07,410
+input، ويَخْرُج منه output.  يَصِلُهُ multiple inputs، ويَخْرُج منه
+
+49
+00:04:07,410 --> 00:04:11,070
+multiple inputs، ويَخْرُج منه one single output. الوظيفة
+
+50
+00:04:11,070 --> 00:04:17,450
+الأساسية، أو العملية الأساسية لـ
+
+51
+00:04:17,450 --> 00:04:20,930
+Perceptron، هي أن يُوَحِّدَ الـ inputs، يُقارِنَ الـ
+
+52
+00:04:20,930 --> 00:04:26,610
+inputs بـ some threshold، يقارنه بـ some threshold، و
+
+53
+00:04:26,610 --> 00:04:31,490
+يُخرِج الـ output بناءً على هذا. هل الـ input، أو الـ sum
+
+54
+00:04:31,490 --> 00:04:35,940
+هذا، combined بمعنى أنه يجمع. هل هذا الـ sum تجاوز
+
+55
+00:04:35,940 --> 00:04:41,280
+الـ threshold؟ إذا تجاوز، يُعطي output، وإذا لم يتجاوز،
+
+56
+00:04:41,280 --> 00:04:45,320
+يُعطي output آخر. فالـ output لـ Perceptron، ممكن
+
+57
+00:04:50,200 --> 00:04:54,920
+نفكّر فيه على أنه binary output. إما هذه الـ value،
+
+58
+00:04:54,920 --> 00:04:58,180
+إما هذه الـ value، هذه الـ values  ممكن أن تكون 0، 1، أو
+
+59
+00:04:58,180 --> 00:05:04,810
++1، -1، وممكن أن تكون أعدادًا عشرية ما بين
+
+60
+00:05:04,810 --> 00:05:08,870
+الـ 0 والـ 1، أو ما بين الـ -1 والـ +1.
+
+61
+00:05:08,870 --> 00:05:12,430
+فممكن الـ output لـ Perceptron أن يكون binary أو
+
+62
+00:05:12,430 --> 00:05:17,750
+أن يكون float. هذا الكلام في النهاية، ما الفائدة منه؟
+
+63
+00:05:17,750 --> 00:05:19,470
+لنأخذ مثالًا على ذلك.
+
+65
+00:05:35,290 --> 00:05:38,830
+قبل المثال، دعوني أُظهِر، نُكَمِّلَ العمليةَ
+
+66
+00:05:38,830 --> 00:05:48,050
+الأساسية، وهي أن الـ Perceptron يتعلم من خلال عملية التعلم
+
+67
+00:05:48,050 --> 00:05:55,330
+التي ذكرناها،  learning. نبدأ
+
+68
+00:05:55,330 --> 00:05:58,050
+مثل الـ Perceptron بهذا الشكل. okay. هذا الـ output
+
+69
+00:05:58,050 --> 00:06:01,850
+الذي يَتبعُهُ، وهذه الـ inputs. الـ inputs هنا اثنان، ممكن يكون
+
+70
+00:06:01,850 --> 00:06:08,590
+أكثر، أكثر من اثنين. المهم أن الـ output لـ
+
+71
+00:06:08,590 --> 00:06:13,290
+الـ Perceptron، ممكن أن يكون مطابقًا لـ
+
+72
+00:06:13,290 --> 00:06:17,210
+الـ desired output، وممكن أن يكون غير مطابق. يعني نحن عندما
+
+73
+00:06:17,210 --> 00:06:21,270
+ندرب الشبكة، أو الـ Perceptron، مثل الـ Perceptron
+
+74
+00:06:21,270 --> 00:06:26,490
+الواحد، عندما نُدرِّبُه، نعطيه desired output، يعني الـ
+
+75
+00:06:26,490 --> 00:06:32,530
+output الصحيح، المرغوب. فهو الـ Perceptron يُقارِنُ الـ
+
+76
+00:06:32,530 --> 00:06:38,800
+output الذي خرج منه، الذي حسبه هو، الـ
+
+77
+00:06:38,800 --> 00:06:44,620
+Y هذا، هو الـ calculated output، والـ Y هذا هو الـ
+
+78
+00:06:44,620 --> 00:06:48,640
+desired. الفرق بين هذين، هو الـ error الذي
+
+79
+00:06:48,640 --> 00:06:55,300
+هو الخطأ. هذا الخطأ، وهو E، الآن، إذا وجد خطأ، يُفترض
+
+80
+00:06:55,300 --> 00:07:00,480
+أن الـ Perceptron يتعلم من خطئه. كيف يتعلم من خطئه؟
+
+81
+00:07:00,480 --> 00:07:05,280
+بشكل بسيط، هو أنني أعود ثانيةً إلى الـ slides للوراء، و
+
+82
+00:07:05,280 --> 00:07:11,400
+هي أن هذه الـ inputs لـ Perceptron، الـ inputs
+
+83
+00:07:11,400 --> 00:07:21,540
+هذه، X1 و X2، تمام، لها أوزان W1 و W2. عملية الـ
+
+84
+00:07:21,540 --> 00:07:24,960
+summation التي تحدث داخل الـ Perceptron، التي
+
+85
+00:07:24,960 --> 00:07:27,620
+تحدث داخل الـ Perceptron، هي weighted sum
+
+86
+00:07:27,620 --> 00:07:31,610
+operation.  المعنى أن كل input، الـ input  ليس
+
+87
+00:07:31,610 --> 00:07:34,310
+نجمعه كما هو، نضربه أولًا بـ
+
+88
+00:07:34,310 --> 00:07:42,570
+أوزانه، weighted sum.  الأوزان هذه، هي محور
+
+89
+00:07:42,570 --> 00:07:46,730
+عملية التعلم. بمعنى ماذا؟ أنه إذا حسب الـ Perceptron
+
+90
+00:07:46,730 --> 00:07:55,750
+وحصل على error، هذا
+
+91
+00:07:55,750 --> 00:07:59,650
+الـ error،  يُؤدِّي إلى تعديل في الأوزان.
+
+92
+00:07:59,650 --> 00:08:04,490
+أوزانها هذه، إما تزيد أو تقل، لكي المرة القادمة
+
+93
+00:08:04,490 --> 00:08:10,310
+عندما نعطيه الـ input التالي، يحسب من جديد، ويكون
+
+94
+00:08:10,310 --> 00:08:15,490
+أقرب، أقرب إلى الصورة الصحيحة.
+
+95
+00:08:15,490 --> 00:08:18,570
+يبقى الآن آلية عمل الـ Perceptron، هي أنه
+
+96
+00:08:18,570 --> 00:08:22,570
+أولًا، يقوم بعمل combination، يقوم بـ combining للـ inputs.
+
+97
+00:08:22,570 --> 00:08:27,140
+طبعًا، ولكن يجب ضرب كل input بـ وزنِهِ.
+
+98
+00:08:27,140 --> 00:08:32,760
+يقارن الـ sum، الـ total بالـ threshold، وهنا على الـ
+
+99
+00:08:32,760 --> 00:08:35,860
+threshold يُحدِّد الـ output. هذا الـ output يُقارنه
+
+100
+00:08:35,860 --> 00:08:39,260
+بالـ desired output. هذا هو supervised learning.
+
+101
+00:08:39,260 --> 00:08:42,900
+يجب أن يكون الـ input دخل، ودخلنا معه أيضًا ماذا؟ هذا
+
+102
+00:08:42,900 --> 00:08:47,860
+الـ input يدخل، ويدخل معه أيضًا الـ desired. هو
+
+103
+00:08:47,860 --> 00:08:53,100
+يُقارِنُ هذا بهذا، والفرق بينهما هو عبارة عن ماذا؟
+
+104
+00:08:54,020 --> 00:08:58,020
+هو الـ error. الـ P هذه اختصار لـ iteration، يعني P1
+
+105
+00:08:58,020 --> 00:09:01,940
+هي iteration، وأننا نُدرِّبُ الـ Perceptron على
+
+106
+00:09:01,940 --> 00:09:06,860
+عدة iterations، P1، P2، P3، لعدة مرات، مثلًا مائة
+
+107
+00:09:06,860 --> 00:09:11,340
+iteration، أو مائتي iteration. okay. الآن كما
+
+108
+00:09:11,340 --> 00:09:15,040
+قلنا، إذا وجد error، إذا وجد error بين الـ Y التي
+
+109
+00:09:15,040 --> 00:09:19,020
+حسبها الـ Perceptron، والـ Y التي من المفترض أن تخرج، هذا
+
+110
+00:09:19,020 --> 00:09:25,090
+الكلام يُؤثِّرُ على الأوزان، الأوزان تتغير. كيف تتغير
+
+111
+00:09:25,090 --> 00:09:29,290
+الأوزان؟ ببساطة،
+
+112
+00:09:29,290 --> 00:09:38,450
+الوزن الجديد = الوزن السابق - learning rate * error * input.
+
+113
+00:09:38,450 --> 00:09:43,010
+معناها الـ iteration القادمة، هذا الـ iteration
+
+114
+00:09:43,010 --> 00:09:47,730
+الحالية، هذا الـ error، هذا الـ error في الـ iteration
+
+115
+00:09:47,730 --> 00:09:50,030
+الحالية، مضروب في ماذا؟
+
+116
+00:09:58,070 --> 00:10:05,210
+هذا الوزن، هذا الوزن
+
+117
+00:10:05,210 --> 00:10:14,210
+السابق، الوزن السابق، الوزن السابق، الوزن السابق
+
+118
+00:10:14,210 --> 00:10:18,550
+الوزن السابق، الوزن السابق، الوزن السابق، الوزن
+
+119
+00:10:18,550 --> 00:10:21,130
+السابق، الوزن السابق، الوزن السابق، الوزن السابق
+
+120
+00:10:21,130 --> 00:10:21,810
+الوزن السابق، الوزن السابق، الوزن السابق، الوزن
+
+121
+00:10:21,810 --> 00:10:22,490
+السابق، الوزن السابق، الوزن السابق، الوزن السابق
+
+122
+00:10:22,490 --> 00:10:22,610
+السابق، الوزن السابق، الوزن السابق، الوزن السابق
+
+123
+00:10:22,610 --> 00:10:23,330
+الوزن السابق، الوزن السابق، الوزن السابق، الوزن
+
+124
+00:10:23,330 --> 00:10:27,520
+السابق، الوزن السابق، الوزن السابق.  ونفهم ماذا يعني
+
+125
+00:10:27,520 --> 00:10:39,320
+learning rate.  ولكن المهم أن الوزن الجديد هو
+
+126
+00:10:39,320 --> 00:10:43,320
+ما هو؟ الوزن الحالي + الوزن الجديد. يعني ماذا؟ يعني
+
+127
+00:10:43,320 --> 00:10:46,940
+الوزن الذي سيكون في الـ iteration القادمة، يساوي
+
+128
+00:10:46,940 --> 00:10:52,600
+الوزن الحالي + حاصل ضرب الـ input مضروبًا في الـ
+
+129
+00:10:52,600 --> 00:10:54,300
+error مضروبًا في الـ
+
+130
+00:10:57,110 --> 00:11:02,030
+learning rate،  وهو  الـ learning rate. هذا
+
+131
+00:11:02,030 --> 00:11:08,470
+الكلام يُطبَّقُ على وزن X1، ويُطبَّقُ أيضًا على وزن
+
+132
+00:11:08,470 --> 00:11:17,810
+X2، وإذا وُجِدَتْ inputs أخرى، يُطبَّقُ عليها جميعًا.
+
+133
+00:11:17,810 --> 00:11:25,110
+دعوني
+
+134
+00:11:25,110 --> 00:11:31,110
+أرى مثالًا عمليًّا على هذا الكلام. لو أنَّ عندي الـ
+
+135
+00:11:31,110 --> 00:11:38,150
+truth function  للعملية AND. تعرفون العملية AND تأخذ two
+
+136
+00:11:38,150 --> 00:11:44,490
+values أو two binary values، والـ output  لهما، أو الـ
+
+137
+00:11:44,490 --> 00:11:53,670
+AND لهما،  كالتالي:
+
+138
+00:11:53,670 --> 00:11:59,810
+هي هذه، الـ truth table لعملية AND. أنتم الآن
+
+139
+00:11:59,810 --> 00:12:06,650
+تلاحظون أن X1 و X2 هما الـ inputs التي تدخل على الـ
+
+140
+00:12:06,650 --> 00:12:11,310
+Perceptron، ووظيفة الـ Perceptron أن يتعلم العلاقةَ
+
+141
+00:12:11,310 --> 00:12:14,830
+بينهما، الـ AND relationship بينهما، ودائمًا
+
+142
+00:12:14,830 --> 00:12:19,190
+يعطيني الـ output بالشكل هذا. نحن في عملية
+
+143
+00:12:19,190 --> 00:12:23,430
+التدريب، ندخل الـ inputs وندخل الـ desired output.
+
+144
+00:12:24,520 --> 00:12:29,340
+لأنه عندما يأخذ الـ input ويحسبه، إذا طلع الـ
+
+145
+00:12:29,340 --> 00:12:33,560
+output الذي حسبه مخالف لهذا، يكون هناك error.
+
+146
+00:12:33,560 --> 00:12:41,700
+يوجد error، والذي يُعدِّلُ على ماذا؟ يُعدِّلُ على
+
+147
+00:12:41,700 --> 00:12:46,080
+الأوزان. الأوزان هذه، تزيد أو تقل، وفي الـ iteration
+
+148
+00:12:46,080 --> 00:12:50,420
+التالية، يُدخِلُ الـ input التالي، ويكرر
+
+149
+00:12:50,420 --> 00:12:54,330
+العملية. هذا الكلام، لا نقوم به أربع مرات فقط، بل ممكن
+
+150
+00:12:54,330 --> 00:12:59,710
+نكرره حسب عدد المرات.  في كل مرة، ندخل هذه الأربعة
+
+151
+00:12:59,710 --> 00:13:04,410
+مرة أخرى. يعني كالتالي.  لا أعرف إذا كان واضحًا هذه الـ
+
+152
+00:13:04,410 --> 00:13:10,810
+slide أم لا، ولكن أنتم تنظرون إليها وتتخيلون، أو تنظرون إلى
+
+153
+00:13:10,810 --> 00:13:16,670
+الرسم. هذه الـ epoch هي مجموعة iterations، مجموعة
+
+154
+00:13:16,670 --> 00:13:19,470
+iterations. هذه iteration، iteration، iteration.
+
+155
+00:13:19,470 --> 00:13:25,850
+في كل iteration، ندخل ماذا؟ ندخل أيضًا
+
+156
+00:13:25,850 --> 00:13:30,490
+الـ desired output.  الأوزان
+
+157
+00:13:30,490 --> 00:13:34,190
+هذه، تكون قيمها مُبَدئيةً عشوائية، random
+
+158
+00:13:34,190 --> 00:13:39,910
+variables. يعني هنا مثلًا، بناءً على هذا الجدول، الـ W1
+
+159
+00:13:39,910 --> 00:13:49,190
+كانت 0.3، هذه هي القيمة المبدئية لـ W1، والـ W2 كانت
+
+160
+00:13:49,190 --> 00:13:49,530
+ماذا؟
+
+161
+00:13:52,610 --> 00:14:01,710
+-0.1. صحيح؟ لا، الهدف أن نرى ما هي الـ
+
+162
+00:14:01,710 --> 00:14:06,750
+input؟ صفر، صحيح. صفر، صفر، في الـ iteration الأولى الـ
+
+163
+00:14:06,750 --> 00:14:11,330
+input صفر، صفر. ثم نضرب هذا الصفر في الـ
+
+164
+00:14:11,330 --> 00:14:13,350
+weight وهذا الصفر في الـ weight، ونَجمعُ، طبعًا، واضح
+
+165
+00:14:13,350 --> 00:14:20,510
+أن المجموع صفر، صفر هذا، الذي هو الـ total، الـ sum
+
+166
+00:14:20,830 --> 00:14:28,170
+لـ X1 مضروبًا في W1 = 0.  يعني هذا بالمقارنة بالـ
+
+167
+00:14:28,170 --> 00:14:28,670
+threshold.
+
+168
+00:14:50,640 --> 00:14:57,060
+فماذا لو قلنا أن θ = 0؟ دعوني أُظهِرُ الـ
+
+169
+00:14:57,060 --> 00:15:12,460
+slide الخاصة بذلك.  حسنًا.
+
+170
+00:15:12,460 --> 00:15:17,040
+okay، 0.  ماذا يعني هذا الكلام؟
+
+171
+00:15:33,810 --> 00:15:38,710
+ما هو الـ output الذي سيخرج؟ إذا كان مجموع قيم
+
+172
+00:15:38,710 --> 00:15:41,970
+الصفر، والـ threshold هو صفر، سيخرج الـ output
+
+173
+00:15:41,970 --> 00:15:46,930
+واحد أم +1؟ واحد أم... واحد أم صفر؟ الـ
+
+174
+00:15:46,930 --> 00:15:51,150
+output يعني خرج الـ actual output صفر، لأنه
+
+175
+00:15:51,150 --> 00:15:54,790
+يجب أن يكون الـ sum أكبر من صفر،
+
+176
+00:15:54
+
+223
+00:20:24,770 --> 00:20:31,900
+الان، ترتب على تعديل الأوزان أيه؟ معادلة تعديل
+
+224
+00:20:31,900 --> 00:20:37,140
+الأوزان التي طلعنا عليها أن
+
+225
+00:20:37,140 --> 00:20:43,380
+الـ W<sub>i</sub>
+
+226
+00:20:43,380 --> 00:20:47,180
+لـ لإعادة التكرار
+
+227
+00:20:47,180 --> 00:20:56,350
+الـ W<sub>i</sub> لإعادة التكرار القادمة تساوي الـ W<sub>i</sub> لإعادة التكرار الحالية زائد ألفا مضروبة في X
+
+228
+00:20:56,350 --> 00:21:04,910
+الوزن الحالي مضروبة في X  الوزن الحالي مضروبة في X
+
+229
+00:21:04,910 --> 00:21:10,350
+الوزن
+
+230
+00:21:10,350 --> 00:21:12,250
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+231
+00:21:12,250 --> 00:21:15,250
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+232
+00:21:15,250 --> 00:21:16,330
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+233
+00:21:16,330 --> 00:21:16,890
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+234
+00:21:16,890 --> 00:21:17,810
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+235
+00:21:17,810 --> 00:21:20,690
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+236
+00:21:20,690 --> 00:21:27,690
+الألفة نتعامل معها لأنها 0.2 ألفا
+
+237
+00:21:27,690 --> 00:21:31,070
+بالمساواة 0.2 وهذا مايُقال له learning rate
+
+238
+00:21:31,070 --> 00:21:34,990
+الذي سنقوم بـ نريد أن نرى أثر كبر أو صغر هذا الرقم على
+
+239
+00:21:34,990 --> 00:21:42,830
+عملية التعلم.  ببساطة 0.2 مضروبة في ماذا؟
+
+240
+00:21:42,830 --> 00:21:50,570
+المدخل الحالي وهو واحد مضروبة في الوزن الحالي وهو 0
+
+241
+00:21:50,570 --> 00:21:59,230
+.3.  صحيح، يساوي 0.3. زائد  لأ، أنا أُخطئ.  ليست الوزن، بل الخطأ الـ error
+
+242
+00:21:59,230 --> 00:22:05,890
+صحيح، الخطأ الـ
+
+243
+00:22:05,890 --> 00:22:15,310
+الخطأ الذي هو مقدار الخطأ  ناقص  صحيح، مظبوط.  يبقى
+
+244
+00:22:15,310 --> 00:22:20,410
+يبقى
+
+245
+00:22:20,410 --> 00:22:20,510
+ماذا؟
+
+246
+00:22:33,890 --> 00:22:46,490
+مرة أخرى.  W<sub>i+1</sub> يساوي السابق زائد
+
+247
+00:22:46,490 --> 00:22:46,930
+الـ دلتا
+
+248
+00:22:54,390 --> 00:22:59,130
+هذه دلتا، دلتا
+
+249
+00:22:59,130 --> 00:23:05,710
+هي مقدار الزيادة.  أحسبها كتابيًا، تساوي ألفا مضروبة في
+
+250
+00:23:05,710 --> 00:23:09,450
+الـ X. أنا
+
+251
+00:23:09,450 --> 00:23:12,590
+سأبدأ اختصار P، هي التي سأختصرها. أنا سأبدأ بضرب E
+
+252
+00:23:12,590 --> 00:23:20,230
+ماذا؟  مظبوط هكذا؟ أم لا؟ هذه الحالة، هكذا البعد الزائد
+
+253
+00:23:20,230 --> 00:23:32,830
+هو دلتا نفسه، صحيح؟ ماذا قبل أن نقول هو X<sub>i+1</sub> - X<sub>i</sub>
+
+254
+00:23:32,830 --> 00:23:43,870
+- X<sub>i</sub>  X<sub>i+1</sub> - X<sub>i</sub> X<sub>i+1</sub> - X<sub>i</sub>
+
+255
+00:23:43,870 --> 00:24:00,680
+X<sub>i+1</sub> - X<sub>i</sub> X<sub>i+1</sub> - X<sub>i</sub>  لأن  أجمعه على الـ 0.3 يطلع 0.1 لماذا
+
+256
+00:24:00,680 --> 00:24:07,500
+0.1؟
+
+257
+00:24:07,500 --> 00:24:15,420
+المفروض 0.2. نتأكد مرة أخرى لأن السابق كان 0.3
+
+258
+00:24:15,420 --> 00:24:27,670
+السابق كان 0.3. الـ 0.2 في السابق فيطلع 0.1 بالموجب
+
+259
+00:24:27,670 --> 00:24:36,370
+فهناك شيء خاطئ، هناك شيء خاطئ. دعونا نتأكد أن الحسبة
+
+260
+00:24:36,370 --> 00:24:51,900
+هذا كمية سليمة. هنا الـ W<sub>2</sub>،  W<sub>2</sub>  P<sub>i+1</sub> السابق 0.  لأ،
+
+261
+00:24:51,900 --> 00:24:59,060
+ناقص 0.1، والـ دلتا هي عبارة عن
+
+262
+00:24:59,060 --> 00:25:06,260
+ألفا وهي 0.2 مضروبة في ماذا؟ مضروبة في الـ X وهي 0
+
+263
+00:25:06,260 --> 00:25:11,660
+مضروبة في الخطأ. كل هذا يطلع صفر، ويبقى كما
+
+264
+00:25:11,660 --> 00:25:16,460
+هو، وهذا صحيح، ماشي مع الجدول.  ما الخطأ الذي لدينا؟
+
+265
+00:25:16,460 --> 00:25:26,290
+هنا، ما الذي جعلها تظهر معنا؟  الزيادة في الواحد هذا خاطئ، هذا
+
+266
+00:25:26,290 --> 00:25:31,190
+ليس كما الـ jet white. ما السبب في أنك وضعت واحد X، أنك
+
+267
+00:25:31,190 --> 00:25:34,830
+أيه؟ وضعت عوضًا عن X واحد، أنت تعوض عنها في
+
+268
+00:25:34,830 --> 00:25:38,710
+سفر، ماهو واحد؟ أيه X واحد، واحد؟  طيب، ما الذي تعوض عنه
+
+269
+00:25:38,710 --> 00:25:43,170
+عليها في سفر؟ أين أنا أخطأت؟  هذا لا، هذا لا، X اثنان،
+
+270
+00:25:43,170 --> 00:25:48,570
+هذا لا، الوزن الثاني، نحن الآن نحسب الوزن الأول.
+
+271
+00:25:49,600 --> 00:25:54,300
+الوزن الأول حسبناه، طلع معنا 0.1.  هو المفروض في الجدول
+
+272
+00:25:54,300 --> 00:26:02,420
+0.2.  آه، المفروض يطلع... نحن حسبنا، كان السابق الوزن
+
+273
+00:26:02,420 --> 00:26:06,520
+السابق 0.3، مضبوط. بالإضافة إلى الدلتا، الدلتا هي
+
+274
+00:26:06,520 --> 00:26:11,320
+عبارة عن معدل التعلم.  احتمال معدل التعلم
+
+275
+00:26:11,320 --> 00:26:16,480
+ليس 0.2، احتمال يكون 0.1.  بس أنا أُخطئ، دعوني أتأكد أن
+
+276
+00:26:16,480 --> 00:26:20,460
+معدل التعلم، هو... ليس إلا هكذا، ليس إلا
+
+277
+00:26:20,460 --> 00:26:29,880
+أن ألفا تساوي 0.1، طيب
+
+278
+00:26:29,880 --> 00:26:33,880
+لو أخذتها على أنها 0.1، يطلع مظبوط، صحيح؟ يطلع 0.2، خلاص
+
+279
+00:26:33,880 --> 00:26:37,620
+0.2، خلاص
+
+280
+00:26:37,620 --> 00:26:41,740
+ماشي، هي حتما هكذا،  بس أنا أبحث عنها لأتَأكد، لستُ
+
+281
+00:26:41,740 --> 00:26:42,320
+أراها.
+
+282
+00:27:04,770 --> 00:27:09,930
+نكمل الآن هنا، كما ترون، الجدول. لما بدأنا إعادة
+
+283
+00:27:09,930 --> 00:27:13,770
+التكرار الجديدة، بدأت الأوزان معنا، على الأوزان
+
+284
+00:27:13,770 --> 00:27:18,810
+الجديدة، صحيح؟  لأ.  فرق الأوزان الجديدة هي محل الأوزان
+
+285
+00:27:18,810 --> 00:27:28,890
+الجديدة 0.2 هنا، أو نقص 0.1. تحت next name حسبنا الآن
+
+286
+00:27:28,890 --> 00:27:33,790
+سيطلع القيمة الفعلية والقيمة المطلوبة مختلفة عن بعضها، الخطأ
+
+287
+00:27:33,790 --> 00:27:39,630
+واحد ناقص صفر يساوي واحد. واحد الآن ماذا؟  بموجب
+
+288
+00:27:39,630 --> 00:27:48,050
+احسب الأوزان الجديدة لـ W<sub>1</sub>،  W<sub>1</sub> لإعادة التكرار
+
+289
+00:27:48,050 --> 00:27:55,660
+هذه رقم أربعة، صحيح؟ تساوي الأوزان السابقة، تساوي الوزن
+
+290
+00:27:55,660 --> 00:28:01,040
+السابق في إعادة التكرار رقم ثلاثة.  لأ، نحن نحصل على رقم
+
+291
+00:28:01,040 --> 00:28:05,080
+خمسة، نحصل عزيزي على رقم خمسة.  كده كانت في الرقم
+
+292
+00:28:05,080 --> 00:28:12,680
+أربعة زائد ماذا؟ مضروبة في ألفا، أي 0.1 مضروبة في X، أي
+
+293
+00:28:12,680 --> 00:28:21,000
+واحد مضروبة في الخطأ وهو واحد، صحيح؟ إذاً كده كانت
+
+294
+00:28:21,000 --> 00:28:26,590
+هذه في إعادة التكرار أربعة، كانت 0.2 زائد.  الآن، كم هذا
+
+295
+00:28:26,590 --> 00:28:38,410
+المفروض؟  ماذا سيطلع؟  مظبوط.  لما نحسب الوزن W<sub>2</sub> لـ
+
+296
+00:28:38,410 --> 00:28:47,670
+إعادة التكرار القادمة، يساوي 0.2 نفس الشيء؟ لأ، ليس 0.2، W<sub>2</sub>
+
+297
+00:28:47,670 --> 00:28:59,240
+في إعادة التكرار 4 زائد ماذا؟ نفس الشيء، صحيح؟ 0.1 المضروبة في
+
+298
+00:28:59,240 --> 00:29:05,980
+واحد، المدخل كان واحد، والخطأ واحد. كده أيه؟  النتيجة
+
+299
+00:29:05,980 --> 00:29:15,560
+؟ سالب واحد، سالب واحد، سيعطي 0.1 زائد 0.1، يعني يساوي
+
+300
+00:29:15,560 --> 00:29:20,780
+صفر، صحيح؟ صحيح. اتفقنا، مظبوط. الخطأ الجديد، الوزن الجديد.
+
+301
+00:29:20,780 --> 00:29:25,870
+الوزن الجديد.  هذا الكلام الآن، ما الذي يحدث؟ أن
+
+302
+00:29:25,870 --> 00:29:32,370
+تدريجيًا الأوزان هذه بدأت على الأوزان الأولية
+
+303
+00:29:32,370 --> 00:29:39,790
+كانت 0.3 مع نقطة 0.1، تدريجيًا تبدأ تتغير إلى أن في
+
+304
+00:29:39,790 --> 00:29:46,950
+النهاية تستقر عمليًا.  بدأت تستقر من هنا، بدأت تستقر
+
+305
+00:29:46,950 --> 00:29:51,650
+الأوزان. إعادة التكرار، هو إعادة تكرار لا يحدث أي تغيير. هدف، حد
+
+306
+00:29:51,650 --> 00:29:59,850
+ذاته، مؤشر على أن الـ Perceptron توقف عن إنتاج أخطاء، صحيح؟
+
+307
+00:29:59,850 --> 00:30:05,930
+يُقال بأنه توقف عن إنتاج أخطاء، أوزانه ثبتت، و
+
+308
+00:30:05,930 --> 00:30:13,830
+دائمًا القيمة المطلوبة مطابقة للقيمة الفعلية، وإذن نستطيع أن نقول
+
+309
+00:30:13,830 --> 00:30:19,070
+أن الـ Perceptron تعلم، الـ Perceptron تعلم، تعلم
+
+310
+00:30:19,070 --> 00:30:27,010
+ماذا تعلم؟ أنه يعطيني المخرجات الصحيحة للدالة
+
+311
+00:30:27,010 --> 00:30:31,490
+النهائية.  لما أعطيه مدخلين، يعطيني المخرجات
+
+312
+00:30:31,490 --> 00:30:36,310
+تبعهم. هذا مثال بسيط جدًا.  أنا لستُ بحاجة لجلب
+
+313
+00:30:36,310 --> 00:30:40,670
+Perceptron وأُعلمه لأحسب الـ AND gate أو الـ
+
+314
+00:30:40,670 --> 00:30:44,830
+AND function، صحيح؟  لو صفر وصفر يطلع
+
+315
+00:30:44,830 --> 00:30:50,280
+صفر. لو واحد وواحد يطلع واحد، وإلا يطلع صفر.
+
+316
+00:30:50,280 --> 00:30:54,520
+كلها جملة شرطية واحدة، مضبوط.  بس نحن هذا الكلام
+
+317
+00:30:54,520 --> 00:30:59,480
+مشينا فيه لنوضح فكرة، أو لنوضح آلية التعامل في
+
+318
+00:30:59,480 --> 00:31:03,060
+الـ Perceptron.  هذه الآلية هي التي نبني عليها تبع
+
+319
+00:31:03,060 --> 00:31:07,280
+الـ Perceptron. هي التي نبني عليها التعلم في الشبكة
+
+320
+00:31:07,280 --> 00:31:11,200
+شبكة من الـ Perceptrons، وهي Neural Network، يعني
+
+321
+00:31:11,200 --> 00:31:14,860
+Neural Network هي عبارة عن شبكة من الـ Perceptrons
+
+322
+00:31:14,860 --> 00:31:18,740
+هذه، وتشتغل بنفس آلية عمل Perceptron الواحد في
+
+323
+00:31:18,740 --> 00:31:27,060
+هذه الشبكة. الشبكة ممكن تبقى هكذا وهكذا. كل واحد
+
+324
+00:31:27,060 --> 00:31:30,640
+من الدوائر هذه هي عبارة عن Perceptron، فنسميه
+
+325
+00:31:30,640 --> 00:31:35,020
+Neuron  ببساطة. كل واحد منهم، كما ترى، يدخل
+
+326
+00:31:35,020 --> 00:31:39,460
+عليه مجموعة مدخلات، ويخرج منه مجموعة مخرجات، الـ
+
+327
+00:31:39,460 --> 00:31:42,900
+مخرجات في واقع الأمر هي نسخ مكررة، يعني هو نفس
+
+328
+00:31:42,900 --> 00:31:49,100
+المخرجات، هو يخرج مخرج واحد فقط، بتعميم، يعني هذا الـ
+
+329
+00:31:49,100 --> 00:31:55,340
+Neuron يخرج منه نفس المخرجات، بتعميم على من؟ على
+
+330
+00:31:55,340 --> 00:32:00,840
+جميع الـ Neurons التي في المرحلة التي بعدها، التي في
+
+331
+00:32:00,840 --> 00:32:08,650
+الطبقة التي بعدها. كل واحد من هذول نسميهم طبقة. هذه
+
+332
+00:32:08,650 --> 00:32:10,890
+الأخيرة يسميها output layer لأن هي التي يخرج
+
+333
+00:32:10,890 --> 00:32:15,250
+فيها المخرجات، وهذه يسميها الـ input layer، وهذول
+
+334
+00:32:15,250 --> 00:32:19,490
+الاثنين اللي في الوسط يسميهم hidden layers. الـ
+
+335
+00:32:19,490 --> 00:32:25,370
+input layer عمليًا، هذه المربعات ماهي ليست Neurons
+
+336
+00:32:25,370 --> 00:32:30,090
+عادية، بل Neurons ماذا يعني؟ ليست Neurons، المربعات
+
+337
+00:32:30,090 --> 00:32:33,710
+يعني لا تقوم بعمل جمع ولا تقوم بعمل تفعيل ولا
+
+338
+00:32:33,710 --> 00:32:39,450
+تقوم بأي شيء،  مجرد نقطة تشعب، المدخلات فيها تتوزع
+
+339
+00:32:39,450 --> 00:32:47,350
+على هؤلاء.  هؤلاء الدوائر هم الذين يقومون بالجمع المرجح
+
+340
+00:32:47,350 --> 00:32:51,670
+والتفعيل، الحساب. هنا،
+
+341
+00:32:51,670 --> 00:32:56,010
+التفعيل أصبح عبارة عن مقارنة المجموع بالـ
+
+342
+00:32:56,010 --> 00:33:00,120
+عتبة. نخرج المخرجات بناءً على هذه المقارنة.
+
+343
+00:33:00,120 --> 00:33:04,460
+فالآن، أعود، قبل أن نفهم آلية عمل الـ
+
+344
+00:33:04,460 --> 00:33:07,680
+شبكة ككل، أعود لمفهوم دالة التفعيل.
+
+345
+00:33:07,680 --> 00:33:12,480
+نحن رأينا الـ step عندما كنا نقول نقارن
+
+346
+00:33:12,480 --> 00:33:20,360
+بالصفر، كان هذا الكلام
+
+347
+00:33:20,360 --> 00:33:26,310
+من هنا، هؤلاء الأربعة. يعني أصبح أربعة أنواع من الـ
+
+348
+00:33:26,310 --> 00:33:30,050
+activation functions.  الـ activation functions تأخذ
+
+349
+00:33:30,050 --> 00:33:35,730
+X كبيرة، هذا هو المجموع، هو المجموع، أي مجموع الـ
+
+350
+00:33:35,730 --> 00:33:40,830
+weighted sum، تبع حاصل جمع مضروبات المدخلات في
+
+351
+00:33:40,830 --> 00:33:46,490
+أوزانها، صحيح الكلام؟ حاصل جمع مضروبات المدخلات في
+
+352
+00:33:46,490 --> 00:33:50,430
+أوزانها، يطلع عندي الـ weighted sum، الآن على الـ
+
+353
+00:33:50,430 --> 00:33:54,520
+مجموع هذا، والآن على العتبة، الدالة تُخرج
+
+354
+00:33:54,520 --> 00:33:57,380
+هذه المخرجات. هذه اسمها step function، كيف الـ
+
+355
+00:33:57,380 --> 00:34:00,400
+مخرجات تبعها، الذي نحن رأيناه تابعناه في المثال.
+
+356
+00:34:00,400 --> 00:34:06,100
+إذاً X كبيرة، التي هي الـ weighted sum، أكبر من أو
+
+357
+00:34:06,100 --> 00:34:11,540
+تساوي الصفر، تعطيني واحد، أقل تعطيني الصفر. هذه الـ
+
+358
+00:34:11,540 --> 00:34:15,200
+دالة اسمها الـ sign function، مثل الـ step، مثل الـ
+
+359
+00:34:15,200 --> 00:34:21,650
+step، بس المخرجات تبعها ليست 0 و 1، سالب واحد وموجب واحد، و
+
+360
+00:34:21,650 --> 00:34:24,870
+برضه نفس الشيء، إذا كان الـ X أكبر من أو يساوي 0
+
+361
+00:34:24,870 --> 00:34:30,470
+فتعطيني موجب واحد، وإلا تعطيني سالب واحد. في
+
+362
+00:34:30,470 --> 00:34:33,670
+شيء اسمه segment function.  segment function، هذه
+
+363
+00:34:33,670 --> 00:34:39,750
+معادلة، المجموع. نضع السيني فوق، الأبسلون فوق الـ E، والمخرجات
+
+364
+00:34:39,750 --> 00:34:44,250
+هنا الآن يطلع رقم عشري، ليس ثنائيًا،
+
+365
+00:34:44,250 --> 00:34:48,410
+هؤلاء ثنائية، هذا صحيح، هؤلاء ثنائية، المخرجات الـ Y هنا
+
+366
+00:34:48,740 --> 00:34:51,480
+إما يجي صفر، أو يجي موجب واحد أو
+
+367
+00:34:51,480 --> 00:34:56,560
+سالب واحد.  والـ linear، نفس ما يدخل عليها
+
+368
+00:34:56,560 --> 00:35:02,480
+يطلع لي مقابله.  نحن الآن إما في المتر الذي
+
+369
+00:35:02,480 --> 00:35:05,560
+قدامنا إما تكون دالة التفعيل step
+
+370
+00:35:05,560 --> 00:35:10,960
+أو sign أو sigmoid، دعوني
+
+371
+00:35:10,960 --> 00:35:14,200
+أنا أنظر. لو أنا عندي ليس Perceptron واحد، عندي
+
+372
+00:35:14,200 --> 00:35:17,740
+شبكة من الـ من الـ Neurons
+
+373
+00:35:21,350 --> 00:35:25,870
+في المثال هذا، أعطيك فكرة لما يُمكن استخدام Neural
+
+374
+00:35:25,870 --> 00:35:30,890
+Network أو Perceptron.  أنت ترى أن هؤلاء متجهات
+
+375
+00:35:30,890 --> 00:35:35,010
+متجهات
+
+376
+00:35:35,010 --> 00:35:40,370
+والمتجهات هذه، عندي هنا في هذه الحالة X<sub>1</sub> و X<sub>2</sub>
+
+377
+00:35:40,370 --> 00:35:46,430
+لكن تخيل ممكن تكون خمسة X's، X<sub>1</sub>، X<sub>2</sub>، X<sub>3</sub>، X<sub>4</sub>، X<sub>5</sub>، والمتجهات هذه
+
+378
+00:35:46,430 --> 00:35:47,330
+المتجهات هذه
+
+379
+00:35:51,610 --> 00:35:58,290
+رقم هنا، ما معنى، ما دلالة الشبكة تعلمت أنها
+
+380
+00:35:58,290 --> 00:36:01,390
+لما ترى مدخل تعطينا مخرج هذا. لما ترى مدخل
+
+381
+00:36:01,390 --> 00:36:04,350
+يعطينا مخرج هذا. لما ترى مدخل هذا، تعطينا مخرج
+
+382
+00:36:04,350 --> 00:36:10,080
+هذا.  هذا ما نسميه تصنيف، أنه يدخل عليها
+
+383
+00:36:10,080 --> 00:36:15,000
+مدخل، متجه مدخل، وهي تصنف إلى أي ينتمي إلى هذه
+
+384
+00:36:15,000 --> 00:36:19,960
+الفئة أو هذه الفئة،  جامعة الصفر أو جامعة الواحد.
+
+385
+00:36:19,960 --> 00:36:23,540
+جامعة الصفر سيكون لها دلالة معينة، وجامعة الواحد
+
+386
+00:36:23,540 --> 00:36:28,080
+لها دلالة معينة أخرى.  فالـ Neural Network عادةً
+
+387
+00:36:28,080 --> 00:36:30,880
+مستخدمة في التصنيف.  نعطيها متجهات، والمتجهات هذه
+
+388
+00:36:30,880 --> 00:36:34
+
+445
+00:42:02,800 --> 00:42:12,260
+بالوزن تبعه هتحسبها و تقسم منها الـ theta الـ
+
+446
+00:42:12,260 --> 00:42:17,000
+threshold تبعنا و الـ output هذا و الـ total هذا
+
+447
+00:42:17,000 --> 00:42:22,640
+تدخلوا على seed mode عشان تطلع الـ Y الـ Y تبع انهي
+
+448
+00:42:22,640 --> 00:42:27,060
+node تبع الـ node اللي أنت واقف عليه هنا Yj يعني
+
+449
+00:42:27,060 --> 00:42:28,360
+node من الـ nodes تبع الـ
+
+450
+00:42:33,540 --> 00:42:38,860
+الـ middle layer YK يعني node من الـ nodes سبعة الـ
+
+451
+00:42:38,860 --> 00:42:42,540
+output layer أضحك؟ لحظة إن هو .. إيش هنا .. إيش
+
+452
+00:42:42,540 --> 00:42:47,200
+قال؟ على طول أخد الـ .. الـ sum و طرح منه الـ
+
+453
+00:42:47,200 --> 00:42:52,040
+threshold okay الـ output .. الفرق ما بين الـ .. الـ
+
+454
+00:42:52,040 --> 00:42:54,480
+sum و الـ threshold هو اللي مدخل على الـ segment
+
+455
+00:42:54,480 --> 00:43:00,980
+okay طيب بعدين هذه .. هذه الخطوة مسمى activation
+
+456
+00:43:00,980 --> 00:43:06,310
+activation اللي بينتج عنها، بينتج عنها هي الـ
+
+457
+00:43:06,310 --> 00:43:09,930
+calculated output بعد ما نحسب الـ calculated output
+
+458
+00:43:09,930 --> 00:43:18,130
+لان نود إيش بنسوي؟ نشوف إذا في error ولا لأ صح okay
+
+459
+00:43:18,130 --> 00:43:24,990
+نشوف إذا في error ولا لأ إذا
+
+460
+00:43:24,990 --> 00:43:28,910
+في error معناه ذلك أننا نعمل update للأوزان ما فيش
+
+461
+00:43:28,910 --> 00:43:35,900
+error ما فيش update للأوزان updating الأوزان للـ
+
+462
+00:43:35,900 --> 00:43:40,600
+output neurons مختلف
+
+463
+00:43:40,600 --> 00:43:48,380
+عن updating الأوزان لمن؟ للـ hidden neurons تذكر
+
+464
+00:43:48,380 --> 00:43:54,260
+أن في عندي إحنا، hidden layer هنا
+
+465
+00:43:54,260 --> 00:43:58,560
+output layer الـ
+
+466
+00:43:58,560 --> 00:43:59,420
+output neurons
+
+467
+00:44:04,110 --> 00:44:08,550
+هو إيش اللي حاسب الـ error و لا الـ error اللي هو
+
+468
+00:44:08,550 --> 00:44:13,750
+عبارة عن إيش؟ الفرق بين الـ desired ناقص الـ
+
+469
+00:44:13,750 --> 00:44:20,090
+attraction مظبوط هذا الـ error بينحسب ويدخل في حسبة
+
+470
+00:44:20,090 --> 00:44:28,210
+الـ error gradient هذه إيش؟ هذه الإشارة delta صح
+
+471
+00:44:28,210 --> 00:44:32,610
+small delta هذا Delta capital وهذا delta small
+
+472
+00:44:38,190 --> 00:44:48,290
+خلاص بعد ذلك بقى أضربه في الـ alpha ثم في الـ
+
+473
+00:44:48,290 --> 00:44:53,650
+output بيطلع معايا إيه؟
+
+474
+00:44:53,650 --> 00:45:01,420
+الـ delta وهذا الـ capital وهذا الـ small تمام الآن
+
+475
+00:45:01,420 --> 00:45:04,820
+حسبت أنا small delta اللي هي الـ error gradient
+
+476
+00:45:04,820 --> 00:45:09,500
+بأخد الـ error gradient بأضربه في الـ output الـ
+
+477
+00:45:09,500 --> 00:45:15,180
+actual مضروب في الـ learning rate الـ alpha بيطلع
+
+478
+00:45:15,180 --> 00:45:18,920
+معايا الـ delta يعني مقدار التغير اللي بيطرأ على
+
+479
+00:45:18,920 --> 00:45:23,340
+الوزن هذا المقدار التغير بنضيفه على الوزن السابق
+
+480
+00:45:23,340 --> 00:45:28,950
+بنضيفه على الوزن السابق هذا مقدار التغير بنضيفه على
+
+481
+00:45:28,950 --> 00:45:32,550
+الوزن السابق و بيطلع معايا الوزن الجديد و أضحك
+
+482
+00:45:32,550 --> 00:45:37,990
+العملية تلات خطوات الآن عملية تغيير الأوزان عملية
+
+483
+00:45:37,990 --> 00:45:42,150
+تغيير الأوزان أولا بحسب الـ error gradient ثم بحسب
+
+484
+00:45:42,150 --> 00:45:48,990
+الـ error delta أو الـ weight delta آه بيظهر تغير في
+
+485
+00:45:48,990 --> 00:45:51,810
+الوزن ثم بضيفه على الوزن الحالي
+
+486
+00:45:57,230 --> 00:46:00,450
+خلي بالك إنه لو ما فيش error هيطلع هذا المقدار الـ 0
+
+487
+00:46:00,450 --> 00:46:04,350
+كله هذا هيطلع الـ 0 كله هذا الـ 0 كله هيطلع هذا
+
+488
+00:46:04,350 --> 00:46:08,210
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله
+
+489
+00:46:08,210 --> 00:46:08,970
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+490
+00:46:08,970 --> 00:46:09,290
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+491
+00:46:09,290 --> 00:46:10,050
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله
+
+492
+00:46:10,050 --> 00:46:11,390
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+493
+00:46:11,390 --> 00:46:21,430
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع
+
+494
+00:46:21,430 --> 00:46:29,990
+هذا الـ 0 كله هذا الأمر بالنسبة لـ output neurons
+
+495
+00:46:29,990 --> 00:46:35,210
+يعني الـ neurons لاحظ الـ subscript الـ K هذه تتبع
+
+496
+00:46:35,210 --> 00:46:46,910
+مين؟ زي ما في الرسم هنا الـ K اللي هم هدولة تفضل
+
+497
+00:46:46,910 --> 00:46:51,530
+اللي هو error gradient بعدين الـ weight correction
+
+498
+00:46:51,530 --> 00:46:56,960
+اللي دلتا الـ weight و بعدين الـ weight اللي جديد هذا
+
+499
+00:46:56,960 --> 00:47:14,500
+بالنسبة لـ L أما بالنسبة للـ Hidden Layer الوزن
+
+500
+00:47:14,500 --> 00:47:20,620
+الـ Delta K هذه تحتفظ فيها لأنها تدخل معنا في حسب
+
+501
+00:47:20,620 --> 00:47:25,980
+التعديل الأوزان على الـ Hidden كيف؟ يعني دي أنا
+
+502
+00:47:26,810 --> 00:47:31,790
+error gradient للـ hidden
+
+503
+00:47:31,790 --> 00:47:36,590
+small delta g small delta g هو نفس الشيء إبراهيم
+
+504
+00:47:36,590 --> 00:47:50,290
+output الـ node نحن
+
+505
+00:47:50,290 --> 00:47:50,690
+الآن هنا
+
+506
+00:47:59,160 --> 00:48:03,820
+لأن الواحدة من هدولة لو الـ input تبعها اتعمم على
+
+507
+00:48:03,820 --> 00:48:08,380
+مين؟ على كل الـ nodes اللي في الـ layer اللي قبلها يعني
+
+508
+00:48:08,380 --> 00:48:12,420
+بمعنى others هدول الـ nodes كانوا أخطأوا كان عندهم
+
+509
+00:48:12,420 --> 00:48:17,760
+errors فهذا بفعل أوزانهم و بفعل الـ input اللي
+
+510
+00:48:17,760 --> 00:48:22,220
+أجرهم من وراء يعني هدول الـ nodes اللي هنا مسئولين
+
+511
+00:48:22,220 --> 00:48:27,460
+مسؤولية جزئية عن الخطأ اللي بيحصل إذا حصل خطأ في
+
+512
+00:48:27,460 --> 00:48:32,430
+الـ hidden صح؟ وبالتالي إحنا بدنا نرجع بعض المسؤولية
+
+513
+00:48:32,430 --> 00:48:40,210
+عليهم هاي بعض المسؤولية small delta k هذا هذا الـ
+
+514
+00:48:40,210 --> 00:48:43,950
+node كل واحدة من هدولها حسبة الـ small delta k
+
+515
+00:48:43,950 --> 00:48:49,150
+تبعها ولا لأ صح ولا لأ؟ أرجع تاني الـ error
+
+516
+00:48:49,150 --> 00:48:52,690
+gradient هذا إحنا الآن رجعنا على الـ output مش كل
+
+517
+00:48:52,690 --> 00:48:55,950
+واحدة منهم تحسب الـ small delta k تبعها small delta
+
+518
+00:48:55,950 --> 00:49:01,930
+k تبعها اللي هو الـ error gradient الآن بدي أضرب في
+
+519
+00:49:01,930 --> 00:49:09,610
+الـ errors أضرب في الأوزان تبع كل الـ inputs اللي
+
+520
+00:49:09,610 --> 00:49:15,850
+دخل عليها هذا لما أنا أقول wjk إيش يعني؟ يعني الوزن
+
+521
+00:49:15,850 --> 00:49:20,570
+اللي تبع الـ input اللي طالع اللي رايح على k من j
+
+522
+00:49:20,570 --> 00:49:30,040
+يعني هي وزن وهي وزن وهي وزن وهي وزن كل واحد من
+
+523
+00:49:30,040 --> 00:49:34,260
+هؤلاء الأوزان سينضرب في Delta K Delta K هي Error
+
+524
+00:49:34,260 --> 00:49:41,300
+Gradient تبع هذا الـ node سينضرب في ماذا؟ في WJK
+
+525
+00:49:41,300 --> 00:49:48,240
+وينجمع الكلام هذا كله هذا الكلام يعني Error تبعها
+
+526
+00:49:48,240 --> 00:49:56,840
+جاء بسبب كل الـ nodes اللي غذوها هذا الكلام ينضرب
+
+527
+00:49:57,370 --> 00:50:04,830
+لأن لما تحسب الـ delta J تبعتها تضرب الـ output
+
+528
+00:50:04,830 --> 00:50:12,450
+تبعها مضروب في واحد ناقص output هذا يعني Y²-Y صح أو
+
+529
+00:50:12,450 --> 00:50:18,970
+لأ أنا بسطّط أخدت الـ YJ مضروب في واحد ناقص YJ يعني
+
+530
+00:50:18,970 --> 00:50:29,180
+Y-YJ² صح هذا النقطة ينضرب في مجموعة الصميشن هذه
+
+531
+00:50:29,180 --> 00:50:34,300
+عشان نحصل على الـ error gradient تبع هذا الـ node
+
+532
+00:50:34,300 --> 00:50:39,920
+ونكرر الكلام هذا كله للـ other nodes عندما حصلنا
+
+533
+00:50:39,920 --> 00:50:43,340
+على هذا الكلام للـ node نرجع تاني بنفس الطريقة اللي
+
+534
+00:50:43,340 --> 00:50:48,040
+حسبنا فيها الوزن الجديد للـ output node نعمل نفس
+
+535
+00:50:48,040 --> 00:50:51,710
+الشيء اللي هو بأخد الـ error gradient بأضربه في
+
+536
+00:50:51,710 --> 00:50:53,850
+اللي دخل على الـ node وبأضربه في الـ learning rate
+
+537
+00:50:53,850 --> 00:50:58,790
+بيطلع الـ delta w بجمع الـ delta w على الـ w الحالي
+
+538
+00:50:58,790 --> 00:51:06,370
+بيطلع معايا الـ weight الجديد هذا الكلام بنكرره
+
+539
+00:51:06,370 --> 00:51:11,250
+مرة مرتين تلاتة إلى أن الـ node بتتعلم الـ network
+
+540
+00:51:11,250 --> 00:51:15,430
+بتتعلم إيش يعني؟ بتتعلم يعني الـ error  السابعة هتصبح
+
+541
+00:51:15,430 --> 00:51:22,290
+صفر هنجرب إن شاء الله بنطلع على الكلام هذا بشكل
+
+542
+00:51:22,290 --> 00:51:27,070
+يعني مفصل بالأرقام خلاصة الأمر أنه إحنا الآن بدنا
+
+543
+00:51:27,070 --> 00:51:31,630
+نفهم الشغل الأساسي وهو أنه لما يكون عندي perceptron
+
+544
+00:51:31,630 --> 00:51:38,850
+يعني نورون واحد قليل العمل تبعته أو الـ learning الـ
+
+545
+00:51:38,850 --> 00:51:41,770
+learning technique تبعته واحدة هي تعديل الأوزان
+
+546
+00:51:41,770 --> 00:51:45,950
+بناء على الفرق ما بين الـ actual output و الـ
+
+547
+00:51:45,950 --> 00:51:52,660
+desired output بيبقى معطيه في أثناء عملية التدريب
+
+548
+00:51:52,660 --> 00:51:56,000
+وهذا المقصود بالـ learning أو supervised learning
+
+549
+00:51:56,000 --> 00:52:00,880
+supervised learning يعني نعطيه input ومع كل input
+
+550
+00:52:00,880 --> 00:52:04,760
+بنقوله إيش الـ output الصحيح اللي المفروض يطلع و
+
+551
+00:52:04,760 --> 00:52:10,200
+بنشغل عملية الـ iterations مرة ومرة عشان يضبط
+
+552
+00:52:10,200 --> 00:52:14,540
+الأوزان تبعته تدريجيا إلى أن تصبح الأوزان stable
+
+553
+00:52:14,540 --> 00:52:18,140
+stable يعني ما بقي تتمشي عليه تغييريا ما لا تمشي
+
+554
+00:52:18,140 --> 00:52:22,060
+عليه تغيير بالمرة، يا ما التغيير أصبح طفيف بالقدر
+
+555
+00:52:22,060 --> 00:52:26,820
+اللي نقدر نهمله يعني واحد في الألف مثلا، إجمالي
+
+556
+00:52:26,820 --> 00:52:32,060
+الـ sum تبع كل الـ errors تبع كل الـ nodes لما يبقى
+
+557
+00:52:32,060 --> 00:52:35,580
+عندي neural network يعني زي هيك ويبقى فيها Hidden
+
+558
+00:52:35,580 --> 00:52:40,940
+Layers العملية بتصير على جزءين عملية تعديل
+
+559
+00:52:40,940 --> 00:52:43,780
+الأوزان أو عملية الـ learning بتصير على جزءين جزء
+
+560
+00:52:43,780 --> 00:52:48,280
+الأول بتتعلق بتعديل الـ output nodes للأوزان
+
+561
+00:52:48,280 --> 00:52:53,440
+تبعتها وهذا بعد ذلك يترجع العالمين على الـ hidden
+
+562
+00:52:53,440 --> 00:53:01,140
+nodes اللي هم يعدّلوا الأوزان تبعتهم هذا اسمه أن الـ
+
+563
+00:53:01,140 --> 00:53:04,300
+input signals بتمشي في هذا الاتجاه و الـ error of
+
+564
+00:53:04,300 --> 00:53:07,320
+signals الـ input data بتمشي في هذا الاتجاه و الـ
+
+565
+00:53:07,320 --> 00:53:10,240
+error of data بتمشي في هذا الاتجاه هذه بتروح الـ
+
+566
+00:53:10,240 --> 00:53:14,100
+error of data اللي جايبة لها علشان تتعلم اذا في layer
+
+567
+00:53:14,100 --> 00:53:17,880
+واحدة أو أكثر في الـ hidden علشان كل واحدة تعدل
+
+568
+00:53:17,880 --> 00:53:23,080
+الأوزان تبعها okay ستة أمثلة إن شاء الله المحاضرة
+
+569
+00:53:23,080 --> 00:53:26,320
+الجاية نشوفهم وبعدين بنشوف كيف عملية التعلم
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..4379f845bd9488d20ae37bec5e4b072e4353d2ee
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4540, "start": 21.06, "end": 45.4, "text": "بسم الله الرحمن الرحيم المحاضرة يا شباب اليوم ان شاء الله بنبدأ موضوع جديد هو ممكن نعتبره يعني استكمال ال express systems و ممكن ناخده على انه موضوع منفصل كيف يعني؟ يعني موضوع ال artificial neural networks اللي هو العمال الكبير ممكن يكون واحدة من التقنيات اللي متقبقة في ال express systems", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 9673, 5016, 46958, 25720, 35186, 13412, 3555, 16758, 45595, 20498, 16472, 13412, 16606, 21984, 44945, 44510, 10721, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 31439, 3714, 43020, 8717, 34268, 26890, 3224, 37495, 22653, 44713, 24793, 6027, 2423, 5109, 3652, 4032, 3714, 43020, 8717, 47283, 3215, 3224, 15844, 16472, 3224, 3714, 2407, 11242, 45367, 9154, 5172, 36520, 9122, 33911, 37495, 22653, 22807, 37495, 22653, 3714, 2407, 11242, 45367, 2423, 11677, 18161, 9590, 13672, 1829, 31439, 18863, 2304, 6027, 33251, 3555, 13546, 3714, 43020, 7251, 30544, 36764, 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بنية ال Perceptron Perceptron هو الخلية الواحدة في النتورة أو لبنة البناء الأساسية لـ Artificial neural network التكون من بالأساس", "tokens": [6027, 5016, 4117, 1829, 18871, 2423, 39184, 3026, 1336, 2044, 8717, 44510, 10721, 9154, 2423, 4137, 29538, 2423, 4137, 29538, 6055, 2407, 11242, 5016, 44945, 10632, 2423, 3026, 1336, 2044, 3026, 1336, 2044, 31439, 33962, 1211, 10632, 2423, 14407, 24401, 3660, 8978, 2423, 29399, 13063, 3660, 34051, 5296, 3555, 1863, 3660, 29739, 1863, 16606, 16247, 3794, 32277, 10632, 5296, 39184, 5735, 10371, 18161, 3209, 16712, 30544, 9154, 20666, 10721, 3794, 32277], "avg_logprob": -0.477430565489663, "compression_ratio": 1.6055555555555556, "no_speech_prob": 0.0, "words": [{"start": 183.41, "end": 184.27, "word": "الحكي", "probability": 0.460693359375}, {"start": 184.27, "end": 184.39, "word": " عن", "probability": 0.93896484375}, {"start": 184.39, "end": 184.55, "word": " الـ", "probability": 0.5626220703125}, {"start": 184.55, "end": 185.31, "word": " 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534.02, "end": 563.46, "text": "بالـ error ال P هذه اختصار لل iteration يعني P1 سواء iteration وان احنا بندرب ال Perceptron على عدة iterations P1, P2, P3 لعديد مثلا مائة iterations او مائتين iterations okay الآن زي ما قلنا اذا في error اذا في error ما بين ال Y اللي حسبها ال Perceptron من ال Y اللي المفروض تطلع هذا الكلام بنعكس على الأوزان الأوزان بتتغير", "tokens": [3555, 6027, 39184, 6713, 2423, 430, 29538, 1975, 46456, 9381, 9640, 24976, 24784, 37495, 22653, 430, 16, 8608, 2407, 16606, 24784, 4032, 7649, 1975, 5016, 8315, 44945, 3215, 25513, 2423, 3026, 1336, 2044, 15844, 6225, 41891, 36540, 430, 16, 11, 430, 17, 11, 430, 18, 5296, 3615, 16254, 3215, 50113, 15040, 3714, 16373, 3660, 36540, 1975, 2407, 3714, 16373, 2655, 9957, 36540, 1392, 6024, 48506, 30767, 1829, 19446, 12174, 1211, 8315, 1975, 15730, 8978, 6713, 1975, 15730, 8978, 6713, 19446, 49374, 2423, 398, 13672, 1829, 11331, 35457, 11296, 2423, 3026, 1336, 2044, 9154, 2423, 398, 13672, 1829, 9673, 5172, 32887, 11242, 6055, 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تعطيني negative one في حاجة اسمها segment function segment function هذه معادلة sum نحط السنة فوق الأبسلون فوق ال E و ال output هنا الآن بيطلع رقم عشري مش عشري مش binary هذوله binary ده صح هذوله binary ال output ال Y هنا", "tokens": [2407, 4724, 43042, 3224, 8717, 36178, 25124, 1829, 38207, 11933, 15730, 25961, 2423, 1783, 5551, 4117, 26890, 9154, 5551, 3794, 5172, 1211, 1958, 6156, 3555, 2655, 3615, 9566, 9957, 1829, 1804, 472, 4032, 11933, 15040, 6055, 3615, 9566, 9957, 1829, 3671, 472, 8978, 11331, 26108, 3660, 24525, 2304, 11296, 9469, 2445, 9469, 2445, 29538, 20449, 18513, 37977, 2408, 8717, 5016, 9566, 21136, 1863, 3660, 6156, 30543, 16247, 3555, 3794, 1211, 11536, 6156, 30543, 2423, 462, 4032, 2423, 5598, 34105, 6024, 48506, 4724, 1829, 9566, 1211, 3615, 12602, 4587, 2304, 6225, 8592, 16572, 37893, 6225, 8592, 16572, 37893, 17434, 8032, 8848, 12610, 3224, 17434, 11778, 3224, 20328, 5016, 8032, 8848, 12610, 3224, 17434, 2423, 5598, 2423, 398, 34105], "avg_logprob": 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بتتعلم ال network بتتعلم ايش يعني بتتعلم يعني ال error السابعة هتصبح صفر هضرب جهة ان شاء الله", "tokens": [6027, 39184, 6713, 16235, 4724, 11242, 25513, 3224, 8978, 13672, 1829, 11778, 9778, 1211, 15844, 2423, 9984, 4032, 4724, 11242, 25513, 3224, 8978, 2423, 2539, 3314, 4724, 9566, 1211, 3615, 2423, 8289, 261, 4724, 7435, 2304, 3615, 2423, 8289, 261, 15844, 2423, 261, 21542, 6027, 1829, 4724, 9566, 1211, 3615, 20449, 995, 25528, 2423, 12588, 2423, 2407, 11622, 3615, 25724, 16254, 3215, 23758, 2423, 28820, 10943, 4724, 9957, 37983, 2288, 3224, 3714, 25720, 3714, 43500, 9957, 6055, 1211, 9307, 3660, 30731, 16472, 2423, 9984, 39894, 2655, 3615, 19528, 2423, 3209, 39894, 2655, 3615, 19528, 1975, 1829, 8592, 37495, 22653, 39894, 2655, 3615, 19528, 37495, 22653, 2423, 6713, 21136, 16758, 27884, 8032, 2655, 9381, 49628, 20328, 5172, 2288, 8032, 11242, 25513, 10874, 3224, 3660, 16472, 13412, 16606, 21984], "avg_logprob": -0.312255873112008, "compression_ratio": 1.874015748031496, 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"word": " بتتعلم", "probability": 0.9676513671875}, {"start": 3071.81, "end": 3071.99, "word": " ايش", "probability": 0.7499186197916666}, {"start": 3071.99, "end": 3072.13, "word": " يعني", "probability": 0.88818359375}, {"start": 3072.13, "end": 3072.71, "word": " بتتعلم", "probability": 0.8736572265625}, {"start": 3072.71, "end": 3073.29, "word": " يعني", "probability": 0.897216796875}, {"start": 3073.29, "end": 3073.49, "word": " ال", "probability": 0.9306640625}, {"start": 3073.49, "end": 3073.69, "word": " error", "probability": 0.927734375}, {"start": 3073.69, "end": 3074.17, "word": " السابعة", "probability": 0.5309244791666666}, {"start": 3074.17, "end": 3075.43, "word": " هتصبح", "probability": 0.840576171875}, {"start": 3075.43, "end": 3076.35, "word": " صفر", "probability": 0.9729817708333334}, {"start": 3076.35, "end": 3078.77, "word": " هضرب", "probability": 0.5697835286458334}, {"start": 3078.77, "end": 3079.01, "word": " جهة", "probability": 0.6884765625}, {"start": 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على", "probability": 0.84033203125}, {"start": 3102.71, "end": 3103.15, "word": " الفرق", "probability": 0.9593098958333334}, {"start": 3103.15, "end": 3103.31, "word": " ما", "probability": 0.9267578125}, {"start": 3103.31, "end": 3103.57, "word": " بين", "probability": 0.9853515625}, {"start": 3103.57, "end": 3103.69, "word": " ال", "probability": 0.87890625}, {"start": 3103.69, "end": 3105.03, "word": " actual", "probability": 0.63037109375}, {"start": 3105.03, "end": 3105.71, "word": " output", "probability": 0.96240234375}, {"start": 3105.71, "end": 3105.87, "word": " و", "probability": 0.7548828125}, {"start": 3105.87, "end": 3105.95, "word": " ال", "probability": 0.5634765625}, {"start": 3105.95, "end": 3106.37, "word": " desired", "probability": 0.8935546875}, {"start": 3106.37, "end": 3106.97, "word": " output", "probability": 0.9541015625}], "temperature": 1.0}, {"id": 107, "seek": 313680, "start": 3108.54, "end": 3136.8, "text": "بيبقى معطيله في أثناء عملية التدريب وهذا المقصود بال learning أو supervised learning supervised learning يعني نعطيه input و مع كل input بنقوله ايش ال output الصحيح اللي المفروض يطلع و بنشغل عملية ال iterations مرة و مرة عشان يضبط الأوزان تبعته تدريجيا إلى أن تصبح الأوزان stable stable يعني ما بقي تتمشي على تغيير", "tokens": [3555, 1829, 3555, 4587, 7578, 20449, 9566, 26895, 3224, 8978, 5551, 12984, 1863, 16606, 6225, 42213, 10632, 16712, 3215, 16572, 3555, 37037, 15730, 9673, 4587, 9381, 23328, 20666, 2539, 34051, 46533, 2539, 46533, 2539, 37495, 22653, 8717, 3615, 9566, 1829, 3224, 4846, 4032, 20449, 28242, 4846, 44945, 39648, 3224, 1975, 1829, 8592, 2423, 5598, 31767, 5016, 1829, 5016, 13672, 1829, 9673, 5172, 32887, 11242, 7251, 9566, 1211, 3615, 4032, 44945, 8592, 17082, 1211, 6225, 42213, 10632, 2423, 36540, 3714, 25720, 4032, 3714, 25720, 6225, 8592, 7649, 7251, 11242, 3555, 9566, 16247, 2407, 11622, 7649, 6055, 3555, 34268, 3224, 6055, 3215, 16572, 7435, 25528, 30731, 14739, 6055, 9381, 49628, 16247, 2407, 11622, 7649, 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"probability": 0.83837890625}, {"start": 3194.1, "end": 3194.62, "word": " واحدة", "probability": 0.9850260416666666}, {"start": 3194.62, "end": 3194.74, "word": " او", "probability": 0.95068359375}, {"start": 3194.74, "end": 3195.14, "word": " اكتر", "probability": 0.941650390625}, {"start": 3195.14, "end": 3195.34, "word": " في", "probability": 0.85546875}, {"start": 3195.34, "end": 3195.42, "word": " ال", "probability": 0.87255859375}, {"start": 3195.42, "end": 3195.66, "word": " hidden", "probability": 0.91845703125}, {"start": 3195.66, "end": 3196.68, "word": " علشان", "probability": 0.9729817708333334}, {"start": 3196.68, "end": 3196.86, "word": " كل", "probability": 0.9169921875}, {"start": 3196.86, "end": 3197.22, "word": " واحدة", "probability": 0.9876302083333334}, {"start": 3197.22, "end": 3197.88, "word": " اتعدل", "probability": 0.78179931640625}, {"start": 3197.88, "end": 3198.44, "word": " الأوزان", "probability": 0.79229736328125}, {"start": 3198.44, "end": 3199.56, "word": " تبعتها", "probability": 0.69622802734375}, {"start": 3199.56, "end": 3201.0, "word": " okay", "probability": 0.325439453125}, {"start": 3201.0, "end": 3202.12, "word": " ستة", "probability": 0.3778076171875}, {"start": 3202.12, "end": 3202.48, "word": " مثال", "probability": 0.73974609375}, {"start": 3202.48, "end": 3202.62, "word": " ان", "probability": 0.755859375}, {"start": 3202.62, "end": 3202.72, "word": " شاء", "probability": 0.94775390625}, {"start": 3202.72, "end": 3202.76, "word": " الله", "probability": 0.96630859375}, {"start": 3202.76, "end": 3203.08, "word": " المحاضرة", "probability": 0.8282470703125}, {"start": 3203.08, "end": 3203.46, "word": " تجيبني", "probability": 0.641943359375}, {"start": 3203.46, "end": 3203.9, "word": " نشوفهم", "probability": 0.7791748046875}, {"start": 3203.9, "end": 3204.32, "word": " و", "probability": 0.56591796875}, {"start": 3204.32, "end": 3204.62, "word": " بعدين", "probability": 0.9599609375}, {"start": 3204.62, "end": 3205.06, "word": " بنشوف", "probability": 0.9095052083333334}, {"start": 3205.06, "end": 3205.4, "word": " كيف", "probability": 0.975830078125}, {"start": 3205.4, "end": 3205.82, "word": " عمليت", "probability": 0.84130859375}, {"start": 3205.82, "end": 3206.32, "word": " التعلم", "probability": 0.8828125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 3207.09375, "duration_after_vad": 3024.6593749999865}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..a5573a926dd63b73da941e7f38d3fc7f9decfa54
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/q2TqaTO_Cso_raw.srt
@@ -0,0 +1,2288 @@
+1
+00:00:21,060 --> 00:00:24,380
+بسم الله الرحمن الرحيم المحاضرة يا شباب اليوم ان
+
+2
+00:00:24,380 --> 00:00:32,600
+شاء الله بنبدأ موضوع جديد هو ممكن نعتبره يعني
+
+3
+00:00:32,600 --> 00:00:36,620
+استكمال ال express systems و ممكن ناخده على انه
+
+4
+00:00:36,620 --> 00:00:39,380
+موضوع منفصل كيف يعني؟ يعني موضوع ال artificial
+
+5
+00:00:39,380 --> 00:00:42,640
+neural networks اللي هو العمال الكبير ممكن يكون
+
+6
+00:00:42,640 --> 00:00:44,940
+واحدة من التقنيات اللي متقبقة في ال express
+
+7
+00:00:44,940 --> 00:00:49,440
+systemsولكن يوجد تطبيقات أخرى خارج إطار الـ
+
+8
+00:00:49,440 --> 00:00:53,900
+Express Systems نفهم التقنية هذه وجدام في شباتر
+
+9
+00:00:53,900 --> 00:00:57,700
+لاحقة نشوف كيف هذه التقنية تتوظف في Express
+
+10
+00:00:57,700 --> 00:01:01,640
+Systems المهم الآن أننا نفهمها في حد ذاتها الـ
+
+11
+00:01:01,640 --> 00:01:05,240
+Artificial neural networks في منها نوعية نوصل فيها
+
+12
+00:01:05,240 --> 00:01:09,400
+في ال supervised و ال unsupervised الآن نفهم لماذا
+
+13
+00:01:10,760 --> 00:01:14,680
+أو ال lecture هال lecture أقم سبعة بتتناول بس ال
+
+14
+00:01:14,680 --> 00:01:18,740
+supervised learning و ال lecture اللي بعدها تمانية
+
+15
+00:01:18,740 --> 00:01:22,780
+بتتناول ال unsupervised learning الكلمة الأساسية
+
+16
+00:01:22,780 --> 00:01:25,420
+هنا أنه learning هي عبارة عن واحدة من التقريات
+
+17
+00:01:25,420 --> 00:01:29,680
+اللي بتساعد في أنه نبني system، ال system ممكن
+
+18
+00:01:29,680 --> 00:01:33,540
+يتعلم، يتعلم من أيش؟ من البيانات السابقة ال
+
+19
+00:01:33,540 --> 00:01:36,980
+historical data أو ال training data بنسميها حين
+
+20
+00:01:37,350 --> 00:01:40,250
+عموما الآن شكل ال lecture هذه ال lecture السابعة
+
+21
+00:01:40,250 --> 00:01:44,950
+زي ما قلناها بتتعلق بس ب supervised learning أو
+
+22
+00:01:44,950 --> 00:01:48,510
+supervised artificial neural network المواضيع هذه
+
+23
+00:01:48,510 --> 00:01:53,130
+انا هدخل على طول على ال Perceptron المقدمة النظرية
+
+24
+00:01:53,130 --> 00:01:55,830
+هذه ممكن ان انت تستوعبها على حالك جرّا ان انت
+
+25
+00:01:55,830 --> 00:01:59,210
+تقرأها من ال slides يعني ال slides بتكفي انك
+
+26
+00:01:59,210 --> 00:02:06,690
+تستوعبها هو في الجزيجين هذوله بيمحدللموضوع من حيث
+
+27
+00:02:06,690 --> 00:02:12,170
+انه صلته بالخلايا العصبية في الدماغ وانه هي الأساس
+
+28
+00:02:12,170 --> 00:02:16,830
+لفكرة ال artificial neural networks يبقى بالأساس
+
+29
+00:02:16,830 --> 00:02:21,870
+كلمة neural networks جاي من نورا ومن نورا للخلايا
+
+30
+00:02:21,870 --> 00:02:25,950
+العصبية شبكات من الخلايا العصبية Artificial بمعنى
+
+31
+00:02:25,950 --> 00:02:30,390
+أصطناعي يعني احنا اللي عاملينها تقليد لقاليد العمل
+
+32
+00:02:30,390 --> 00:02:33,970
+تبع ال neural network ال biological
+
+33
+00:02:36,150 --> 00:02:38,910
+هذه الأسلحة ادعت انها او هؤلاء المفروضين اللي احنا
+
+34
+00:02:38,910 --> 00:02:42,190
+هنعديهم ونبدأ على طول في ال Perceptron ال
+
+35
+00:02:42,190 --> 00:02:47,250
+Perceptron اللي هو النوا اللي منها بتبنى الشبكات
+
+36
+00:02:47,250 --> 00:02:51,870
+الشبكات ال artificial neural networks عادة ما
+
+37
+00:02:51,870 --> 00:02:57,390
+بتستخدم في مسائل زي التصنيف قدام هذا الكلام هيظهر
+
+38
+00:02:57,390 --> 00:03:02,450
+مع ان بعد ما نخلص و نفهم قليت عملها فانا الآن بده
+
+39
+00:03:02,450 --> 00:03:09,650
+انتقلالحكي عن الـ Perceptron نبدأ من ال slide هذه
+
+40
+00:03:09,650 --> 00:03:17,550
+ال slide هذه توضح بنية ال Perceptron Perceptron هو
+
+41
+00:03:17,550 --> 00:03:20,990
+الخلية
+
+42
+00:03:20,990 --> 00:03:26,330
+الواحدة في النتورة أو لبنة البناء الأساسية لـ
+
+43
+00:03:26,330 --> 00:03:32,010
+Artificial neural network التكون
+
+44
+00:03:32,010 --> 00:03:38,300
+من بالأساسهذه اسمها linear combiner وهو ال hard
+
+45
+00:03:38,300 --> 00:03:51,760
+limiter ال
+
+46
+00:03:51,760 --> 00:03:57,200
+perceptron بالأساس ينظر له على الأساس انه linear
+
+47
+00:03:57,200 --> 00:04:01,320
+combiner زي ال hard limiter ممكن هذه الجزئيتين
+
+48
+00:04:01,320 --> 00:04:07,410
+ناخدهم لأنهم مكون واحدالـ Perceptor من هذا بيصله
+
+49
+00:04:07,410 --> 00:04:11,070
+input و بيطلع منه multiple inputs بيصله multiple
+
+50
+00:04:11,070 --> 00:04:17,450
+inputs و بيطلع منه one single output الوظيفة
+
+51
+00:04:17,450 --> 00:04:20,930
+الأساسية أو القالية العاملة الأساسية تبع ال
+
+52
+00:04:20,930 --> 00:04:26,610
+Perceptor اللي هو ت combine ال inputs يقارن ال
+
+53
+00:04:26,610 --> 00:04:31,490
+input ب some threshold يقارنه ب some threshold و
+
+54
+00:04:31,490 --> 00:04:35,940
+يطلع ال output بناء على هذاهل ال input أو ال sum
+
+55
+00:04:35,940 --> 00:04:41,280
+هنا combined بمعنى انه بيجمع هل ال sum هذا تجاوز
+
+56
+00:04:41,280 --> 00:04:45,320
+ال threshold إذا تجاوز بيعطي output وإذا لم يتجاوز
+
+57
+00:04:45,320 --> 00:04:50,200
+بيعطي output أخر فال output تبع ال perceptron ممكن
+
+58
+00:04:50,200 --> 00:04:54,920
+نفكر فيه على انه binary output ياما ال value هذا
+
+59
+00:04:54,920 --> 00:04:58,180
+ياما ال value هذا ال values هذه ممكن تبقى 01 او
+
+60
+00:04:58,180 --> 00:05:04,810
+plus one minus one وممكن تبقىأرقام عشرية ما بين
+
+61
+00:05:04,810 --> 00:05:08,870
+الـ 0 و الـ 1 أو ما بين الـ minus one و الplus one
+
+62
+00:05:08,870 --> 00:05:12,430
+فممكن ال output تبقى ال perceptron يبقى binary أو
+
+63
+00:05:12,430 --> 00:05:17,750
+يبقى float هذا الكلام في الآخر إيش مستفيد منه،
+
+64
+00:05:17,750 --> 00:05:19,470
+لنأخد مثال على ذلك
+
+65
+00:05:35,290 --> 00:05:38,830
+قبل المثال خلّيني أظهر برضه نكمل القالية العمال
+
+66
+00:05:38,830 --> 00:05:48,050
+اللي هي ان ال perceptron يتوزن من قالية التعامل
+
+67
+00:05:48,050 --> 00:05:55,330
+بتوعته اللي احنا قولنا فيه learning نبتد
+
+68
+00:05:55,330 --> 00:05:58,050
+مثل ال perceptron بهذا الشكل okay هاي اللي اوت
+
+69
+00:05:58,050 --> 00:06:01,850
+بتتبعه وهي ال input ال input هنا اتنين ممكن يكون
+
+70
+00:06:01,850 --> 00:06:08,590
+اكتر اه اكتر من اتنينالمهم ان ال output تبع ال ال
+
+71
+00:06:08,590 --> 00:06:13,290
+output تبع ال Perceptron ممكن يكون مطابق لل
+
+72
+00:06:13,290 --> 00:06:17,210
+desired output وممكن يكون غير مطابق يعني احنا لما
+
+73
+00:06:17,210 --> 00:06:21,270
+بندرب الشبكة او ال Perceptron زي ال Perceptron
+
+74
+00:06:21,270 --> 00:06:26,490
+الواحد لما بندربه بنعطيله desired output يعني ال
+
+75
+00:06:26,490 --> 00:06:32,530
+output السليم المرغوب فهو ال Perceptron بيقارن ال
+
+76
+00:06:32,530 --> 00:06:38,800
+output اللي طلع منهاللي حسبه هو الـ
+
+77
+00:06:38,800 --> 00:06:44,620
+Y دي هو الـ calculated output و الـ Y دي هو الـ
+
+78
+00:06:44,620 --> 00:06:48,640
+desired الفرق ما بين هدول الاتنين هي ال error اللي
+
+79
+00:06:48,640 --> 00:06:55,300
+هي الخطأ الخطأ هذا اللي هو E الان إذا في خطأ يفرض
+
+80
+00:06:55,300 --> 00:07:00,480
+انه ال perceptron يتعلم من خطأ كيف يتعلم من خطأه
+
+81
+00:07:00,480 --> 00:07:05,280
+بشكل بسيط هو انهأنا برجع تاني في ال slides لورا و
+
+82
+00:07:05,280 --> 00:07:11,400
+هي ان ال inputs هذه تبع ال Perceptron ال inputs
+
+83
+00:07:11,400 --> 00:07:21,540
+هذه X1 و X2 تمام لها أوزان W1 و W2 عملية ال
+
+84
+00:07:21,540 --> 00:07:24,960
+summation اللي بيصير بداخل ال Perceptron اللي
+
+85
+00:07:24,960 --> 00:07:27,620
+بيصير بداخل ال Perceptron هي weighted sum
+
+86
+00:07:27,620 --> 00:07:31,610
+operation المعنى انه كل inputالـ input سبعته
+
+87
+00:07:31,610 --> 00:07:34,310
+مابنجمعوش زي ما هم مابنضعوه في الأول بالإيش
+
+88
+00:07:34,310 --> 00:07:42,570
+بالأوزان تبعهم weighted sum الأوزان هذه هي المحور
+
+89
+00:07:42,570 --> 00:07:46,730
+عملية التعليق بمعنى إيش أنه إذا حسب ال perceptron
+
+90
+00:07:46,730 --> 00:07:55,750
+طلب معاه error هذا
+
+91
+00:07:55,750 --> 00:07:59,650
+ال errorبدي نعكس .. بدي ترتب عليه تعديل في الأوزان
+
+92
+00:07:59,650 --> 00:08:04,490
+أوزانها دي إما بتزيد أو بتتقيل عشان المرة الجاية
+
+93
+00:08:04,490 --> 00:08:10,310
+اللي بنعطيله ال input اللي بعد هيكه يحسب من جديد و
+
+94
+00:08:10,310 --> 00:08:15,490
+يكون اقترب أكتر من الصورة اقترب اكتر من الصورة
+
+95
+00:08:15,490 --> 00:08:18,570
+يبقى الأن آلية عمل ال perseverance اللي هي أنه
+
+96
+00:08:18,570 --> 00:08:22,570
+أولا هو بيعمل combination بيعمل combining لل input
+
+97
+00:08:22,570 --> 00:08:27,140
+طبعا بس لازم يضرب كل input بالإياشبالوزن تبعه
+
+98
+00:08:27,140 --> 00:08:32,760
+بيقارن ال sum ال total بال threshold و هنا على ال
+
+99
+00:08:32,760 --> 00:08:35,860
+threshold بيقول ال output ال output هذا بيقارنه
+
+100
+00:08:35,860 --> 00:08:39,260
+بال desired output هذا هم يكون supervised learning
+
+101
+00:08:39,260 --> 00:08:42,900
+لازم يكون ال input دخل ودخلنا معاها كمان أيش هاي
+
+102
+00:08:42,900 --> 00:08:47,860
+input بدخل و بدخل معاها كمان أيش ال desired هو
+
+103
+00:08:47,860 --> 00:08:53,100
+بيقارن هذا بهذا و الفرق ما بينهم هو عبارة عن أيش
+
+104
+00:08:54,020 --> 00:08:58,020
+بالـ error ال P هذه اختصار لل iteration يعني P1
+
+105
+00:08:58,020 --> 00:09:01,940
+سواء iteration وان احنا بندرب ال Perceptron على
+
+106
+00:09:01,940 --> 00:09:06,860
+عدة iterations P1, P2, P3 لعديد مثلا مائة
+
+107
+00:09:06,860 --> 00:09:11,340
+iterations او مائتين iterations okay الآن زي ما
+
+108
+00:09:11,340 --> 00:09:15,040
+قلنا اذا في error اذا في error ما بين ال Y اللي
+
+109
+00:09:15,040 --> 00:09:19,020
+حسبها ال Perceptron من ال Y اللي المفروض تطلع هذا
+
+110
+00:09:19,020 --> 00:09:25,090
+الكلام بنعكس على الأوزان الأوزان بتتغيركيف تتغير
+
+111
+00:09:25,090 --> 00:09:29,290
+الأوزان ببساطة
+
+112
+00:09:29,290 --> 00:09:38,450
+شديدة لان نحن جايبين الأوزان السابقة إيش
+
+113
+00:09:38,450 --> 00:09:43,010
+معناته ال iteration القادمة هذا ال iteration
+
+114
+00:09:43,010 --> 00:09:47,730
+الحالية هذا ال error هذا ال error في iteration
+
+115
+00:09:47,730 --> 00:09:50,030
+الحالية مضروب في إيش؟
+
+116
+00:09:58,070 --> 00:10:05,210
+الوزن هذا الوزن
+
+117
+00:10:05,210 --> 00:10:14,210
+السابق الوزن السابق الوزن السابق الوزن السابق
+
+118
+00:10:14,210 --> 00:10:18,550
+الوزن السابق الوزن السابق الوزن السابق الوزن
+
+119
+00:10:18,550 --> 00:10:21,130
+السابق الوزن السابق الوزن السابق الوزن السابق
+
+120
+00:10:21,130 --> 00:10:21,810
+الوزن السابق الوزن السابق الوزن السابق الوزن
+
+121
+00:10:21,810 --> 00:10:22,490
+السابق الوزن السابق الوزن السابق الوزن السابق
+
+122
+00:10:22,490 --> 00:10:22,490
+الوزن السابق الوزن السابق الوزن السابق الوزن
+
+123
+00:10:22,490 --> 00:10:22,610
+السابق الوزن السابق الوزن السابق الوزن السابق
+
+124
+00:10:22,610 --> 00:10:23,330
+الوزن السابق الوزن السابق الوزن السابق الوزن
+
+125
+00:10:23,330 --> 00:10:27,520
+السابق الوزن السابق الوزن السابق الوبنفهم ايش يعني
+
+126
+00:10:27,520 --> 00:10:39,320
+learning rate بس المهم ان الوزن الجديد ايه
+
+127
+00:10:39,320 --> 00:10:43,320
+شو ساوي الوزن الحالي الوزن الجديد يعني ايه ايش
+
+128
+00:10:43,320 --> 00:10:46,940
+يعني الوزن اللي هيكون في ال iteration القادمة ساوي
+
+129
+00:10:46,940 --> 00:10:52,600
+الوزن الحالي زائد حاصل ضرب ال input مضروب في ال
+
+130
+00:10:52,600 --> 00:10:54,300
+error مضروب في ال
+
+131
+00:10:57,110 --> 00:11:02,030
+الألفة المصبوط الألفة اللي هي learning rate هذا
+
+132
+00:11:02,030 --> 00:11:08,470
+الكلام من عمل للوزن تبع X1 ومن عمل أيضا للوزن تبع
+
+133
+00:11:08,470 --> 00:11:17,810
+X2 وإذا في كمان other inputs من عمل إلهم كلهم
+
+134
+00:11:17,810 --> 00:11:25,110
+خلّيني
+
+135
+00:11:25,110 --> 00:11:31,110
+أشوف مثلًا عملي على هذا الكلاملو انا فيها اندي ال
+
+136
+00:11:31,110 --> 00:11:38,150
+truth function تبع ال end تعرف ال end بيناقيها two
+
+137
+00:11:38,150 --> 00:11:44,490
+values او two binary values والoutput تبعهم او ال
+
+138
+00:11:44,490 --> 00:11:53,670
+end تبعهم زي
+
+139
+00:11:53,670 --> 00:11:59,810
+هي انا ال truth table تبعend operation انت الآن
+
+140
+00:11:59,810 --> 00:12:06,650
+تتبع ان X1 و X2 هم ال inputs اللي بيدخلهم على ال
+
+141
+00:12:06,650 --> 00:12:11,310
+Perceptron و ال Perceptron وظيفته ان يتعلم اللحظة
+
+142
+00:12:11,310 --> 00:12:14,830
+ما بينهم ال end relationship ما بينهم و دايما
+
+143
+00:12:14,830 --> 00:12:19,190
+يعطيني ال output بالشكل هذا احنا و احنا في عملية
+
+144
+00:12:19,190 --> 00:12:23,430
+التدريب هندخله ال inputs وندخله ال desired output
+
+145
+00:12:24,520 --> 00:12:29,340
+هو لأنه عندما يأخذ ال input ويحسبه إذا طلع ال
+
+146
+00:12:29,340 --> 00:12:33,560
+output اللي حسبه مخالف لهذا الكلام يبقى فيه error
+
+147
+00:12:33,560 --> 00:12:41,700
+في error اللي هو بيعدل على مين بيعدل عليهش على
+
+148
+00:12:41,700 --> 00:12:46,080
+الأوزان الأوزان هذه بيزيد أو تنقص ال iteration
+
+149
+00:12:46,080 --> 00:12:50,420
+اللي بعدها بيدخله ال input اللي بعده وبيكرر
+
+150
+00:12:50,420 --> 00:12:54,330
+العملية هذا الكلام احنا بنعمله مش بس أربع مراتممكن
+
+151
+00:12:54,330 --> 00:12:59,710
+نقيلها على قد أشواط كل أشواط ندخله الأربع هدولة
+
+152
+00:12:59,710 --> 00:13:04,410
+مرة أخرى يعني زي هيك مش عارف إذا كان واضح هذي ال
+
+153
+00:13:04,410 --> 00:13:10,810
+slide ولا لا بس أنت بص عليها و تخيل أو بص على
+
+154
+00:13:10,810 --> 00:13:16,670
+الرسم هذه ال epoch هي مجموعة iterations مجموعة
+
+155
+00:13:16,670 --> 00:13:19,470
+iterations هاي هذه iteration iteration iteration
+
+156
+00:13:19,470 --> 00:13:25,850
+في ال iteration واحدة ندخله إيش؟بتدخله أيضا
+
+157
+00:13:25,850 --> 00:13:30,490
+desired output الأوزان
+
+158
+00:13:30,490 --> 00:13:34,190
+هذه بتكون عملها initialization عشوائي random
+
+159
+00:13:34,190 --> 00:13:39,910
+variables يعني هنا مثلا بناء على الجدول هذه ال W1
+
+160
+00:13:39,910 --> 00:13:49,190
+كانت 0.3 هذا ال initial value تبع W1 و ال W2 كان
+
+161
+00:13:49,190 --> 00:13:49,530
+ايش
+
+162
+00:13:52,610 --> 00:14:01,710
+نقص 0 نقص 0.1 صح لا الهدف نشوف احنا نحسبها ايش ال
+
+163
+00:14:01,710 --> 00:14:06,750
+input؟ Zero صح Zero Zero في ال iteration الأولى ال
+
+164
+00:14:06,750 --> 00:14:11,330
+input Zero Zero ثم رح نضغط بال Zero هذا في ال
+
+165
+00:14:11,330 --> 00:14:13,350
+weight وال Zero هذا في ال weight ونجمع طبعا مبين
+
+166
+00:14:13,350 --> 00:14:20,510
+ان المجموع Zero Zero هذا اللي هو ال total ال sum
+
+167
+00:14:20,830 --> 00:14:28,170
+تبع XI مضروب في Wi يساوي 0 يعني هذا مقارنة بال
+
+168
+00:14:28,170 --> 00:14:28,670
+threshold
+
+169
+00:14:50,640 --> 00:14:57,060
+فاشلو قلّي أن θ يساوي 0 أه خلّيني بس أطلّع ال
+
+170
+00:14:57,060 --> 00:15:12,460
+slide تبعتها طيب
+
+171
+00:15:12,460 --> 00:15:17,040
+okay 0 طب إيش معنى ذلك الكلام
+
+172
+00:15:33,810 --> 00:15:38,710
+أيه ال output اللي هيطلع؟ إذا كان أنا المجموعة تبع
+
+173
+00:15:38,710 --> 00:15:41,970
+ال zero و ال threshold تبع ال zero هيطلع ال output
+
+174
+00:15:41,970 --> 00:15:46,930
+one ولا plus one؟ one ولا .. one ولا zero؟ ال
+
+175
+00:15:46,930 --> 00:15:51,150
+output يعني طلع ال actual output طلع ال zero لأنه
+
+176
+00:15:51,150 --> 00:15:54,790
+لازم يبقى ال output لازم يبقى ال sum أكبر من zero
+
+177
+00:15:54,790 --> 00:16:00,650
+عشان يطلع one المطالبة أنه less than or equalلأ
+
+178
+00:16:00,650 --> 00:16:03,610
+للـ threshold الـ threshold اللي هو قلنا هنا أن θ
+
+179
+00:16:03,610 --> 00:16:12,270
+بساوي 0 طالما أن ال sum هذا طلع يساوى 0 في ال
+
+180
+00:16:12,270 --> 00:16:17,270
+output اللي حيطلع على 0 هذا ال actual output و من
+
+181
+00:16:17,270 --> 00:16:20,430
+ال desired output هاي ال desired output فيهم فرق؟
+
+182
+00:16:20,430 --> 00:16:23,770
+لأ مافيش فرق يبقى ال error zero يتعدى ليش على
+
+183
+00:16:23,770 --> 00:16:30,720
+الأوزان؟ لأ و يبقى الأوزان زمهية الانهذا الكلام في
+
+184
+00:16:30,720 --> 00:16:33,380
+الliterature الأولى الliterature الثانية ماهو ال
+
+185
+00:16:33,380 --> 00:16:38,100
+input اللي هيدخل ال input هذا واحد و ال zero نفس
+
+186
+00:16:38,100 --> 00:16:48,040
+الشيء و ليه مش نفس الشيء واحد هينضرب في ايش
+
+187
+00:16:48,040 --> 00:16:51,900
+واحد
+
+188
+00:16:51,900 --> 00:16:57,640
+هينضرب في ال zero point تلاتة و ال zero هينضرب في
+
+189
+00:16:57,640 --> 00:17:05,890
+ال output التانياللي هو 0.1 إيش هيطلع المجموع؟ 0.3
+
+190
+00:17:05,890 --> 00:17:12,930
+OK خلّيني أشوف أن أنا بتتأكد أن ال threshold احنا
+
+191
+00:17:12,930 --> 00:17:15,590
+الآن بناء على هذا الكلام زي كده ال threshold بيصير
+
+192
+00:17:15,590 --> 00:17:21,510
+0 إحنا عندنا 0.3 0
+
+193
+00:17:21,510 --> 00:17:25,410
+.3 المفروض تعطيني إيش threshold؟ إيش تعطيني
+
+194
+00:17:25,410 --> 00:17:34,380
+output؟ تعطيني واحدةأعطينا واحد لأن الـ 0.3 أكبر
+
+195
+00:17:34,380 --> 00:17:38,420
+منه دعونا نشوف ال step function اللي بيستخدمها ال
+
+196
+00:17:38,420 --> 00:17:53,160
+step
+
+197
+00:17:53,160 --> 00:17:59,000
+function اللي بيستخدمها إذا
+
+198
+00:18:01,030 --> 00:18:06,310
+طلعت واحد ولا سفر؟ طلعت سفر لل threshold إذا أكبر
+
+199
+00:18:06,310 --> 00:18:12,570
+من أو تساوي زيرو بيطلع واحد فإلا بيطلع زيرو بس أنا
+
+200
+00:18:12,570 --> 00:18:18,070
+كده مانتبقش على ال table ال table أنتم معايا واضحة
+
+201
+00:18:18,070 --> 00:18:22,830
+أن المشكلة المشكلة أنه لما أنا بدأ أجي أحسب واحد
+
+202
+00:18:22,830 --> 00:18:29,270
+ضرب 0.3 ايش بيطلع؟0.3 بجمعها على الـ 0 هدا بطلع 0
+
+203
+00:18:29,270 --> 00:18:32,390
+.3 الـ 0.3 هدا أكبر من الـ 0 المفروض يطلع لـ
+
+204
+00:18:32,390 --> 00:18:38,970
+output 1 فهنا ال output إيش اللي نطلع الـ 0.1 لتحت
+
+205
+00:18:38,970 --> 00:18:43,790
+الـ 0.1 لتحت الـ 0.1 لتحت الـ 0.1 لتحت الـ 0.1
+
+206
+00:18:43,790 --> 00:18:54,210
+لتحت الـ 0.1 لتحت الـ 0.1 لتحت الـ 0.1 لتحت
+
+207
+00:18:54,210 --> 00:19:02,460
+الـ 0.1هكذا اصبحت مظبوط انا جربت ال one x واحد
+
+208
+00:19:02,460 --> 00:19:07,160
+واكس اثنين صح؟ Zero ضارب Zero point ثلاث بيطلع
+
+209
+00:19:07,160 --> 00:19:16,280
+Zero وهذا واحد ضارب سالب واحد وعشرة بيطلع سالب
+
+210
+00:19:16,280 --> 00:19:20,460
+مظبوط؟
+
+211
+00:19:20,460 --> 00:19:26,520
+فهكذا بيطلع Zero بيطلع أكبر Zeroبطلع ال output 0
+
+212
+00:19:26,520 --> 00:19:30,640
+فمرة تانية مرة تانية ال input اللى بدخل فى ال
+
+213
+00:19:30,640 --> 00:19:33,100
+iteration ال input اللى بدخل فى ال iteration
+
+214
+00:19:33,100 --> 00:19:38,400
+التانية هو 0 لل X1 و 1 لل X2 بنضربه كل واحد فى
+
+215
+00:19:38,400 --> 00:19:43,960
+الوزن تبعه وبطلع المجموع ناقص أو سالف 0.1 هذا
+
+216
+00:19:43,960 --> 00:19:51,400
+بيطلعلي output 0 مظبوط ال output 0 هذا زى و زى ال
+
+217
+00:19:51,400 --> 00:19:56,350
+desired output فبطلع في ال share نفس ال shareلما
+
+218
+00:19:56,350 --> 00:20:01,070
+ندّه في iteration تلاتة بيكون وضع عندي زيك واجدها
+
+219
+00:20:01,070 --> 00:20:08,530
+بيطلع عندي plus 0.3 plus 0.3 بيوقيني a calculated
+
+220
+00:20:08,530 --> 00:20:13,850
+output of one ال one هذا مخالف لل ash لل desired
+
+221
+00:20:13,850 --> 00:20:17,030
+والفرق ما بينهم ناقص واحد لإن احنا بنجيب ال
+
+222
+00:20:17,030 --> 00:20:21,410
+desired ناقص ال actual او ال calculated فبطلع ال
+
+223
+00:20:21,410 --> 00:20:24,770
+difference سالب واحد هذا ال difference اللي هو ال
+
+224
+00:20:24,770 --> 00:20:31,900
+errorالان ترتب على تعديل الأوزان ايه معادلة تعديل
+
+225
+00:20:31,900 --> 00:20:37,140
+الأوزان اللى طلعنا عليها ان
+
+226
+00:20:37,140 --> 00:20:43,380
+ال W I
+
+227
+00:20:43,380 --> 00:20:47,180
+لإتراشن
+
+228
+00:20:47,180 --> 00:20:56,350
+القادمة WI لإتراشن الحاليةزائد Alpha مضروبة في X
+
+229
+00:20:56,350 --> 00:21:04,910
+الوزن الحالي مضروبة في X الوزن الحالي مضروبة في X
+
+230
+00:21:04,910 --> 00:21:10,350
+الوزن
+
+231
+00:21:10,350 --> 00:21:12,250
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+232
+00:21:12,250 --> 00:21:15,250
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+233
+00:21:15,250 --> 00:21:16,330
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+234
+00:21:16,330 --> 00:21:16,890
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+235
+00:21:16,890 --> 00:21:16,890
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+236
+00:21:16,890 --> 00:21:17,810
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+237
+00:21:17,810 --> 00:21:20,690
+الحالي مضروبة في X الوزن الحالي مضروبة في X الوزن
+
+238
+00:21:20,690 --> 00:21:27,690
+الحالألفة نتعامل معها لإنها 0.2 ألفة
+
+239
+00:21:27,690 --> 00:21:31,070
+بالساوية 0.2 وهذا تقولنا إيش اسمه ال learning rate
+
+240
+00:21:31,070 --> 00:21:34,990
+اللي هان بدنا نشوف أثر كبر أو زغر هذا الرقم على
+
+241
+00:21:34,990 --> 00:21:42,830
+عملية التعليم بس قدامي فعلا 0.2 مضروف في إيش ال
+
+242
+00:21:42,830 --> 00:21:50,570
+input الحالي واحد مضروف في البزن الحالي اللي هو 0
+
+243
+00:21:50,570 --> 00:21:59,230
+.3صح يساوي 0.3 زائد لأ انا اللطف مش الوزن ال error
+
+244
+00:21:59,230 --> 00:22:05,890
+صح ال error ال
+
+245
+00:22:05,890 --> 00:22:15,310
+error اللي هو قداش ال error ال ناقص صح مظبوط يبقى
+
+246
+00:22:15,310 --> 00:22:20,410
+يبقى
+
+247
+00:22:20,410 --> 00:22:20,510
+ايه
+
+248
+00:22:33,890 --> 00:22:46,490
+مرة تانية واحدة معجلة wi plus one ساوى السابق زاد
+
+249
+00:22:46,490 --> 00:22:46,930
+ال delta
+
+250
+00:22:54,390 --> 00:22:59,130
+هذه دلتا دلتا
+
+251
+00:22:59,130 --> 00:23:05,710
+هي مقرار الزيادة احسبها كتابي بساوية ال alpha ضرب
+
+252
+00:23:05,710 --> 00:23:09,450
+ال X انا
+
+253
+00:23:09,450 --> 00:23:12,590
+ببدأ اختصر ال P هي اللي بختصرها انا ببدأ اضرب ال E
+
+254
+00:23:12,590 --> 00:23:20,230
+ايه بمصبوط هيك او لا لأ هذه لحالة هيك البعد الزائد
+
+255
+00:23:20,230 --> 00:23:32,830
+هو دلتا نفسه صحماذا قبل أن نقول هو X1-1 X1
+
+256
+00:23:32,830 --> 00:23:43,870
+-1 X1-1 X1-1 X1
+
+257
+00:23:43,870 --> 00:24:00,680
+-1 X1-1 X1-1لأن اجمعه على الـ 0.3 بيطلع 0.1 لماذا
+
+258
+00:24:00,680 --> 00:24:07,500
+0.1؟
+
+259
+00:24:07,500 --> 00:24:15,420
+المفروض 0.2 نتأكد مرة تانية لأن السابق كان 0.3
+
+260
+00:24:15,420 --> 00:24:27,670
+السابق كان 0.3الـ 0.2 بالسابق فيطلع 0.1 بالموجة
+
+261
+00:24:27,670 --> 00:24:36,370
+فهناك شيء غلط فهناك شيء غلط دعونا نتأكد أن حسبة
+
+262
+00:24:36,370 --> 00:24:51,900
+هذا كمية سليمة هنا الـ W2 W2 P plus 1 السابقة 0لأ
+
+263
+00:24:51,900 --> 00:24:59,060
+ناقص 0.1 و ال delta هي عبارة عن ال
+
+264
+00:24:59,060 --> 00:25:06,260
+alpha هي 0.2 مضروف في ايش مضروف في ال x اللي هي 0
+
+265
+00:25:06,260 --> 00:25:11,660
+مضروف في ال error كل هذا بيطلع zero و بيبقى زي ما
+
+266
+00:25:11,660 --> 00:25:16,460
+هي وهذا صحيح ماشي مع الجدول ايش الغلط اللي عندنا
+
+267
+00:25:16,460 --> 00:25:26,290
+هنا اللي خلّها بتطلع معاناالزي ال واحد هذا غلط هذا
+
+268
+00:25:26,290 --> 00:25:31,190
+مش زي ال jet white ايش السبب انك حضرت واحد X انه
+
+269
+00:25:31,190 --> 00:25:34,830
+ايه حضرت معوض على X واحد انت بتاعت معوض عليها في
+
+270
+00:25:34,830 --> 00:25:38,710
+سفر ماهي واحد ايه X واحد واحد طب ايه معوض تاعت
+
+271
+00:25:38,710 --> 00:25:43,170
+عليها في سفر وين انا موراها هذا لا هذا لا X اتنين
+
+272
+00:25:43,170 --> 00:25:48,570
+هذا لا الوزن التاني احنا الان نحصل في الوزن الاول
+
+273
+00:25:49,600 --> 00:25:54,300
+وزن الأول حسبنا طلع معنا 0.1 هو المفروض في الجدول
+
+274
+00:25:54,300 --> 00:26:02,420
+0.2 اه المفروض يطلع .. احنا حسبنا كان السابق الوزن
+
+275
+00:26:02,420 --> 00:26:06,520
+السابق 0.3 مظبوط إضافة إلى ال delta ال delta هي
+
+276
+00:26:06,520 --> 00:26:11,320
+عبارة عن ال learning rate احتمال ال learning rate
+
+277
+00:26:11,320 --> 00:26:16,480
+مش 0.2 احتمال يكون 0.1 بس انا غلطان خليني اتأكد ان
+
+278
+00:26:16,480 --> 00:26:20,460
+ال learning rate هوهي مالهاش الا هيك هي مالهاش الا
+
+279
+00:26:20,460 --> 00:26:29,880
+انه ال ال alpha بساوي 0.1 طيب
+
+280
+00:26:29,880 --> 00:26:33,880
+لو أخدها على أنها 0.1 بيطلع مظبوط صح؟ بيطلع point
+
+281
+00:26:33,880 --> 00:26:37,620
+two خلاص
+
+282
+00:26:37,620 --> 00:26:41,740
+ماشي هي حتما هيك بس أنا بدور عليها عشان أتأكد مش
+
+283
+00:26:41,740 --> 00:26:42,320
+شايفها
+
+284
+00:27:04,770 --> 00:27:09,930
+بنكمل الآن هنا زي ما انت شايفين جدول لما بدأنا ال
+
+285
+00:27:09,930 --> 00:27:13,770
+iteration جديدة بدأت الأوزان معانا على الأوزان
+
+286
+00:27:13,770 --> 00:27:18,810
+الجديدة صح لأ فرق الأوزان الجديدة هي محل الأوزان
+
+287
+00:27:18,810 --> 00:27:28,890
+الجديدة 0.2 هنا أو نقص 0.1تحت next name حسبنا الان
+
+288
+00:27:28,890 --> 00:27:33,790
+هيطلع ال actual و ال desired غير عن بعض ال error
+
+289
+00:27:33,790 --> 00:27:39,630
+واحد نقص زيرو يسوى واحد واحد الان بماذا؟ بموجة
+
+290
+00:27:39,630 --> 00:27:48,050
+احسب الأوزان الجديدة لأ w واحد w واحد iteration
+
+291
+00:27:48,050 --> 00:27:55,660
+هذه رقم أربع صح بساوي الأوزان تبعد بساوي الالوزن
+
+292
+00:27:55,660 --> 00:28:01,040
+السابق في iteration رقم تلاتة لأ احنا نحصل على رقم
+
+293
+00:28:01,040 --> 00:28:05,080
+خمسة نحصل عزيزي على رقم خمسة كده كانت في الرقم
+
+294
+00:28:05,080 --> 00:28:12,680
+أربعة زائن ايش مضروف بالألفة اي 0.1 مضروف بال X اي
+
+295
+00:28:12,680 --> 00:28:21,000
+واحد مضروف بال error اللي هو واحد صح؟ اذا كده كانت
+
+296
+00:28:21,000 --> 00:28:26,590
+هذه في iteration أربعة كانت 0.2زائد الان جديش هذا
+
+297
+00:28:26,590 --> 00:28:38,410
+المفضل ايش هطلع نصبوت نصبوت لما نحسب وزن w2 لل
+
+298
+00:28:38,410 --> 00:28:47,670
+iteration الجاية بالساوي 0.2 نفسك لأ مش 0.2 w2
+
+299
+00:28:47,670 --> 00:28:59,240
+في iteration 4 زائد ايش نفس الاشي صح0.1 المضروب في
+
+300
+00:28:59,240 --> 00:29:05,980
+واحد ال input كان واحد وال error واحد كده ايه درجة
+
+301
+00:29:05,980 --> 00:29:15,560
+2؟ سالب واحد سالب واحد ساعد 0.1 زائد 0.1 يعني ساوة
+
+302
+00:29:15,560 --> 00:29:20,780
+صفر صح؟ صح اتلا معناك مظبوط ال error الجديد ال
+
+303
+00:29:20,780 --> 00:29:25,870
+weight الجديدهذا الكلام الآن ايش اللي بيحصل ان
+
+304
+00:29:25,870 --> 00:29:32,370
+تدريجيا الأوزان هذه بدأت على ال initial weights
+
+305
+00:29:32,370 --> 00:29:39,790
+كانت 0.3 مع نقطة 0.1 تدريجيا تبدأ تتغير إلى أن في
+
+306
+00:29:39,790 --> 00:29:46,950
+الآخر تستقر عمليا بدأت تستقر من هنا بدأت تستقر
+
+307
+00:29:46,950 --> 00:29:51,650
+الأوزانIteration هو إترايش مابيحصل أي تغيير هدف حد
+
+308
+00:29:51,650 --> 00:29:59,850
+ذاته مؤشر على إن ال Perceptron بطل يعمل Errors صح
+
+309
+00:29:59,850 --> 00:30:05,930
+بقوله بقى بطل يعمل Errors أوزانه تبعته ثبتت و
+
+310
+00:30:05,930 --> 00:30:13,830
+دايما ال desired مطابق لل actual و إتر نقدر نقول
+
+311
+00:30:13,830 --> 00:30:19,070
+إن ال Perceptron اتعلم ال Perceptronاتعلم اتعلم
+
+312
+00:30:19,070 --> 00:30:27,010
+ايش اتعلم انه يعطيني ال output الصحيح ل ال end
+
+313
+00:30:27,010 --> 00:30:31,490
+function لما اعطيله two inputs بيعطيني ال end
+
+314
+00:30:31,490 --> 00:30:36,310
+تبعهم هذا مثال بسيط جدا انا مش محتاج اجيب
+
+315
+00:30:36,310 --> 00:30:40,670
+perceptron و اعلمه علشان احسب ال end gate او ال
+
+316
+00:30:40,670 --> 00:30:44,830
+end function صح ولا لأ if zero and zero بطلع ال
+
+317
+00:30:44,830 --> 00:30:50,280
+zeroF one and one بطلها one otherwise بطلها zero
+
+318
+00:30:50,280 --> 00:30:54,520
+كلها F statement واحد مظبوط بس احنا هذا الكلام
+
+319
+00:30:54,520 --> 00:30:59,480
+مشينا فيه عشان نوضح فكرة او نوضح قالية تعاملهم في
+
+320
+00:30:59,480 --> 00:31:03,060
+ال Perceptron القالية هذه هي اللي بنبنى عليها تبع
+
+321
+00:31:03,060 --> 00:31:07,280
+ال Perceptron هي اللي بنبنى عليهاالتعلم في الشبكة
+
+322
+00:31:07,280 --> 00:31:11,200
+شبكة من ال perceptrons اللي هي نور ال network يعني
+
+323
+00:31:11,200 --> 00:31:14,860
+نور ال network هي عبارة عن شبكة من ال perceptrons
+
+324
+00:31:14,860 --> 00:31:18,740
+هذه و بتشتغل بنفس القليل انه perceptron الواحد في
+
+325
+00:31:18,740 --> 00:31:27,060
+هذه الشبكة الشبكة ممكن تبقى زي هيك و هيك كل واحد
+
+326
+00:31:27,060 --> 00:31:30,640
+من الدلائل هذه هي عبارة عن perceptron فنسميه
+
+327
+00:31:30,640 --> 00:31:35,020
+neuron بالبسيط كل واحد منهم زي ما انت شايفبدخل
+
+328
+00:31:35,020 --> 00:31:39,460
+عليه مجموعة input و بطلع منه مجموعة output ال
+
+329
+00:31:39,460 --> 00:31:42,900
+output في واقع الأمر هم ال duplicates يعني هو نفس
+
+330
+00:31:42,900 --> 00:31:49,100
+ال output هو بطلع output واحد بس بتعمم يعني هذا ال
+
+331
+00:31:49,100 --> 00:31:55,340
+neuron بطلع منه نفس ال output بس بتعمم على مين على
+
+332
+00:31:55,340 --> 00:32:00,840
+كل ال neurons اللي في المرحلة اللي بعد اللي في
+
+333
+00:32:00,840 --> 00:32:08,650
+الطبقة اللي بعدهاكل واحد من هذول نسميهم layer هذي
+
+334
+00:32:08,650 --> 00:32:10,890
+الأخيرة بيسميها output layer لإن هي اللي بيطلع
+
+335
+00:32:10,890 --> 00:32:15,250
+فيها ال output و هذي بيسميها ال input layer و هذول
+
+336
+00:32:15,250 --> 00:32:19,490
+التانين اللي في المصدر بيسميهم hidden layers ال
+
+337
+00:32:19,490 --> 00:32:25,370
+input layer عمليا هذول المربعات دي ماهياش neurons
+
+338
+00:32:25,370 --> 00:32:30,090
+الدوية بس ال neurons ايش يعني مش neuronsالمقاربعات
+
+339
+00:32:30,090 --> 00:32:33,710
+يعني ما بتعملش summation ولا بتعمل activation ولا
+
+340
+00:32:33,710 --> 00:32:39,450
+بتعمل أي اشي بس مجرد نقطة تشعب ال input فيها بتوزع
+
+341
+00:32:39,450 --> 00:32:47,350
+على هم هدول الدوائر هم اللي بيعملوا ال weighted
+
+342
+00:32:47,350 --> 00:32:51,670
+sum وال activation ال calculation هنا ال
+
+343
+00:32:51,670 --> 00:32:56,010
+activation أصبحت عبارة عن مقارنة ال sum بال
+
+344
+00:32:56,010 --> 00:33:00,120
+thresholdبنطلع ال output بناء على هذا المقارنة
+
+345
+00:33:00,120 --> 00:33:04,460
+فالان بدأ ارجع انا قبل ما نفهم قالية عمل ال
+
+346
+00:33:04,460 --> 00:33:07,680
+network ككل بدأ ارجع على مفهوم ال activation
+
+347
+00:33:07,680 --> 00:33:12,480
+function احنا شوفنا ال step لما كنا بنقول بنقارن
+
+348
+00:33:12,480 --> 00:33:20,360
+بال zero كان هذا الكلام جاي
+
+349
+00:33:20,360 --> 00:33:26,310
+من هنا هذول الأربعةيعني بقى أربع أنواع من ال
+
+350
+00:33:26,310 --> 00:33:30,050
+activation functions ال activation functions بتاكل
+
+351
+00:33:30,050 --> 00:33:35,730
+X كابيتل هذا هو ال sum هو ال sum اي sum ال
+
+352
+00:33:35,730 --> 00:33:40,830
+weighted sum تبع حاصل جمع مضاريب ال inputs في
+
+353
+00:33:40,830 --> 00:33:46,490
+أوزانها صح الكلام حاصل جمع مضاريب ال inputs في
+
+354
+00:33:46,490 --> 00:33:50,430
+أوزانها بيطلع عندي ال weighted sum بالان على ال
+
+355
+00:33:50,430 --> 00:33:54,520
+sum هذا و بالان على ال thresholdالـ function بتطلع
+
+356
+00:33:54,520 --> 00:33:57,380
+هذه ال output هذه اسمها step function كيف ال
+
+357
+00:33:57,380 --> 00:34:00,400
+output تبعها اللي هو احنا شفناه أتابعه في المثال
+
+358
+00:34:00,400 --> 00:34:06,100
+إذا X X capital اللي هي ال weighted sum أكبر من أو
+
+359
+00:34:06,100 --> 00:34:11,540
+تساوي ال zero تعطيني one أقل تعطيني ال zero هذه ال
+
+360
+00:34:11,540 --> 00:34:15,200
+function اسمها ال sine function زي ال step زي ال
+
+361
+00:34:15,200 --> 00:34:21,650
+step بس ال output تبعها مش 01 سالب one و plus oneو
+
+362
+00:34:21,650 --> 00:34:24,870
+برضه نفس الشيء إذا كان ال X أكبر من أسفل 0
+
+363
+00:34:24,870 --> 00:34:30,470
+فبتعطيني plus one و إلا تعطيني negative one في
+
+364
+00:34:30,470 --> 00:34:33,670
+حاجة اسمها segment function segment function هذه
+
+365
+00:34:33,670 --> 00:34:39,750
+معادلة sum نحط السنة فوق الأبسلون فوق ال E و ال
+
+366
+00:34:39,750 --> 00:34:44,250
+output هنا الآن بيطلع رقم عشري مش عشري مش binary
+
+367
+00:34:44,250 --> 00:34:48,410
+هذوله binary ده صح هذوله binary ال output ال Y هنا
+
+368
+00:34:48,740 --> 00:34:51,480
+يا إما بيجي وانا zero يا إما بيجي plus one أو
+
+369
+00:34:51,480 --> 00:34:56,560
+minus one أنا 110 و ال linear نفس اللي بدخل عليها
+
+370
+00:34:56,560 --> 00:35:02,480
+بتطلعلي مقابله value إحنا الآن يا إما في الامترال
+
+371
+00:35:02,480 --> 00:35:05,560
+اللي قدام يا إما بتكون ال activation function step
+
+372
+00:35:05,560 --> 00:35:10,960
+أو sign أو sigmoid خليني
+
+373
+00:35:10,960 --> 00:35:14,200
+أنا أطلع على لو أنا عندي مش perceptron واحد عندي
+
+374
+00:35:14,200 --> 00:35:17,740
+network من ال من ال neurons
+
+375
+00:35:21,350 --> 00:35:25,870
+بالمثال هذا أعطيك فكرة لإيش ممكن تستخدم نور ال
+
+376
+00:35:25,870 --> 00:35:30,890
+network أو ال perceptron انت اتبر ان هدولة انكس
+
+377
+00:35:30,890 --> 00:35:35,010
+الان vectors
+
+378
+00:35:35,010 --> 00:35:40,370
+و ال vectors هذه عندي هنا في الحالة هذه X1 و X2
+
+379
+00:35:40,370 --> 00:35:46,430
+لكن تخيل ممكن تبقى خمسة X's X1, X2, X3, X4, X5 و
+
+380
+00:35:46,430 --> 00:35:47,330
+ال vectors هذه
+
+381
+00:35:51,610 --> 00:35:58,290
+رقم هنا إيه معنى إيه دلالة ال network اتعلمت إنها
+
+382
+00:35:58,290 --> 00:36:01,390
+لما تشوف فائدة تعطينا output هذا لما تشوف فائدة
+
+383
+00:36:01,390 --> 00:36:04,350
+تعطينا output هذا لما تشوف input هذا تعطينا output
+
+384
+00:36:04,350 --> 00:36:10,080
+هذاهذا ما نسميه classification انه يدخل عليها
+
+385
+00:36:10,080 --> 00:36:15,000
+input input vector وهي بتصنف ليه ينتمي إلى هذا
+
+386
+00:36:15,000 --> 00:36:19,960
+الفئة أو هذا الفئة جامعة ال zero او جامعة ال one
+
+387
+00:36:19,960 --> 00:36:23,540
+جامعة ال zero هيكون لهم دلالة معينة وجامعة ال one
+
+388
+00:36:23,540 --> 00:36:28,080
+لهم دلالة معينة اخرى فال neural network عادة
+
+389
+00:36:28,080 --> 00:36:30,880
+مستخدم في التصنيف نعطيها vectors و ال vectors هذه
+
+390
+00:36:30,880 --> 00:36:34,420
+لها معنى مثلا بنقول انه أنا مجموع من الأشخاص
+
+391
+00:36:34,730 --> 00:36:39,930
+الاشخاص هذا احنا عنا الخصائص تبعتهم، بقول مثلا طول
+
+392
+00:36:39,930 --> 00:36:44,810
+الشخص ووزن الشخص، عمر الشخص وما إلى ذلك، ونعطيها
+
+393
+00:36:44,810 --> 00:36:50,170
+ميت شخص كل واحد إله إيش الفئام تبعته، و هي بتتعلم
+
+394
+00:36:50,170 --> 00:36:55,510
+تصنيفهم، إن والله هدول الأشخاص ذكور، هدولها إنث،
+
+395
+00:36:55,510 --> 00:36:59,650
+بناء على التدريب اللي احنا بندربله، بنقولهم ..
+
+396
+00:36:59,650 --> 00:37:04,840
+بنقولها إنه .. كل شخص بنقولها إنه إيشهو ذاكر ولا
+
+397
+00:37:04,840 --> 00:37:10,120
+أنثى بعد ما تتدرب وتخلص نسألها عن أي شخص جديد فهي
+
+398
+00:37:10,120 --> 00:37:17,600
+بتعرف اذا كان التصنيف تبعه ذاكر ولا أنثى الان بدنا
+
+399
+00:37:17,600 --> 00:37:21,040
+نشوف اللي هو ال multi-layer Perceptron اللي هو
+
+400
+00:37:21,040 --> 00:37:24,560
+الكلام اللي طلعناه قبل قليل شوية وكيف قالية العمل
+
+401
+00:37:24,560 --> 00:37:30,080
+مثل هذا النوع من ال networks لاحظ انه
+
+402
+00:37:34,600 --> 00:37:39,840
+لحظ أنه لو أحنا مدنيين خلّيني أخد مثال أبسط منها
+
+403
+00:37:39,840 --> 00:37:43,700
+ده يعني ناخد مثال في network تحتوي على hidden
+
+404
+00:37:43,700 --> 00:37:50,280
+layer واحدة زي hidden hidden layer واحدة هذا input
+
+405
+00:37:50,280 --> 00:37:56,200
+layer وهذا hidden layer وهذا output layer الان لو
+
+406
+00:37:56,200 --> 00:37:59,820
+أنت جيت فكرت في هذا الكلام تلاقي أن في أحنا مشكلة
+
+407
+00:37:59,820 --> 00:38:05,240
+وهي إيشالـ neurons اللي هنا اللي على ال output
+
+408
+00:38:05,240 --> 00:38:11,500
+layer لما انا بده ادخل ال input هدخل معاه ال
+
+409
+00:38:11,500 --> 00:38:16,680
+desired output تمام
+
+410
+00:38:16,680 --> 00:38:24,060
+هدخل ال desired الـ desired YD 1 YD 2 YD K YD L
+
+411
+00:38:24,060 --> 00:38:31,220
+الان كل واحد من هدول ال neurons اللي هنا هتقدر
+
+412
+00:38:31,220 --> 00:38:36,170
+تحسب ال errorما بين ال output اللى طلعته وما بين
+
+413
+00:38:36,170 --> 00:38:51,930
+ال output ال actual صح ولا لأ كمان
+
+414
+00:38:51,930 --> 00:38:56,830
+حاصر الفرق ما بينهم هو ايش ال error المشكلة هنا
+
+415
+00:38:56,830 --> 00:39:03,940
+هذه ال node في ال hidden layerما عندهم أي فكرة عنه
+
+416
+00:39:03,940 --> 00:39:09,400
+كdesire يعني مانعرفش هو ييجي يحسب الفرق ما بين ال
+
+417
+00:39:09,400 --> 00:39:13,000
+output تبعه وما بين ال desire هو مش مسئول عن ال
+
+418
+00:39:13,000 --> 00:39:15,400
+desire ده ده اللي مسئول عن ال desire هو مسئول
+
+419
+00:39:15,400 --> 00:39:20,560
+مسئولية جزئية okay فاحنا الآن بنشوف كيف هدول ال
+
+420
+00:39:20,560 --> 00:39:24,560
+nodes يعني هدول ال nodes اللي هنا بيحسموا الفرق أو
+
+421
+00:39:24,560 --> 00:39:28,200
+ال error و بناء على ال error هم بيعدلوا أوزان مين
+
+422
+00:39:30,620 --> 00:39:35,580
+بعد الأوزان مين ال input اللي داخل عليه كل واحدة
+
+423
+00:39:35,580 --> 00:39:39,200
+بيسوي الكلام هذا بشكل مباشر بس الجماعة اللي هنا
+
+424
+00:39:39,200 --> 00:39:54,300
+ايش بيبيسويها أنا كده بشوفه بتفسيري لان هذا
+
+425
+00:39:54,300 --> 00:39:55,720
+عبارة عن ايش multi layer
+
+426
+00:40:04,570 --> 00:40:11,110
+بتفشر من ورا ال network طبعا
+
+427
+00:40:11,110 --> 00:40:15,270
+ال initialization لما نتعامل مع network هبنعمل
+
+428
+00:40:15,270 --> 00:40:19,150
+initialization برضه عشوائي لمن الأوزان تبع ال
+
+429
+00:40:19,150 --> 00:40:25,070
+inputs يعني كل واحدة من ال nodes هذه ال node هي ال
+
+430
+00:40:25,070 --> 00:40:29,330
+inputs تبعونها بنعملها كل واحد منهم ايش أوزان
+
+431
+00:40:29,330 --> 00:40:35,930
+فالأوزان هذه بتبقى بشكل عشوائيأو موزع بالتساوي كيف
+
+432
+00:40:35,930 --> 00:40:43,570
+يعني يعني عندي range هنا FI is the total number of
+
+433
+00:40:43,570 --> 00:40:47,950
+inputs of neuron I يعني عندي نيرون أنا هذا الرقم
+
+434
+00:40:47,950 --> 00:40:53,630
+واحد أكمل inputs عليه أربعة صح كلهم دولة واحد
+
+435
+00:40:53,630 --> 00:40:57,110
+اتنين تلاتة كلهم داخل عليهم أربعة inputs فالوزان
+
+436
+00:40:57,110 --> 00:41:05,630
+تبعتهم يقول two point four على أربعة يساوي ستة0.6
+
+437
+00:41:05,630 --> 00:41:12,850
+0.6 بالموجة و 0.6 بالسائق يعني تخلي الأرزان تبعتك
+
+438
+00:41:12,850 --> 00:41:19,650
+تتروح من بين 0.6 إلى 0.6 بتوزع هذا ال range هذا ال
+
+439
+00:41:19,650 --> 00:41:25,790
+range كده طوله 1.2 دسم ال 1.2 هذا بالتساوي إلى
+
+440
+00:41:25,790 --> 00:41:30,510
+أربع قيم متساوي
+
+441
+00:41:34,040 --> 00:41:36,620
+هذه اللي هو ال initialization لأن ال activation
+
+442
+00:41:36,620 --> 00:41:41,280
+تختار activation function عادة مش هتختار في مسألة
+
+443
+00:41:41,280 --> 00:41:47,620
+الامتحان هيقولك استخدم ال sigmoid او استخدم ال
+
+444
+00:41:47,620 --> 00:41:52,120
+step او استخدم ال sign function ايش معناه ذلك؟
+
+445
+00:41:52,120 --> 00:41:58,020
+معناه ذلك انه لما تحسب الصم اللي هو دايما الصم هذا
+
+446
+00:41:58,020 --> 00:42:02,800
+هو اقع عن حاصل جمع ash المضاري المضروب كل input
+
+447
+00:42:02,800 --> 00:42:12,260
+بال ashبالوزن تبعه هتحسبها و تقسم منهم ال theta ال
+
+448
+00:42:12,260 --> 00:42:17,000
+threshold تبعنا و ال output هذا و ال total هذا
+
+449
+00:42:17,000 --> 00:42:22,640
+تدخلوا على seed mode عشان تطلع ال Y ال Y تبع انهي
+
+450
+00:42:22,640 --> 00:42:27,060
+node تبع ال node اللي انت واقف عليه هنا Yj يعني
+
+451
+00:42:27,060 --> 00:42:28,360
+node من ال nodes تبع ال
+
+452
+00:42:33,540 --> 00:42:38,860
+الـ middle layer YK يعني node من الـ node سبعة الـ
+
+453
+00:42:38,860 --> 00:42:42,540
+output layer أضحك؟ لحظة إن هو .. إيش هنا .. إيش
+
+454
+00:42:42,540 --> 00:42:47,200
+قال؟ على طول أخد ال .. ال sum و طرح منه ال
+
+455
+00:42:47,200 --> 00:42:52,040
+threshold okay ال output .. الفرق ما بين ال .. ال
+
+456
+00:42:52,040 --> 00:42:54,480
+sum و ال threshold هو اللي مدخل على ال segment
+
+457
+00:42:54,480 --> 00:43:00,980
+okay طيب بعدين هذه .. هذه الخطوة مسمى activation
+
+458
+00:43:00,980 --> 00:43:06,310
+activation اللي بينتج عنهابينتج عنها هي ال
+
+459
+00:43:06,310 --> 00:43:09,930
+calculated output بعد ما نحسب ال calculated output
+
+460
+00:43:09,930 --> 00:43:18,130
+لان نود ايش بنسوي نشوف اذا في error ولا لأ صح okay
+
+461
+00:43:18,130 --> 00:43:24,990
+نشوف اذا في error ولا لأ اذا
+
+462
+00:43:24,990 --> 00:43:28,910
+في error معناه ذلك اننا نعمل update للأوزان مافيش
+
+463
+00:43:28,910 --> 00:43:35,900
+error مافيش update للأوزان updating الأوزان للالـ
+
+464
+00:43:35,900 --> 00:43:40,600
+output neurons مختلف
+
+465
+00:43:40,600 --> 00:43:48,380
+عن updating الأوزان لمين للـ hidden neurons تذكر
+
+466
+00:43:48,380 --> 00:43:54,260
+أن في عندي أحناير hidden layer هنا
+
+467
+00:43:54,260 --> 00:43:58,560
+output layer ال
+
+468
+00:43:58,560 --> 00:43:59,420
+output neurons
+
+469
+00:44:04,110 --> 00:44:08,550
+هو ايش اللي حاسب ال error و لا ال error اللي هو
+
+470
+00:44:08,550 --> 00:44:13,750
+عبارة عن ايش الفرق بين ال desire ناقص ال
+
+471
+00:44:13,750 --> 00:44:20,090
+attraction مظبوط هذا ال error بين حسب يدخل في حسبة
+
+472
+00:44:20,090 --> 00:44:28,210
+ال error gradient هذه ايش هذه الإشارة delta صح
+
+473
+00:44:28,210 --> 00:44:32,610
+small delta هذا delta capital وهذا delta small
+
+474
+00:44:38,190 --> 00:44:48,290
+خلاص بعد ذلك بقى اضربه في الـ alpha ثم في ال
+
+475
+00:44:48,290 --> 00:44:53,650
+output بيطلع معايا ايه
+
+476
+00:44:53,650 --> 00:45:01,420
+ال delta وهذا ال capital وهذا ال small تمامالان
+
+477
+00:45:01,420 --> 00:45:04,820
+حسبت انا small delta اللى هى ال error gradient
+
+478
+00:45:04,820 --> 00:45:09,500
+باخد ال error gradient باضربه فى ال output ال
+
+479
+00:45:09,500 --> 00:45:15,180
+actual مبروه فى ال learning rate ال alpha بطلع
+
+480
+00:45:15,180 --> 00:45:18,920
+معاى ال delta يعنى مقدار التغير اللى بيطرق على
+
+481
+00:45:18,920 --> 00:45:23,340
+الوزن هذا المقدار التغير بنضيفه على الوزن السابق
+
+482
+00:45:23,340 --> 00:45:28,950
+بنضيفه على الوزن السابق هذه مقدار التغيربنضيفه على
+
+483
+00:45:28,950 --> 00:45:32,550
+الوزن السابق و بطلع معاه الوزن الجديد و أضح
+
+484
+00:45:32,550 --> 00:45:37,990
+العملية تلات خطوات الآن عملية تغيير الأوزان عملية
+
+485
+00:45:37,990 --> 00:45:42,150
+تغيير الأوزان أولا بحسب ال error gradient ثم بحسب
+
+486
+00:45:42,150 --> 00:45:48,990
+ال error delta او ال weight delta اه بيظهر تغير في
+
+487
+00:45:48,990 --> 00:45:51,810
+الوزن ثم بضيفه على الوزن الحالي
+
+488
+00:45:57,230 --> 00:46:00,450
+خلّي بالك إنه لو مافيش قرر هيطلع هذا المقدار الـ 0
+
+489
+00:46:00,450 --> 00:46:04,350
+كله هذا هيطلع الـ 0 كله هذا الـ 0 كله هيطلع هذا
+
+490
+00:46:04,350 --> 00:46:08,210
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله
+
+491
+00:46:08,210 --> 00:46:08,970
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+492
+00:46:08,970 --> 00:46:08,970
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله
+
+493
+00:46:08,970 --> 00:46:09,290
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+494
+00:46:09,290 --> 00:46:10,050
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله
+
+495
+00:46:10,050 --> 00:46:11,390
+هيطلع هذا الـ 0 كله هيطلع هذا الـ 0 كله هيطلع هذا
+
+496
+00:46:11,390 --> 00:46:21,430
+الـ 0 كله هيطلع هذا الـ 0 كله هيطلع
+
+497
+00:46:21,430 --> 00:46:29,990
+هذا الـ 0 كلههذا الأمر بالنسبة لـ output neurons
+
+498
+00:46:29,990 --> 00:46:35,210
+يعني الـ neurons لاحظ ال subscript الـ K هذه تتبع
+
+499
+00:46:35,210 --> 00:46:46,910
+مين زي ما في الرسم هنا الـ K اللي هم هدولة تفضل
+
+500
+00:46:46,910 --> 00:46:51,530
+اللي هو error gradient بعدين ال weight correction
+
+501
+00:46:51,530 --> 00:46:56,960
+اللي دلت ال weight و بعدين ال weight اللي جديدهذا
+
+502
+00:46:56,960 --> 00:47:14,500
+بالنسبة لـ L أما بالنسبة للـ Hidden Layer الوزن
+
+503
+00:47:14,500 --> 00:47:20,620
+الـ Delta K هذه تحتفظ فيها لأنها تدخل معنا في حسب
+
+504
+00:47:20,620 --> 00:47:25,980
+التعديل الأوزان على الـ Hidden كيف؟ يعني دي أنا
+
+505
+00:47:26,810 --> 00:47:31,790
+error gradient للـhidden
+
+506
+00:47:31,790 --> 00:47:36,590
+small delta g small delta g هو نفس الشيء إبراهن
+
+507
+00:47:36,590 --> 00:47:50,290
+output النوت نحن
+
+508
+00:47:50,290 --> 00:47:50,690
+الآن هنا
+
+509
+00:47:59,160 --> 00:48:03,820
+لأن الواحدة من هدولة لو ال input تبعها اتعمم على
+
+510
+00:48:03,820 --> 00:48:08,380
+مين على كل ال nodes اللي في ال layer اللي بقت يعني
+
+511
+00:48:08,380 --> 00:48:12,420
+بمعنى others هدول ال nodes كانوا أخطأوا كان عندهم
+
+512
+00:48:12,420 --> 00:48:17,760
+errors فهذا بفعل أوزانهم و بفعل ال input اللي
+
+513
+00:48:17,760 --> 00:48:22,220
+أجرهم من ورا يعني هدول ال nodes اللي هنا مسئولين
+
+514
+00:48:22,220 --> 00:48:27,460
+مسئولية جزئية عن الخطأ اللي بيحصل إذا حصل خطأ في
+
+515
+00:48:27,460 --> 00:48:32,430
+ال hidden صح؟وبالتالي احنا بدنا نرجع بعض المسئولية
+
+516
+00:48:32,430 --> 00:48:40,210
+عليهم هاي بعض المسئولية small delta k هدا هاد ال
+
+517
+00:48:40,210 --> 00:48:43,950
+node كل واحدة من هدولها حسبة ال small delta k
+
+518
+00:48:43,950 --> 00:48:49,150
+تبعها ولا لأ صح ولا لأ ارجع التاني ال error
+
+519
+00:48:49,150 --> 00:48:52,690
+gradient هدا احنا الان رجعنا على ال output مش كل
+
+520
+00:48:52,690 --> 00:48:55,950
+واحدة منهم تحسب ال small delta k تبعها small delta
+
+521
+00:48:55,950 --> 00:49:01,930
+k تبعها اللي هو ال error gradientالان بدى نضرب في
+
+522
+00:49:01,930 --> 00:49:09,610
+ال errors نضرب في الأوزان تبع كل ال inputs اللى
+
+523
+00:49:09,610 --> 00:49:15,850
+دخل عليها هذا لما انا اقول wjk ايش يعني يعني الوزن
+
+524
+00:49:15,850 --> 00:49:20,570
+اللى تبع ال input اللى طالع اللى رايح على k من j
+
+525
+00:49:20,570 --> 00:49:30,040
+يعني هى وزن و هى وزن و هى وزن و هى وزنكل واحد من
+
+526
+00:49:30,040 --> 00:49:34,260
+هؤلاء الأوزاد سينضرب في Delta K Delta K هي Error
+
+527
+00:49:34,260 --> 00:49:41,300
+Gradient تبع هذا ال node سينضرب في ماذا؟ في WJK
+
+528
+00:49:41,300 --> 00:49:48,240
+وينجمع الكلام هذا كله هذا الكلام يعني Error تبعها
+
+529
+00:49:48,240 --> 00:49:56,840
+جاء بسبب كل ال nodes اللي غذوها هذا الكلام ينضرب
+
+530
+00:49:57,370 --> 00:50:04,830
+لأن لما تحسب الـ delta J تبعتها تضرب ال output
+
+531
+00:50:04,830 --> 00:50:12,450
+تبعها مضم في واحد نقص output هذا يعني Y²-Y صح او
+
+532
+00:50:12,450 --> 00:50:18,970
+لأ انا بسطط اتخذ ال YJ مضم في واحد ومضم في YJ يعني
+
+533
+00:50:18,970 --> 00:50:29,180
+Y-YJ² صحهذا النقطة ينضرب في مجموعة الصميشن هذه
+
+534
+00:50:29,180 --> 00:50:34,300
+عشان نحصل على ال error gradient تبع هذا ال node
+
+535
+00:50:34,300 --> 00:50:39,920
+ونكرر الكلام هذا كله لل other nodes عندما حصلنا
+
+536
+00:50:39,920 --> 00:50:43,340
+على هذا كلام لل node نرجع تاني بنفس القالي اللي
+
+537
+00:50:43,340 --> 00:50:48,040
+حسبنا فيها الوزن جديد لل output node نعمل نفس
+
+538
+00:50:48,040 --> 00:50:51,710
+الشيء اللي هو باخد الالـ error gradient بضربه في
+
+539
+00:50:51,710 --> 00:50:53,850
+اللي دخل على ال node و بضربه في ال learning rate
+
+540
+00:50:53,850 --> 00:50:58,790
+بطلع ال delta w بجمع ال delta w على ال w الحالي
+
+541
+00:50:58,790 --> 00:51:06,370
+بطلع معايا ال ash الوزع الجديد هذا الكلام بينكرره
+
+542
+00:51:06,370 --> 00:51:11,250
+مرة مرتين تلاتة إلى ان ال node بتتعلم ال network
+
+543
+00:51:11,250 --> 00:51:15,430
+بتتعلم ايش يعني بتتعلم يعني ال error السابعة هتصبح
+
+544
+00:51:15,430 --> 00:51:22,290
+صفر هضرب جهة ان شاء اللهبنطلع على الكلام هذا بشكل
+
+545
+00:51:22,290 --> 00:51:27,070
+يعني مفصل بالأرقام خلاصة الأمر أنه احنا الأن بدنا
+
+546
+00:51:27,070 --> 00:51:31,630
+نفهم شغل أساسي وهي أنه لما يكون عندي perceptron
+
+547
+00:51:31,630 --> 00:51:38,850
+يعني نورون واحد قليل العمل تبعته أو ال learning ال
+
+548
+00:51:38,850 --> 00:51:41,770
+learning technique تبعته واحدة هي تعديل الأوزان
+
+549
+00:51:41,770 --> 00:51:45,950
+بناء على الفرق ما بين ال actual output و ال
+
+550
+00:51:45,950 --> 00:51:52,660
+desired outputبيبقى معطيله في أثناء عملية التدريب
+
+551
+00:51:52,660 --> 00:51:56,000
+وهذا المقصود بال learning أو supervised learning
+
+552
+00:51:56,000 --> 00:52:00,880
+supervised learning يعني نعطيه input و مع كل input
+
+553
+00:52:00,880 --> 00:52:04,760
+بنقوله ايش ال output الصحيح اللي المفروض يطلع و
+
+554
+00:52:04,760 --> 00:52:10,200
+بنشغل عملية ال iterations مرة و مرة عشان يضبط
+
+555
+00:52:10,200 --> 00:52:14,540
+الأوزان تبعته تدريجيا إلى أن تصبح الأوزان stable
+
+556
+00:52:14,540 --> 00:52:18,140
+stable يعني ما بقي تتمشي على تغييريا ما لا تمشي
+
+557
+00:52:18,140 --> 00:52:22,060
+عليها تغيير بالمرة، يا ما التغيير أصبح طفيف بالقدر
+
+558
+00:52:22,060 --> 00:52:26,820
+اللي نقدر نقنشه، يعني واحد في الألف مثلا، إجمالي
+
+559
+00:52:26,820 --> 00:52:32,060
+الـSum تبع كل الـErrors، تبع كل الـNodes، لما يبقى
+
+560
+00:52:32,060 --> 00:52:35,580
+عندي نورة Network، يعني زي هيك، ويبقى فيها Hidden
+
+561
+00:52:35,580 --> 00:52:40,940
+Layers، العملية بدأت تتحركعلى جزءين عملية تعديل
+
+562
+00:52:40,940 --> 00:52:43,780
+الأوزانة أو عملية ال learning بتتصير على جزءين جزء
+
+563
+00:52:43,780 --> 00:52:48,280
+الأول بتتعلق بتعديل انه ال output nodes للأوزان
+
+564
+00:52:48,280 --> 00:52:53,440
+تبعتها وهذا بعد ذلك يترحى العالمين على ال hidden
+
+565
+00:52:53,440 --> 00:53:01,140
+nodes اللي هم عدّوا الأوزان تبعتهم هذا اسمه ان ال
+
+566
+00:53:01,140 --> 00:53:04,300
+input signals تبشي في هذا الاتجاهو ال error of
+
+567
+00:53:04,300 --> 00:53:07,320
+signals ال input data بتمشي في هذا الاتجاه و ال
+
+568
+00:53:07,320 --> 00:53:10,240
+error of data بتمشي في هذا الاتجاه هذه بتروح ال
+
+569
+00:53:10,240 --> 00:53:14,100
+error of data اللي جابلها علشان قمامة اذا في layer
+
+570
+00:53:14,100 --> 00:53:17,880
+واحدة او اكتر في ال hidden علشان كل واحدة اتعدل
+
+571
+00:53:17,880 --> 00:53:23,080
+الأوزان تبعتها okay ستة مثال ان شاء الله المحاضرة
+
+572
+00:53:23,080 --> 00:53:26,320
+تجيبني نشوفهم و بعدين بنشوف كيف عمليت التعلم
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ.srt
new file mode 100644
index 0000000000000000000000000000000000000000..46c06b936ad32cde99c5ad8552420629c91dad37
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ.srt
@@ -0,0 +1,1363 @@
+
+1
+00:00:20,690 --> 00:00:23,410
+بسم الله الرحمن الرحيم اليوم إن شاء الله نكمل
+
+2
+00:00:23,410 --> 00:00:29,370
+محاضراتنا في موضوع الـ search واستخدامه في الذكاء
+
+3
+00:00:29,370 --> 00:00:34,330
+الاصطناعي، آخر محاضرة كنا حكينا في الـ A*
+
+4
+00:00:34,330 --> 00:00:38,170
+algorithm، الـ A* algorithm، وكنا برضه حكينا
+
+5
+00:00:38,170 --> 00:00:42,130
+قبلها عن الـ greedy algorithm، قلنا الفرق كان هو أن
+
+6
+00:00:42,130 --> 00:00:47,430
+الـ A* algorithm بتزيد حاجة بسيطة لها مفعول في
+
+7
+00:00:47,430 --> 00:00:52,280
+optimality، الحالة البسيطة هذه إيش؟ اللي هي أن احنا
+
+8
+00:00:52,280 --> 00:00:59,040
+بنضيف عند تقييم الـ nodes ننظر بس على الـ heuristic
+
+9
+00:00:59,040 --> 00:01:03,800
+value، أو يعني التقدير، قداش هذا الـ node ممكن يقربنا
+
+10
+00:01:03,800 --> 00:01:08,880
+إلى الـ goal، أيضاً بنضيف على ذلك اللي هو إيش؟ الـ g of
+
+11
+00:01:08,880 --> 00:01:13,980
+n، إذا بتذكروا اللي هي قداش كلفنا الوصول إلى هذا الـ
+
+12
+00:01:13,980 --> 00:01:19,860
+node، فكان التقييم النهائي لأي node، f of n بيساوي g
+
+13
+00:01:19,860 --> 00:01:25,760
+of n زائد h of n، وقلنا h of n هنا اختصار لـ
+
+14
+00:01:25,760 --> 00:01:30,900
+heuristic value، تقدير أو estimate لـ قداش احنا
+
+15
+00:01:30,900 --> 00:01:35,440
+بنعتقد هذا الـ node تبعد عن الـ goal اللي احنا
+
+16
+00:01:35,440 --> 00:01:38,840
+بنعمله، الآن احنا في المحاضرة هذه بنشوف two
+
+17
+00:01:38,840 --> 00:01:43,360
+examples لتطبيق الـ A* algorithm في مسألتين أو
+
+18
+00:01:43,360 --> 00:01:47,120
+في two examples، أنا آسف، اللي هو مش واضح كويس،
+
+19
+00:01:47,120 --> 00:01:53,400
+بحاول أوضحها بالـ… بالكلام، اللي أمامنا هو عبارة
+
+20
+00:01:53,400 --> 00:02:00,080
+عن بلوكات، نربح هذا، وعبارة عن قطعة من grid
+
+21
+00:02:00,080 --> 00:02:06,800
+كبير، الـ grid هذا نأخذ
+
+22
+00:02:06,800 --> 00:02:16,020
+منه جزء، هذه الآن، وبنكمل أثناء الشرح باقي
+
+23
+00:02:16,020 --> 00:02:24,800
+الأجزاء، إذا كنت
+
+24
+00:02:24,800 --> 00:02:31,380
+ترغب في التعليقات، إذا كنت ترغب في التعليقات،  
+
+25
+00:02:31,380 --> 00:02:38,500
+إذا كنت ترغب في التعليقات،
+
+30
+00:02:40,100 --> 00:02:43,500
+القطع الخضراء شايفينها، اللون أخضر وهي اللون أحمر،
+
+31
+00:02:43,500 --> 00:02:49,100
+مش واضح كتير، هذه هي الـ start وهذه هي الـ goal، شو
+
+32
+00:02:49,100 --> 00:02:52,060
+يعني start ويعني goal، يعني أنا الآن بدي أبدأ الـ
+
+33
+00:02:52,060 --> 00:02:57,340
+algorithm بتبدأ من هنا، وبتكتشف طريقها إلى الـ goal،
+
+34
+00:02:57,340 --> 00:03:02,020
+بس مش أي طريق، بدها يكون الـ best، أو الـ optimal
+
+35
+00:03:02,020 --> 00:03:07,740
+path، هدول اللي باللون الأزرق، هدول نعتبرهم إيش؟ حائط،
+
+36
+00:03:07,740 --> 00:03:15,960
+أو عائق، الـ Algorithm مش مفروض يعني كيف يتجاوز هذا
+
+37
+00:03:15,960 --> 00:03:19,600
+الحائط، إيش يعني؟ يعني أنا الآن الـ algorithm هنا،
+
+38
+00:03:19,600 --> 00:03:25,420
+بدها تستكشف إيش؟ الـ possible moves، من الطبيعي جداً
+
+39
+00:03:25,420 --> 00:03:29,600
+أن في عندها الثمانية هدول كلهم مفتوحات أمامها، لكن
+
+40
+00:03:29,600 --> 00:03:34,880
+لو أجت على واحدة من هدول اللي هنا أمامها،
+
+41
+00:03:34,880 --> 00:03:38,980
+إيش الـ moves possible من هنا؟ هنا ما تقدرش، هنا
+
+42
+00:03:38,980 --> 00:03:43,400
+ما تقدرش، وهنا ما تقدرش، تقدر تروح هيك أو هيك أو
+
+43
+00:03:43,400 --> 00:03:50,720
+هيك أو هيك، التفريع هذا أولاً، ثانياً أن الانتقال من
+
+44
+00:03:50,720 --> 00:03:54,260
+block لـ block أو من tile إلى tile آخر، من بلاطة
+
+45
+00:03:54,260 --> 00:03:58,740
+لبلاطة، التكلفة مش متساوية، إذا كانت البلاطة مجاورة
+
+46
+00:03:58,740 --> 00:04:08,190
+بـحافة، فالتكلفة عشرة، إذا مجاورة بزاوية، التكلفة 14،
+
+47
+00:04:08,190 --> 00:04:13,210
+نتفق على هذا الكلام، أنه إذا أنا الآن على start و
+
+48
+00:04:13,210 --> 00:04:19,850
+بدي أروح لعندي تمام خيارات، مظبوط؟ هذا الخيار
+
+49
+00:04:19,850 --> 00:04:22,370
+الرقم هو الأمامي، يعني هاي واحد، هاي اثنين، هاي
+
+50
+00:04:22,370 --> 00:04:25,930
+ثلاثة، هاي أربعة، هاي خمسة، هاي ستة، هاي سبعة، هاي
+
+51
+00:04:25,930 --> 00:04:30,510
+ثمانية، الآن من… من… إلى… إلى واحد الـ cost
+
+52
+00:04:30,510 --> 00:04:35,030
+قداش؟ من أسئلة واحد الـ cost 14، من أسئلة اثنين
+
+53
+00:04:35,030 --> 00:04:42,750
+عشرة، الآن الـ algorithm يفترض أن تشغل بنفس الـ
+
+54
+00:04:42,750 --> 00:04:48,680
+strategy الثابتة، من أي node، سواء الـ start أو ما بعد
+
+55
+00:04:48,680 --> 00:04:54,080
+ذلك، بدها تستكشف إيش؟ الـ possible moves، تمام، وكل
+
+56
+00:04:54,080 --> 00:05:00,220
+move بدها تشوف وقداش بدها توصلها، وتحسب، تعمل
+
+57
+00:05:00,220 --> 00:05:05,700
+evaluation لكل واحد من هدول الـ moves وتحطهم على
+
+58
+00:05:05,700 --> 00:05:10,460
+الـ fringe عشان تأخذ إيش؟ الأفضل، للـ iteration اللي
+
+59
+00:05:10,460 --> 00:05:20,790
+بعده، نحل هذا المثال على اللوحة، طولي ماذا سأفعل؟ في
+
+60
+00:05:20,790 --> 00:05:27,930
+نفس المربع، سأكتب ثلاثة أرقام، واحد، اثنين، ثلاثة، سأضع
+
+61
+00:05:27,930 --> 00:05:32,430
+الرقم الذي
+
+62
+00:05:32,430 --> 00:05:38,150
+في هذا الـ block، في الجُرْنة هذه، سأضع الـ F، سأسجله،
+
+63
+00:05:38,150 --> 00:05:42,080
+تشاهدون أن هنا يوجد أرقام أخرى، في بعضها في الـ goal
+
+64
+00:05:42,080 --> 00:05:48,600
+نهاري بضحك، مين الـ G، وفي الـ goal، نهاري بضحك، الـ H،
+
+65
+00:05:48,600 --> 00:05:57,000
+ما تفرّغناش على الـ H لسه، الـ H هو
+
+66
+00:05:57,000 --> 00:06:01,680
+قداش الـ estimate للـ goal؟ طيب أنا الآن على الـ block
+
+67
+00:06:01,680 --> 00:06:08,020
+هذه، إيش بتقترحوا يكون الـ estimate؟ تقديرنا للمسافة
+
+68
+00:06:08,020 --> 00:06:14,330
+ما بين هذا للـ goal؟ عدد البلوكات، وخلاص، على البساطة،
+
+69
+00:06:14,330 --> 00:06:19,490
+يعني أنا ممكن أحسب الـ straight line distance، ولا
+
+70
+00:06:19,490 --> 00:06:25,110
+لأ، ممكن آجي أقول هي أنا من مركز البلوك كده لمركز
+
+71
+00:06:25,110 --> 00:06:30,210
+البلوك كده، وأعمل خط، وبحساب المثلثات أحصل طولي،
+
+72
+00:06:30,210 --> 00:06:33,870
+خلّي بالك أن أصلاً العشرة والـ 14، العشرة والـ
+
+73
+00:06:33,870 --> 00:06:37,910
+14، أنا لما ببدأ في بلوك وهي بلوك وهي بلوك،
+
+74
+00:06:38,600 --> 00:06:44,140
+أنا بأعتبر أن المسافة من هنا لهنا عشرة، وبالتالي
+
+75
+00:06:44,140 --> 00:06:46,620
+هتكون من هنا لهنا، من مركز الـ block لمركز الـ block،
+
+76
+00:06:46,620 --> 00:06:55,360
+عشرة، يبقى هذا عشرة تربيع زائد عشرة تربيع، مية ومية،
+
+77
+00:06:55,360 --> 00:07:01,180
+مئتين، مئتين تحت الجذر، مش هذا الجذر المئتين يكون الـ 14،
+
+78
+00:07:02,530 --> 00:07:06,270
+فأنا ممكن عملياً برضه أعتبر الـ estimate هي عبارة عن
+
+79
+00:07:06,270 --> 00:07:09,270
+الـ straight line distance وأجيبها بحساب المثلثات،
+
+80
+00:07:09,270 --> 00:07:12,510
+اللي بتطلع بشكل كذا، بس احنا بدنا إيش؟ نستخدم هذا،
+
+81
+00:07:12,510 --> 00:07:17,170
+عشان ما نعَجِّدش الحسبة، بنخليها بسيطة، إيش؟ بواسطتها و
+
+82
+00:07:17,170 --> 00:07:21,530
+قفزات، قفزة قفزتين تلاتة أربعة، القفزة الواحدة بعشرة،
+
+83
+00:07:21,530 --> 00:07:27,590
+أربعين، خلاص أصبح عندي أنا الآن بقدر من الآن من،
+
+84
+00:07:27,590 --> 00:07:32,160
+الآن أُعَبِّي الـ H تبع كل البلوكات اللي في الـ H اللي
+
+85
+00:07:32,160 --> 00:07:35,180
+في اللوحة كلها، صح؟ هذا والله مغمض، هي اتنين، أربعين،
+
+86
+00:07:35,180 --> 00:07:39,340
+اتنين، ليش اتنين؟ حسبناها، هذا أربعين، صح؟ وهذا إيش؟
+
+87
+00:07:39,340 --> 00:07:46,000
+بتتوقعه خمسين، صح؟ هذا خلاص أنا إيش برجع ماشي أنا،
+
+88
+00:07:46,000 --> 00:07:49,760
+بدي أجيب بس الآن الثمانين اللي حوالي الـ start هذا،
+
+89
+00:07:49,760 --> 00:07:54,760
+إيش بيكون؟ قفز تلاتة، صح؟ تلاتين، هذا إيش بيكون زي،
+
+90
+00:07:54,760 --> 00:08:03,320
+نضر أربعين، الآن هنا خمسين وأنا سبتين وأنا سبتين،
+
+91
+00:08:03,320 --> 00:08:06,960
+وأنا،
+
+92
+00:08:06,960 --> 00:08:10,680
+سبتين،
+
+93
+00:08:10,680 --> 00:08:13,560
+وأنا سبتين وأنا سبتين وأنا سبتين وأنا سبتين وأنا
+
+94
+00:08:13,560 --> 00:08:21,640
+سبتين وأنا سبتين وأنا سبتين،
+
+95
+00:08:21,640 --> 00:08:25,220
+وأنا سبتين وأنا سبتين وأنا سبتين وأنا سبتين وأنا
+
+96
+00:08:25,220 --> 00:08:27,820
+سبتين، وأنا سبتين وأنا سبتين وأنا سبتين وأنا سبتين، إذا وقفت هنا،
+
+97
+00:08:27,820 --> 00:08:37,500
+هذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14،
+
+98
+00:08:37,500 --> 00:08:42,980
+هذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14 وهذا 14،
+
+109
+00:08:53,370 --> 00:08:58,670
+أنا هبقى من الـ S، وهشوف كل الـ children، صح؟ أن الـ
+
+110
+00:08:58,670 --> 00:09:03,910
+city بتتفرع منها، فهي هذه، خلاص هذه عشرة، صح؟ هذه
+
+111
+00:09:03,910 --> 00:09:10,190
+أربعة عشر، هذه عشرة، مظبوط؟ هذه أربعة عشر، هذه عشرة،
+
+112
+00:09:10,190 --> 00:09:14,610
+هذه أربعة عشر وهذه عشرة وهذه أربعة عشر، صح؟ الآن
+
+113
+00:09:14,610 --> 00:09:19,490
+نجمع، أربعة عشر وأربعين، أربعة وخمسين، عشرة، سبتمبر،
+
+114
+00:09:19,490 --> 00:09:26,190
+ستين، سبتمبر، أربعة، وسبتمبر، خاطر يحط باللون الأسود،
+
+115
+00:09:26,190 --> 00:09:29,990
+عشان بس أنتَ
+
+116
+00:09:29,990 --> 00:09:34,990
+إيه اللي قلناه؟ أربعة وخمسين، هذه سبتين، هذه أربعة و
+
+117
+00:09:34,990 --> 00:09:43,570
+سبعين، هذه إيش؟ سبتين، هذه إيش؟ هذه مش معانا، تمام؟
+
+118
+00:09:43,570 --> 00:09:51,190
+تمام، الآن هذه إيش؟ الآن أنا لو عندي، بدي أتخيل الـ
+
+119
+00:09:51,190 --> 00:09:54,170
+fringe، إيش هو الـ fringe؟ احنا الآن في الـ start، الـ
+
+120
+00:09:54,170 --> 00:09:57,670
+start، طبعاً أول حاجة بنفحصها اللي هي goal؟ لأ، مش
+
+121
+00:09:57,670 --> 00:10:00,150
+goal، على طول بنبدأ نطلع على الـ children تبعونها،
+
+122
+00:10:00,150 --> 00:10:04,210
+طلعنا على الـ children تبعونها، ورصّناهم في مين؟ في
+
+123
+00:10:04,210 --> 00:10:16,510
+الـ fringe، كل واحدة وإيش معها الـ F value، نبدأ
+
+124
+00:10:16,510 --> 00:10:20,720
+مثلاً من وين؟ من هذه، تقول لنا عنها رقم واحد، هي واحد، هي
+
+125
+00:10:20,720 --> 00:10:27,120
+اثنين، هي ثلاثة، مش هي كده أنا رقم طول متّوى، اه، واحد،
+
+126
+00:10:27,120 --> 00:10:32,680
+وأربعين وسبعين، أربع وسبعين، بالضبط، اثنين، ستين،
+
+127
+00:10:32,680 --> 00:10:38,440
+أربعة وسبعين، أربعة وسبعين، أربعة وسبعين، أربعة و
+
+128
+00:10:38,440 --> 00:10:41,800
+سبعين، أربعة وسبعين، أربعة وسبعين، أربعة وسبعين،
+
+129
+00:10:41,800 --> 00:10:43,800
+أربعة وسبعين، أربعة وسبعين، أربعة وسبعين، أربعة و
+
+130
+00:10:43,800 --> 00:10:48,740
+سبعين، أربعة وسبعين، ماذا هو الـ next move؟ ماذا هو
+
+131
+00:10:48,740 --> 00:10:53,720
+الـ next step في الـ algorithm؟ حطّناهم في الـ
+
+132
+00:10:53,720 --> 00:10:58,240
+fringe وقيمناهم، الآن بدأ، بدأنا iteration جديدة، بدأ
+
+133
+00:10:58,240 --> 00:11:02,660
+نعمل selection للـ best، للأفضل، الأفضل هو الأعلى
+
+134
+00:11:02,660 --> 00:11:07,020
+ولا الأقل؟ الأقل، الأربعين، الأربعين، الأربعين،
+
+135
+00:11:07,020 --> 00:11:18,660
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،  الـ start، هطلع عليه رقم أربعة، رقم إيش؟
+
+140
+00:11:18,660 --> 00:11:22,660
+أربعة، نعم، اللي هي قيمتها أربعين، الـ F value تبعها
+
+141
+00:11:22,660 --> 00:11:27,560
+أربعين، صح؟ الآن هنا من أربعة، بدنا إيش؟ نشوف إيش
+
+142
+00:11:27,560 --> 00:11:30,880
+اللي خيارات، الثمانية هذه، أربعة، إيش الخيارات؟
+
+143
+00:11:30,880 --> 00:11:35,220
+الثمانية، واحد، اثنين، ثلاثة، مشطومين، هذه برضه كمان
+
+144
+00:11:35,220 --> 00:11:42,110
+مشطوبة، start، دلّ واحد، اثنين، ثلاثة، أربعة، الآن هدول الـ
+
+145
+00:11:42,110 --> 00:11:48,810
+nodes بدهم يعاد تقييمهم، ما بقدرش أمسك الـ values هذه
+
+146
+00:11:48,810 --> 00:11:55,610
+زمان، ليش؟ لأن اختلفت الـ current node، صرت أنا هنا، أنا
+
+147
+00:11:55,610 --> 00:12:00,270
+تكلف، الآن هيك، صح؟ صرت أنا الآن الـ G، بالضبط، بدأت
+
+148
+00:12:00,270 --> 00:12:06,210
+تغير، الـ H، بقول لنا هدول ثالثة، الآن هنا بالنسبة لي،
+
+149
+00:12:06,210 --> 00:12:11,390
+هاني، صارت عشرة بالنسبة لها، هذا الـ node هذا صار عشرة،
+
+150
+00:12:11,390 --> 00:12:25,610
+بالنسبة لي، هنا صارت أربعة عشر بالنسبة لي، هذه أربعة عشر وهذه عشرة، الآن،
+
+151
+00:12:25,610 --> 00:12:35,610
+الـ F بدأت تتغير، هنا بصير خمسين، هنا بصير أربعة وستين،
+
+152
+00:12:35,610 --> 00:12:42,790
+هنا أربعة وستين، وهنا ياش خمسين، خمسين، الآن هدول الـ two
+
+153
+00:12:42,790 --> 00:12:56,090
+nodes، هدول الـ two nodes already موجودين، الآن ما بروحش أضغط فيهم، already موجودين، بأخذهم، وبأعمل update للـ F value تبعهم، الحين هدول، بتفترض أن
+
+154
+00:12:56,090 --> 00:13:09,520
+رقم اثنين كانت ستين، صارت أربعة وستين، مظبوط؟ هذه ثلاثة، كانت أربعة وخمسين، صارت خمسين، هذه خلاص بالنقاش بنشطب
+
+155
+00:13:09,520 --> 00:13:16,880
+عليها، لأنه already، الآن،
+
+156
+00:13:16,880 --> 00:13:37,730
+ستة، لأ، خمسة وخمسين، ستة، أربعة وستين، أربعة وستين، الآن صرف ياندي إيش؟ مين الـ minimum؟ يا تلاتة يا خمسة، يعني تلاتة أو خمسة، هما الاثنين زي بعض، والاثنين minimum،
+
+157
+00:13:37,730 --> 00:13:57,550
+تقعد تلاتة ولا خمسة؟ أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا أنا
+
+172
+00:14:00,530 --> 00:14:04,010
+Okay، نأخذ الـ إيه؟ تأكيدك، ممكن على مستوى البذل يؤثر
+
+173
+00:14:04,010 --> 00:14:06,670
+الـ random اللي أخدته، يعني ممكن كل random ثاني اللي
+
+174
+00:14:06,670 --> 00:14:11,230
+كنت ماخذه يتطلع، يتأثر، random، ممكن، ممكن، بس احنا
+
+175
+00:14:11,230 --> 00:14:16,650
+الآن بحكم الـ strategy اللي احنا متبعينها، الـ كلها c،
+
+176
+00:14:16,650 --> 00:14:20,890
+يعني احنا مش عارفين قدام إيش فيه، ممكن يكون في
+
+177
+00:14:20,890 --> 00:14:24,330
+block هنا، يعني لو أنا مشيت هيك ربما يكون في block،
+
+178
+00:14:24,330 --> 00:14:36,860
+هنا، اه، يطول عليا المسافة، ف… بس هيبين معاك، هيبين معايا، وهأرجع وأختار هذا، لما يصير هذا هو الـ
+
+179
+00:14:36,860 --> 00:14:41,300
+minimum الوحيد، بعد ما يكون شقّبنا الاحتمال الأولاني،
+
+180
+00:14:41,300 --> 00:14:49,340
+صح؟ صح، اللي احنا تفتكرنا برضه في اللوحة اللي لدينا كلها داسيا، اه اه لو أنا… أنا… أنا… أنا… أنا… أنا… أنا… أنا… أنا…أنا…
+
+181
+00:14:49,340 --> 00:14:59,440
+أنا… أنا… أنا… أنا… أنا… أنا…أنا…
+
+189
+00:14:59,940 --> 00:15:18,000
+ماذا يوجد قدامي؟ هذا وهذا، هذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل وهذا مقفل،
+
+190
+00:15:18,000 --> 00:15:29,000
+هذا مقفل وهذا مقفل،
+
+191
+00:15:29,000 --> 00:15:36,320
+و dead end، تمام، فالآن احنا قررنا ننزل تحت، لأن
+
+192
+00:15:36,320 --> 00:15:45,540
+احنا هنا، خلّي بالك أن أنا برسم الخط هذا، بدي أرسم برضه كمان الخط، أنا هنا انتقلت الحين، صح؟ أنا انتقلت،
+
+193
+00:15:45,540 --> 00:15:51,380
+من أربعة إلى مين؟ إلى خمسة، والتقييم تبعها خمسين،
+
+194
+00:15:51,380 --> 00:16:07,260
+مظبوط، صحيح، بس بدي أتذكر من وين جيت، بدي أذكر، من أين جيت؟ ضروري ولا مش ضروري؟ ضروري أتذكر ولا لأ أنا؟ أتذكر أن الـ goal تبقى في حد ذاتها مش هو الهدف،
+
+195
+00:16:07,260 --> 00:16:20,820
+في حالة أنا لازم أجيب الـ path، فأنا اليوم وصلت لـ G، إذا أنا مش عارف من أين جيت، يعني أنا وصلت لـ G، إذا أنا مش عارف من أين جيت، ضعت، خريطة الطريق ضعت،
+
+196
+00:16:20,820 --> 00:16:28,810
+فعلى الأقل أنا بذكر القفزة السابقة، أو القفزة السابقة، بتوصل للي قبلها وللي قبلها، مظبوط؟ فاحنا بتاعنا عموماً،
+
+197
+00:16:28,810 --> 00:16:49,370
+
+223
+00:17:20,390 --> 00:17:27,990
+أهو، وبحقيقة الحال، أن هذه هي إيش اللي أقصر أو اللي
+
+224
+00:17:27,990 --> 00:17:37,690
+أفضل، وأنزل فيها تمام. شايف المجموعة المعلمة
+
+225
+00:17:37,690 --> 00:17:46,590
+بالأزرق، المعلم بالأزرق، واضح بالأزرق الإطار، تمام. في
+
+226
+00:17:46,590 --> 00:17:51,900
+الآخر، في الآخر إحنا هنصل إلى الـgoal ومعانا..
+
+227
+00:17:51,900 --> 00:17:59,460
+معانا اتجاه اللي إحنا جينا منه، اختصار شديد
+
+228
+00:17:59,460 --> 00:18:05,180
+للخوارزمية، هذه بتشتغل كما لو كان واحد بيدور على
+
+229
+00:18:05,180 --> 00:18:11,360
+شيء وهو ماشي، ممكن يخش في طريق و يرجع منه.. يخش
+
+230
+00:18:11,360 --> 00:18:16,740
+في طريق و يرجع منه، لكنه يسجل، قاعده هو ماشي يسجل
+
+231
+00:18:16,740 --> 00:18:20,760
+عشان يعرف أقصر طريق لما بده يروح المرة الجاية يمشي
+
+232
+00:18:20,760 --> 00:18:24,440
+بس من أقصر طريق ما يتوهش، التوقع نفسه فالـ
+
+233
+00:18:24,440 --> 00:18:29,520
+algorithm في بحثها عن الـgoal، حطوها وتتشعب وتلف
+
+234
+00:18:29,520 --> 00:18:35,580
+ممكن تلف كل اللوحة، لكن وهي بتبحث بتسجل عشان بعد
+
+235
+00:18:35,580 --> 00:18:39,460
+هي، كان لما إحنا نقولها الآن بدنا نروح من هنا إلى الـ
+
+236
+00:18:39,460 --> 00:18:48,350
+goal أو تحدد لنفسها المسار، أقصر مسار. طيب،
+
+237
+00:18:48,350 --> 00:18:53,370
+هذا المثال الأولاني، هذا المثال الأولاني لو أنا بدي
+
+238
+00:18:53,370 --> 00:18:58,650
+أتخيل الـsearch space في هذه الـproblem، بدي أرسمه
+
+239
+00:18:58,650 --> 00:19:04,410
+زي ما أنا رسمته، زي هيك، وبدي أقول إن إحنا لغينا الـ
+
+240
+00:19:04,410 --> 00:19:08,340
+node اللي بنيجي منها، بنرجع لها ثاني. تخيلوا هذا
+
+241
+00:19:08,340 --> 00:19:13,800
+الـsearch space عندما يرتسم، هيبقى tree ولا graph؟
+
+242
+00:19:13,800 --> 00:19:18,220
+لا، لا، ليس فيه loop، ليس فيه loop، صح؟ الـgraph متميز
+
+243
+00:19:18,220 --> 00:19:23,000
+أنه فيه loop، تمام. أنا الآن وأنا بعد ما انتجت من
+
+244
+00:19:23,000 --> 00:19:28,760
+الـstart إلى أربعة options، هدول الـchildren
+
+245
+00:19:28,760 --> 00:19:32,140
+بعدها كانت من أربعة إلى خمسة، الـchildren اللي
+
+246
+00:19:32,140 --> 00:19:41,130
+بيطلعوا من خمسة، هل في بعض منهم كان هناك؟ طب هذه أنا
+
+247
+00:19:41,130 --> 00:19:44,610
+وأنا في أربعة، مش شوفت هذه؟ طب هذه مش كانت برضه
+
+248
+00:19:44,610 --> 00:19:52,030
+كمان child، هي الآن child لأربعة، آسف، الآن أربعة، هذه
+
+249
+00:19:52,030 --> 00:19:59,690
+خمسة، صح؟ آه، هذه خمسة، خمسة child لأربعة، صح؟ في نفس
+
+250
+00:19:59,690 --> 00:20:04,930
+الورقة اللي أصلا خمسة كانت child لـS، أنا ممكن أشوف
+
+251
+00:20:04,930 --> 00:20:12,870
+الـnode أكثر من مرة، تمام. فهي فيها loops، بس إحنا
+
+252
+00:20:12,870 --> 00:20:18,190
+هنعالج.. إذا لقينا
+
+253
+00:20:18,190 --> 00:20:21,830
+.. هنلغي بس دي، جاية منها، يعني مثلا أنا أربعة..
+
+254
+00:20:21,830 --> 00:20:25,810
+أنا أربعة، ألغي.. يعني وأنا.. وأنا.. أنا خمسة
+
+255
+00:20:25,810 --> 00:20:29,870
+من خمسة لأربعة، في طريق، بس أنا مش هحطها في الـ
+
+256
+00:20:29,870 --> 00:20:33,150
+children، الـvisited، هذا مش هتفكر فيه، الـvisited، الـ
+
+257
+00:20:33,150 --> 00:20:36,890
+parent، خلينا نقول الـdirect parent، مش اللي visited
+
+258
+00:20:36,890 --> 00:20:43,210
+ما هو أنا في خمسة، أنا في خمسة، مش عارف كيف هذه has
+
+259
+00:20:43,210 --> 00:20:47,050
+been visited before، بس أنا خليتها، ليش؟ لأنه أنا
+
+260
+00:20:47,050 --> 00:20:50,270
+الآن ممكن يكون الطريق اللي جاي منه هذا أقصر من
+
+261
+00:20:50,270 --> 00:20:55,690
+الطريق اللي من الـstart، واضح؟ فأنا ألغي، صح؟ بس الـ
+
+262
+00:20:55,690 --> 00:21:00,530
+parent، لكن ألغيش شيء ثاني، بالتالي ممكن يكون في، أشوف
+
+263
+00:21:00,530 --> 00:21:03,870
+كأطفال من الـcurrent node، تكون شريفة قبل ذلك
+
+264
+00:21:03,870 --> 00:21:10,970
+وبالتالي هذا الـgraph، والـalgorithm
+
+265
+00:21:10,970 --> 00:21:14,410
+بتعمله، إنها بتأخذ فعلا، بتبارك الـnodes اللي has
+
+266
+00:21:14,410 --> 00:21:17,890
+been visited before، بس بتعملها قاعدة تقييم، لأنه قد
+
+267
+00:21:17,890 --> 00:21:23,030
+يكون المدخل اللي الآن أفضل من المدخل اللي شفناه قبل
+
+268
+00:21:23,030 --> 00:21:27,310
+ذلك. طيب، إحنا الآن بدنا نشوف problem ثاني، الـ
+
+269
+00:21:27,310 --> 00:21:32,520
+problem الثاني، هذه، من أول ما نشوفها، هي شكلها graph
+
+270
+00:21:32,520 --> 00:21:42,880
+واضح من الأصل إنها graph، تتوقعوا
+
+271
+00:21:42,880 --> 00:21:48,380
+إيش ممكن يكون تطبيق لهذا المثال؟
+
+272
+00:21:48,380 --> 00:21:52,100
+تطبيق عملي لهذا المثال، اللي حكينا فيه، الـGPS،
+
+273
+00:21:52,100 --> 00:21:56,620
+الـGPS؟ وفي الألعاب، الألعاب البسيطة، الـtwo
+
+274
+00:21:56,620 --> 00:22:03,630
+-dimensional games، لما يكون مثلا في، في لعبة،
+
+275
+00:22:03,630 --> 00:22:07,530
+بياكل بتحرك، وبده.. وأنت موجود في مكان، وهذا
+
+276
+00:22:07,530 --> 00:22:11,230
+اللي بتحرك، الـsnake، لعبة الـsnake، بتعرفوا، بدها
+
+277
+00:22:11,230 --> 00:22:16,790
+تتجه إليك وتاكل القطعة تبعتك اللي أنت ب.. فهو
+
+278
+00:22:16,790 --> 00:22:20,750
+هيحسب أقصر مسار إليك، هو الـcomputer، الـsystem، الـ
+
+279
+00:22:20,750 --> 00:22:23,730
+game، اللي هتحسب أقصر مسار إليك عشان ما تبقاش تلف
+
+280
+00:22:23,730 --> 00:22:28,170
+هي عارفة أنت وين، بس ضايعة عليها، تعرف إيش أقصر مسار
+
+281
+00:22:28,170 --> 00:22:31,670
+مُؤدٍّ إليك. طبعا بيبقى في حاجات بتجزب حقوقها في
+
+282
+00:22:31,670 --> 00:22:35,150
+اللعبة، فهي بدها تأخذ هذا الكلام كله في الاعتبار، و
+
+283
+00:22:35,150 --> 00:22:41,450
+تشوف أقصر طريق إليك عشان تسيطر عليك بسرعة. طيب، المثال
+
+284
+00:22:41,450 --> 00:22:49,890
+الثاني، إحنا فيه، أعلنا ببساطة شديدة، graph، الـ
+
+285
+00:22:49,890 --> 00:22:55,250
+graph هذا فيه عدة nodes، كل node لها label من A، B،
+
+286
+00:22:56,410 --> 00:23:03,870
+الـC، في عندي الـgoal، وفي عندي الـstart، من
+
+287
+00:23:03,870 --> 00:23:08,090
+الـstart، أنا بقدر أروح على A أو بقدر أروح على B، و
+
+288
+00:23:08,090 --> 00:23:14,690
+من A بقدر أروح على B أو C أو Direct على الـgoal، من
+
+289
+00:23:14,690 --> 00:23:21,610
+B بروح على C فقط، من C على الـgoal فقط. كل واحدة من
+
+290
+00:23:21,610 --> 00:23:28,860
+الـlinks هذه، إن لها cost مختلفة، الـcourse، capital 1, 2،
+
+291
+00:23:28,860 --> 00:23:40,500
+4, 5, 2, 3, 12. طبعا المطلوب نفس الشيء، إن الـalgorithm
+
+292
+00:23:40,500 --> 00:23:47,640
+تبحث عن الـG وتلاقيها، وتلاقيها بأقصر مسار. واضح إن
+
+293
+00:23:47,640 --> 00:23:53,800
+فيه عدة مسارات، فأنا ممكن أطلع من S إلى A إلى G، هذه
+
+294
+00:23:53,800 --> 00:23:54,380
+مسارات
+
+295
+00:24:00,650 --> 00:24:08,590
+من S إلى A إلى C إلى G، من S إلى A إلى C إلى G، من S إلى A إلى C إلى G
+
+296
+00:24:08,590 --> 00:24:13,610
+من S إلى A إلى C إلى G، من S إلى A إلى C إلى G، من S إلى A إلى C إلى G
+
+297
+00:24:13,610 --> 00:24:18,730
+من S إلى A إلى C إلى G، من S إلى A إلى C إلى G
+
+298
+00:24:25,830 --> 00:24:34,890
+هذا هو ربما أقل شيء، صحيح. من S إلى B إلى C إلى G، أربعة
+
+299
+00:24:34,890 --> 00:24:44,510
+من S إلى B، خش من B إلى A،  فهمت؟ هدول الأربعة، أكثر
+
+300
+00:24:44,510 --> 00:24:49,790
+واحد، واضح أنه هو هذا، بدنا الـalgorithm تكتشفه، ماشي؟
+
+301
+00:24:49,790 --> 00:24:54,070
+وإيه اللي حيصير الآن؟
+
+302
+00:24:57,520 --> 00:25:03,040
+مبدئيا نحتاج اليورستيك فانكشن، نحتاج اليورستيك
+
+303
+00:25:03,040 --> 00:25:07,340
+فانكشن، صح؟ اللي تقول لي وأنا واقف على قد إيه تخميني
+
+304
+00:25:07,340 --> 00:25:10,020
+أصول اللي ده، هذا اليورستيك فانكشن، إحنا بدنا
+
+305
+00:25:10,020 --> 00:25:14,700
+نعطيها معطيات في المسألة، نكتبها على شكل جدول
+
+306
+00:25:14,700 --> 00:25:24,300
+التالي، هاي الـstate أو الـnode، وهي الـh value، من S
+
+307
+00:25:25,160 --> 00:25:34,280
+من A إلى G سبعة، من A إلى G ستة، من B اثنين، من C
+
+308
+00:25:34,280 --> 00:25:40,140
+واحد، ومن G إلى G قد إيش؟
+
+309
+00:25:40,140 --> 00:25:49,400
+ليس فيه سؤال، صفر، صح؟ هذا
+
+310
+00:25:49,400 --> 00:25:53,430
+الـheuristic هذا الـgiven، على أي أساس؟ على أساس
+
+311
+00:25:53,430 --> 00:25:58,230
+طبيعة المثال، قد تكون هذه الـcity، قد تكون هذه أي
+
+312
+00:25:58,230 --> 00:26:04,030
+شيء، المهم هي التقدير للمسافات أو لبُعد كل واحد
+
+313
+00:26:04,030 --> 00:26:07,470
+منهم عن الـgoal. ماهي الـalgorithm اللي أنا
+
+314
+00:26:07,470 --> 00:26:13,530
+بتسويها؟ تبدأ بالـS، من الـS نبدأ شكل tree من الـS
+
+315
+00:26:13,530 --> 00:26:20,410
+يعني خيارين، الـS إلى A، والـS إلى B، أنا بدي أكرر الـS
+
+316
+00:26:21,520 --> 00:26:26,380
+أنا المفروض أكتبها هت، بس، صح؟ بس أنا بدي أحط الـ
+
+317
+00:26:26,380 --> 00:26:32,840
+S عشان دائما نذكر إحنا إيه اللي جينا منه. من S إلى A، هذا
+
+318
+00:26:32,840 --> 00:26:39,820
+الـoption، الآن أنا بدي أكتب الـfringe، الـ
+
+319
+00:26:39,820 --> 00:26:48,060
+fringe، في عندي عدة nodes،
+
+320
+00:26:48,060 --> 00:26:59,150
+في عندي إيش؟ الـF value، طبعا إيش
+
+321
+00:26:59,150 --> 00:27:04,750
+الـF value؟ طبعا F يساوي G زائد H، صح؟ أشيل الـN
+
+322
+00:27:04,750 --> 00:27:16,250
+بس للتبسيط هنا، الـG عند هذا الـnode ده، دي إيش؟ و
+
+323
+00:27:16,250 --> 00:27:23,260
+تكلفة الانتقال من S إلى A هو الواحد، زائد تقديرنا
+
+324
+00:27:23,260 --> 00:27:33,920
+المسافة منها إلى الـgoal، اللي هي ستة، هو يساوي سبعة. طيب،
+
+325
+00:27:33,920 --> 00:27:40,740
+هنا الـG، تكلفة الانتقال من S إلى B أربعة، ومن B إلى
+
+326
+00:27:40,740 --> 00:27:45,200
+الـgoal اثنين، 4 زائد 2 يساوي
+
+327
+00:27:55,060 --> 00:28:11,020
+ستة؟ صح؟ صح؟ صح؟
+
+328
+00:28:11,020 --> 00:28:13,100
+ليه لأ؟
+
+329
+00:28:19,190 --> 00:28:24,770
+إيه؟ فـF يساوي G زائد H، الـG عند الـA، هي تكلفة
+
+330
+00:28:24,770 --> 00:28:29,250
+الانتقال إليها واحد، ومنها إلى الـgoal، الجدول يقول لي
+
+331
+00:28:29,250 --> 00:28:34,350
+ستة، يساوي سبعة. أربعة. بالنسبة لي، الـB، التي تكلفة الانتقال
+
+332
+00:28:34,350 --> 00:28:40,630
+إليها G بأربعة، منها إلى الـgoal اثنين، خلاص. بس فيه
+
+333
+00:28:40,630 --> 00:28:45,770
+شغل إحنا نسيناه، وهي إيه؟ إن الـfringe لازم في الأول
+
+334
+00:28:51,660 --> 00:28:55,680
+هذا ما كنت أقوله، بالصح، بالأصل، بالأصل الـfringe قبل
+
+335
+00:28:55,680 --> 00:28:58,280
+ما أنا أحط فيه، هذه الأغنية اللي هو الـB، كان يحتوي
+
+336
+00:28:58,280 --> 00:29:04,740
+على الـS، طيب، الـF تبع الـS يساوي كده؟ تكلفة الوصول
+
+337
+00:29:04,740 --> 00:29:08,700
+للـS هو صفر، صفر، لا، إحنا بنبدأ منها أصلا
+
+338
+00:29:08,700 --> 00:29:15,300
+الانتقال من S، نقول سبعة، سبعة، سبعة، هذا أنا بس عشان
+
+339
+00:29:15,300 --> 00:29:17,800
+الدقة لازم أحط إنه
+
+340
+00:29:20,280 --> 00:29:24,060
+والآن أنا ببدأ أشتغل، هذا لأن أنا لما دخلت على هدول
+
+341
+00:29:24,060 --> 00:29:29,140
+كنت خلاص visited وفحصت وtested، الـS، الآن إيش اللي
+
+342
+00:29:29,140 --> 00:29:33,920
+عندي؟ عندي اثنين، مين الأقصر فيهم؟ الستة، الـB، بالظبط
+
+343
+00:29:33,920 --> 00:29:38,320
+الآن أنا ببدأ أتكلم من الـB، إيش الـB عندي خيارات؟
+
+344
+00:29:38,320 --> 00:29:43,240
+الـC بس، صح؟
+
+345
+00:29:43,240 --> 00:29:48,540
+طيب الـC، الـB إيش؟ في عندنا خيارات اللي هو إيش؟ الـ
+
+346
+00:29:48,540 --> 00:30:01,800
+C، صح؟ يعني S، B، C، صح؟ طيب، هذا الآن لسه
+
+347
+00:30:01,800 --> 00:30:07,800
+جاب الـC، إحنا اخترنا الستة لأنها الأفضل، طيب،
+
+348
+00:30:07,800 --> 00:30:11,900
+اخترناها، يعني بناخد الـnode هذه، وننتقل إليها
+
+349
+00:30:11,900 --> 00:30:18,240
+انتقلنا إليها، الآن إيش بنعمل؟ هل هي goal؟ لأ، ماهي goal
+
+350
+00:30:18,240 --> 00:30:22,460
+goal،  إيش فيه children؟ لأنه فيه واحد
+
+351
+00:30:22,460 --> 00:30:30,280
+تمام، استكشفناه الآن، هذا الواحد، بنا نقيمه، SBC، إيش
+
+352
+00:30:30,280 --> 00:30:37,860
+تقيمه؟ تكلفة الوصول إليه، تكلفة الوصول إليه حتى الآن
+
+353
+00:30:37,860 --> 00:30:43,560
+هي اثنين، كلها، الـG of N، تنساش، هي من الـstart إلى
+
+354
+00:30:43,560 --> 00:30:53,570
+end، ستة زائد إيش؟ واحد.. واحد.. واحد
+
+355
+00:30:53,570 --> 00:30:59,410
+..واحد.. واحد.. سبعة.. سبعة.. تمام؟ حلو؟ طيب،
+
+356
+00:30:59,410 --> 00:31:03,370
+الآن إحنا، لو عندي في الـfringe two choices
+
+357
+00:31:03,370 --> 00:31:06,870
+متساويين، هذا الـchoice، لسه أنا ما انتقلتش إلى
+
+358
+00:31:06,870 --> 00:31:11,070
+سيها، I only explored this sea، أو discovered this
+
+359
+00:31:11,070 --> 00:31:15,400
+sea، بس عشان.. بس عشان أنا أشوف هل أنتقل للـ  ولا
+
+360
+00:31:15,400 --> 00:31:18,260
+لازم أطلع على الـfringe، هل فيه أحسن منها ولا هي
+
+361
+00:31:18,260 --> 00:31:22,020
+الأفضل؟ لقيت إن فيه واحد زيها، اللي هي الـA، شوف أنا
+
+362
+00:31:22,020 --> 00:31:25,860
+من الـB، شفت الـC، بس مش ضروري أروح لها، ممكن أنتقل على
+
+363
+00:31:25,860 --> 00:31:30,320
+الـA، تمام؟ يعني لأ، نمشي depth first، ولأ نمشي
+
+364
+00:31:30,320 --> 00:31:34,340
+breadth first، لأ، نمشي best first، صح؟ حسب إيش
+
+365
+00:31:34,340 --> 00:31:39,400
+التقييمات اللي عندك، فالآن أنا بأطمن، يا ما أبطل الـC،
+
+366
+00:31:39,400 --> 00:31:44,320
+يا ما أنتقل على الـB، واضح؟ إذا انتقلت للـC، خلّيني
+
+367
+00:31:44,320 --> 00:31:48,560
+أنتقل إلى الـC، يعني إن الـC بينها وبين الـgoal خط
+
+368
+00:31:48,560 --> 00:31:53,240
+واحدة، ولكن هذا لا يعني إن الـalgorithm هتمشي،
+
+369
+00:31:53,240 --> 00:31:59,280
+هتكتشف بعد ما تصل للـC، إنه لأ يا عمي، الـC بتتكلف
+
+370
+00:31:59,280 --> 00:32:05,820
+قد إيش؟ إجمالي التكلفة ده، بعدين عالية، صح؟ فخلّيني
+
+371
+00:32:05,820 --> 00:32:12,180
+آخذ الـC، الـC إيش بتفرع منها؟ الـG، شوف الـG صارت
+
+372
+00:32:12,180 --> 00:32:15,300
+على مرمى البصر مني، لكن أنا مش معنّاها إن أنا هنتقل
+
+373
+00:32:15,300 --> 00:32:18,600
+اللي هيقلّها، لأنه أنا ببحث عن مش بس الـgoal في
+
+374
+00:32:18,600 --> 00:32:22,920
+الحلقة، إلا بالـgoal في الـbest، okay، إذا إحنا الآن
+
+375
+00:32:22,920 --> 00:32:26,760
+هذه خلصنا منها، اللي هي الـC، مفترض إنه لأ، إحنا
+
+376
+00:32:26,760 --> 00:32:31,660
+هنتشغلها، فحصّلها، انتقلنا إليها، انتقلنا إليها، ليش؟
+
+377
+00:32:31,660 --> 00:32:34,860
+لأن الـgoal ده بين الاثنين، دولت متساويين، بدي
+
+378
+00:32:34,860 --> 00:32:39,670
+اختارها، وانتقلت إليها، وانتقلت إليها، فحصت، مش goal
+
+379
+00:32:39,670 --> 00:32:43,430
+طب إيش بيطلع منها؟ بيطلع منها one node اللي هي هذه
+
+380
+00:32:43,430 --> 00:32:48,050
+okay، لسه
+
+381
+00:32:48,050 --> 00:32:52,590
+ببحث، عارفين إحنا ليش بيقول من الصغر بحط في الـfringe
+
+382
+00:32:52,590 --> 00:32:58,990
+بحط في الـfringe، الآن، قد إيش التكلفة ثاني؟ SBCG، قد إيش
+
+383
+00:32:58,990 --> 00:33:07,140
+تكلفة ثاني؟ تكلفة الوصول إليها تسعة، تسعة زائد قد إيش؟ صفر
+
+384
+00:33:07,140 --> 00:33:13,280
+الـheuristic value تبعها، يساوي تسعة، حلو؟ الآن أخش
+
+385
+00:33:13,280 --> 00:33:16,920
+عليها، أنا مش عارف هي goal، بس أنا لسه مش عارف أخش
+
+386
+00:33:16,920 --> 0
+
+445
+00:39:17,230 --> 00:39:20,310
+اللي قال okay أنا وصلت للـ G أنا على الورقة أو على
+
+446
+00:39:20,310 --> 00:39:23,690
+الواحد مسجل بس الـ algorithm لازم تسجل في الـ data
+
+447
+00:39:23,690 --> 00:39:27,970
+structure عشان متى وصلت للـ G تعمل backtracking
+
+448
+00:39:27,970 --> 00:39:34,270
+تمام أو backtracking عشان تسجل المسار okay
+
+449
+00:39:40,720 --> 00:39:44,660
+أنت لما بدك تتعامل مع المثال زي إيه كـ... بدك تأخذ
+
+450
+00:39:44,660 --> 00:39:47,940
+في علمك... بدك تطلع عليها... بدك تقول في عندك اللي
+
+451
+00:39:47,940 --> 00:39:51,580
+هو الـ H الـ heuristic function هذه الـ function
+
+452
+00:39:51,580 --> 00:39:54,640
+بمعنى أن أنا بقولها الـ state هي بتقولي
+
+453
+00:39:54,640 --> 00:39:59,080
+الـ heuristic value تبعها تمام؟ وبيكون عندك جدول
+
+454
+00:39:59,080 --> 00:40:03,320
+زي هيك أو ممكن الكلام هذا تروح تسجله على الـ dictionary
+
+455
+00:40:03,320 --> 00:40:06,320
+على طول يعني أنت هنا... هنا تحسب له تقول الـ F
+
+456
+00:40:06,320 --> 00:40:12,000
+بالسبب كذا كذا لكل واحد من هدول الـ F تبعها الـ H
+
+457
+00:40:12,000 --> 00:40:17,180
+دائماً موطن أو أنت لا تحسبها الـ H في مسائل... في
+
+458
+00:40:17,180 --> 00:40:20,760
+مسائل... في مسائل بتكون موطن في مسائل أخرى أنا
+
+459
+00:40:20,760 --> 00:40:25,240
+ممكن أجي أطلب منك بس مجرد أنك أنت تقترح أكثر من
+
+460
+00:40:25,240 --> 00:40:29,980
+heuristic وأقول لك أعطيني تقييمك مين منهم ممكن يكون
+
+461
+00:40:29,980 --> 00:40:35,780
+أفضل في عنده مسألة بدي أعطيكم إياها homework و
+
+462
+00:40:35,780 --> 00:40:41,870
+تجربوا فيها وتشوفوا إيش بيطلع معاكم بتخليها home
+
+463
+00:40:41,870 --> 00:40:45,010
+work على البيت يعني، منعطيكم العشاء
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..86f6b2576b382a0b1d13f07b7f5040b4b7da8415
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_postprocess.srt
@@ -0,0 +1,1852 @@
+1
+00:00:20,690 --> 00:00:23,410
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل
+
+2
+00:00:23,410 --> 00:00:29,370
+محاضراتنا في موضوع ال search و استخدامه في الذكاء
+
+3
+00:00:29,370 --> 00:00:34,330
+الاصطناعي اخر محاضرة كنا حكينا في ال a star
+
+4
+00:00:34,330 --> 00:00:38,170
+algorithm ال a star algorithm و كنا برضه حكينا
+
+5
+00:00:38,170 --> 00:00:42,130
+قبلها ل greedy algorithm قولنا الفرق كان هو ان ال
+
+6
+00:00:42,130 --> 00:00:47,430
+a star algorithm بتزيد حاجة بسيطة لها مفعول في ال
+
+7
+00:00:47,430 --> 00:00:52,280
+optimality الحالة البسيطة هذه ايش؟اللي هي انه احنا
+
+8
+00:00:52,280 --> 00:00:59,040
+بنضيف عند تقييم ال notes ننظرش بس على ال heuristic
+
+9
+00:00:59,040 --> 00:01:03,800
+value او يعني التقدير جداش هذا ال note ممكن تقربنا
+
+10
+00:01:03,800 --> 00:01:08,880
+الى ال goal ايضا بنضيف على ذلك اللي هو ايش ال g of
+
+11
+00:01:08,880 --> 00:01:13,980
+n اذا بتذكروا اللي هي جداش كلفنا المصول الى هذا ال
+
+12
+00:01:13,980 --> 00:01:19,860
+noteفكان التقييم النهائي لأي node F of N بيساوي G
+
+13
+00:01:19,860 --> 00:01:25,760
+of N زائد H of N وقولنا H of N هنا اختصار لـ
+
+14
+00:01:25,760 --> 00:01:30,900
+heuristic value لقوة estimate او تقدير لجداش احنا
+
+15
+00:01:30,900 --> 00:01:35,440
+بنعتقد هذا ال node تبعد عن ال goal اللي احنا
+
+16
+00:01:35,440 --> 00:01:38,840
+بنعمله الان احنا في المحاضرة هذه بنشوف two
+
+17
+00:01:38,840 --> 00:01:43,360
+examples لتطبيق ال A star algorithm في مسألتين او
+
+18
+00:01:43,360 --> 00:01:47,120
+في two examplesأنا على الأسف اللي هو مش واضح كويس
+
+19
+00:01:47,120 --> 00:01:53,400
+بحاول أوضحها بال .. بالكلام اللي أمامنا هو عبارة
+
+20
+00:01:53,400 --> 00:02:00,080
+عن بلوكات نوربح هذا وعبارة عن وزقة من h من grid
+
+21
+00:02:00,080 --> 00:02:06,800
+كبير ال grid هذا ناخد
+
+22
+00:02:06,800 --> 00:02:16,020
+منه جزية هذه الآن و بنكمل أثناءالشراح باقية
+
+23
+00:02:16,020 --> 00:02:24,800
+الأجزاء اذا كنت
+
+24
+00:02:24,800 --> 00:02:25,920
+ترغب في التعليقات اذا كنت ترغب في التعليقات اذا
+
+25
+00:02:25,920 --> 00:02:25,960
+التعليقات اذا كنت ترغب في التعليقات اذا كنت ترغب
+
+26
+00:02:25,960 --> 00:02:27,080
+في التعليقات اذا كنت ترغب في التعليقات اذا كنت
+
+27
+00:02:27,080 --> 00:02:27,660
+ترغب في التعليقات اذا كنت ترغب في التعليقات اذا
+
+28
+00:02:27,660 --> 00:02:31,380
+اذا كنت ترغب في التعليقات اذا كنت ترغب في
+
+29
+00:02:31,380 --> 00:02:38,500
+التعليقات اذا
+
+30
+00:02:40,100 --> 00:02:43,500
+القطع الخضره شايفينها اللون أخضر و هى اللون أحمر
+
+31
+00:02:43,500 --> 00:02:49,100
+مش واضح كتير هدى هى ال start و هدى هى ال goal شو
+
+32
+00:02:49,100 --> 00:02:52,060
+يعنى start و يعنى goal يعنى أنا الأن بدي أبدأ ال
+
+33
+00:02:52,060 --> 00:02:57,340
+algorithm بتبدأ من هنا و بتكتشف طريقها إلى ال goal
+
+34
+00:02:57,340 --> 00:03:02,020
+بس مش أي طريق بدها يكون ال best اه او ال optimal
+
+35
+00:03:02,020 --> 00:03:07,740
+path هدوله اللى من الأزرق هدوله اعتبرهم إيش حيطة
+
+36
+00:03:07,740 --> 00:03:15,960
+أو عائقالـ Algorithm مش مفروض يعني كيف تتجاوز هذا
+
+37
+00:03:15,960 --> 00:03:19,600
+الحلق ايش يعني يعني انا والان ال algorithm هي هنا
+
+38
+00:03:19,600 --> 00:03:25,420
+بدها تستكشف ايش ال possible moves فمن الطبيعي جدا
+
+39
+00:03:25,420 --> 00:03:29,600
+ان في عندها التمانية هدولة كلهم مفتوحات أمامها لكن
+
+40
+00:03:29,600 --> 00:03:34,880
+لو أجت على واحدة من هدولة اللي هنا أمامها
+
+41
+00:03:34,880 --> 00:03:38,980
+ايش ال moves possible من هنا هنا ماتقدرشو هنا
+
+42
+00:03:38,980 --> 00:03:43,400
+مابتقدرش و هنا مابتقدرش تقدر تروح هيك او هيك او
+
+43
+00:03:43,400 --> 00:03:50,720
+هيك او هيك التفجير هذا اولا ثانيا انه الانتقال من
+
+44
+00:03:50,720 --> 00:03:54,260
+block ل block او من tile الى tile اخر من بلاطة
+
+45
+00:03:54,260 --> 00:03:58,740
+لبلاطة التكلفة مش متساوية اذا كانت البلاطة مجاورة
+
+46
+00:03:58,740 --> 00:04:08,190
+بحفة فالتكلفة عشرة اذا مجاورة بزاويةالتكلفة 14
+
+47
+00:04:08,190 --> 00:04:13,210
+نتفق على هذا الكلام إنه إذا أنا الآن على start و
+
+48
+00:04:13,210 --> 00:04:19,850
+بدى أروح إلى عندي تمام خيارات، مظبوط؟ هذا الخيار
+
+49
+00:04:19,850 --> 00:04:22,370
+الرقم هو الأمامي، يعني هاي واحد، هاي اتنين، هاي
+
+50
+00:04:22,370 --> 00:04:25,930
+تلاتة، هاي أربعة، هاي خمسة، هاي ستة، هاي سبعة، هاي
+
+51
+00:04:25,930 --> 00:04:30,510
+تمانية، الآن من .. من .. إلى .. إلى واحد ال course
+
+52
+00:04:30,510 --> 00:04:35,030
+قداش من أسئلة واحد ال course 14 من أسئلة اتنين
+
+53
+00:04:35,030 --> 00:04:42,750
+عشرةالان ال algorithm يفترض ان تشغل بنفس ال
+
+54
+00:04:42,750 --> 00:04:48,680
+strategy الثابتةمن اي note سواء ال start او ما بعد
+
+55
+00:04:48,680 --> 00:04:54,080
+ذلك بدها تستكشف ايش ال possible moves تمام و كل
+
+56
+00:04:54,080 --> 00:05:00,220
+move بدها تشوف و بدها توديها و تحسب تعمل
+
+57
+00:05:00,220 --> 00:05:05,700
+evaluation لكل واحد من هدولة ال moves و تحطهم على
+
+58
+00:05:05,700 --> 00:05:10,460
+ال fringe عشان تاخد ايش الأفضل لل iteration اللي
+
+59
+00:05:10,460 --> 00:05:20,790
+بعدنحل هذا المثال على اللوحة طولي ماذا سأفعل؟ في
+
+60
+00:05:20,790 --> 00:05:27,930
+نفس المربع سأكتب ثلاث أرقام أحد اتنين ثلاثة سأضع
+
+61
+00:05:27,930 --> 00:05:32,430
+الرقم الذي
+
+62
+00:05:32,430 --> 00:05:38,150
+في هذا ال block في الجورنة هذه سأضع ال F سأسجله
+
+63
+00:05:38,150 --> 00:05:42,080
+تشاهدون أن هنا يوجد أرقام أخرى في بعضهافي ال goal
+
+64
+00:05:42,080 --> 00:05:48,600
+نهاري بضحك مين ال G و في ال goal نهاري بضحك ال H
+
+65
+00:05:48,600 --> 00:05:57,000
+ماتفجرناش على ال H لسه ال H هو
+
+66
+00:05:57,000 --> 00:06:01,680
+جديش ال estimate لل goal طيب أنا الآن على ال block
+
+67
+00:06:01,680 --> 00:06:08,020
+هذي إيش بتقترحوا يكون ال estimate تقديرنا للمسافة
+
+68
+00:06:08,020 --> 00:06:14,330
+ما بين هذا لل goalعدد البلوكات و خلاص على البساطة
+
+69
+00:06:14,330 --> 00:06:19,490
+يعني انا ممكن احسب ال straight line distance و لا
+
+70
+00:06:19,490 --> 00:06:25,110
+لأ ممكن اجي اقول هي انا من مركز البلوك كده لمركز
+
+71
+00:06:25,110 --> 00:06:30,210
+البلوك كده و اعمل خط و بحساب المثلثات احصل طولي
+
+72
+00:06:30,210 --> 00:06:33,870
+خلّي بالك ان اصلا العشرة و الاربعتاش العشرة و
+
+73
+00:06:33,870 --> 00:06:37,910
+الاربعتاش انا لما ببدأ في بلوك و هي بلوك و هي بلوك
+
+74
+00:06:38,600 --> 00:06:44,140
+انا باعتبر ان المسافة من هنا لهنا عشرة وبالتالي
+
+75
+00:06:44,140 --> 00:06:46,620
+هتكون من هنا لهنا من مركز ال block لمركز ال block
+
+76
+00:06:46,620 --> 00:06:55,360
+عشرة يبقى هذا عشرة تربية زي عشرة تربية مية و مية
+
+77
+00:06:55,360 --> 00:07:01,180
+متين متين تحت الجذر مش هذا الجذر المتين يكون ال 14
+
+78
+00:07:02,530 --> 00:07:06,270
+فأنا ممكن عمليا برضه أعتبر ال estimate هي عبارة عن
+
+79
+00:07:06,270 --> 00:07:09,270
+ال straight line distance و أجيبها بحساب المثلثات
+
+80
+00:07:09,270 --> 00:07:12,510
+اللي بتطلع بشكل كذا بس احنا بدنا اش تستخدم هذا
+
+81
+00:07:12,510 --> 00:07:17,170
+عشان ما نعجدش الحسبة بنخليها بسيطة اش بوساطتها و
+
+82
+00:07:17,170 --> 00:07:21,530
+قفزة قمستين تلاتة أربعة القفزة الواحدة بعشرة
+
+83
+00:07:21,530 --> 00:07:27,590
+أربعين خلاص أصبح عندي أنا الآن بقدر من الآن من
+
+84
+00:07:27,590 --> 00:07:32,160
+الآنعبّى الـ H تبع كل البلوكات اللي في الـ H اللي
+
+85
+00:07:32,160 --> 00:07:35,180
+في اللوحة كلها صح هذا والله مغمّض هي اتوا اربعين
+
+86
+00:07:35,180 --> 00:07:39,340
+اتوا ليش اتوا حسبناها هذا اربعين صح وهذا ايش
+
+87
+00:07:39,340 --> 00:07:46,000
+بتتوقعه خمسين صح هذا خلاص انا ايش برجع ماشي انا
+
+88
+00:07:46,000 --> 00:07:49,760
+بدي اجيب بس الآن التمانين اللي حوالين ال start هذا
+
+89
+00:07:49,760 --> 00:07:54,760
+ايش بيكون اقفز تلاتة صح تلاتين هذا ايش بيكون زي
+
+90
+00:07:54,760 --> 00:08:03,320
+نظر اربعين الان هناخمسين وانا سبتين وانا سبتين
+
+91
+00:08:03,320 --> 00:08:06,960
+وانا
+
+92
+00:08:06,960 --> 00:08:10,680
+سبتين
+
+93
+00:08:10,680 --> 00:08:13,560
+وانا سبتين وانا سبتين وانا سبتين وانا سبتين وانا
+
+94
+00:08:13,560 --> 00:08:21,640
+سبتين وانا سبتين وانا سبتين
+
+95
+00:08:21,640 --> 00:08:25,220
+وانا سبتين وانا سبتين وانا سبتين وانا سبتين وانا
+
+96
+00:08:25,220 --> 00:08:25,260
+سبتين وانا سبتين وانا سبتين وانا سبتين وانا سبتين
+
+97
+00:08:25,260 --> 00:08:25,520
+سبتين وانا سبتين وانا سبتين وانا سبتين وانا سبتين
+
+98
+00:08:25,520 --> 00:08:27,820
+وانا سبتين وانا سبتين وانا سبتين واناإذا واجف هنا
+
+99
+00:08:27,820 --> 00:08:34,040
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+100
+00:08:34,040 --> 00:08:34,880
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+101
+00:08:34,880 --> 00:08:35,060
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+102
+00:08:35,060 --> 00:08:35,100
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+103
+00:08:35,100 --> 00:08:35,380
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+104
+00:08:35,380 --> 00:08:35,440
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+105
+00:08:35,440 --> 00:08:36,240
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+106
+00:08:36,240 --> 00:08:37,500
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+107
+00:08:37,500 --> 00:08:42,980
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+108
+00:08:42,980 --> 00:08:48,520
+14 و هذا 14
+
+109
+00:08:53,370 --> 00:08:58,670
+انا هبقى من ال S و هشوف كل ال children صح انه ال
+
+110
+00:08:58,670 --> 00:09:03,910
+city بتتفرع منها فهي اندي هذه خلاص هذه عشرة صح هذه
+
+111
+00:09:03,910 --> 00:09:10,190
+اربعة عشر هذه عشرة مظبوط هذه اربعة عشر هذه عشرة
+
+112
+00:09:10,190 --> 00:09:14,610
+هذه اربعة عشر وهذه عشرة وهذه اربعة عشر صح الان
+
+113
+00:09:14,610 --> 00:09:19,490
+نجمع اربعة عشر و أربعين اربعة و خمسين عشرة سبتمبر
+
+114
+00:09:19,490 --> 00:09:26,190
+ستين سبتمبر أربعة و سبتمبرخاطر يحط باللون الأسود
+
+115
+00:09:26,190 --> 00:09:29,990
+عشان بس انت
+
+116
+00:09:29,990 --> 00:09:34,990
+ايه اللي قلناه اربعة و خمسين هذه سبتين هذه اربعة و
+
+117
+00:09:34,990 --> 00:09:43,570
+سبعين هذه ايش سبتين هذه ايش هذه مش معانته تمام
+
+118
+00:09:43,570 --> 00:09:51,190
+تمام الان هذه ايشالان انا لو عندي بده اتخيل ال
+
+119
+00:09:51,190 --> 00:09:54,170
+fringe ايش هو ال fringe احنا الان في ال start ال
+
+120
+00:09:54,170 --> 00:09:57,670
+start طبعا اول حاجة بنفحصها اللي هي goal لأ مش
+
+121
+00:09:57,670 --> 00:10:00,150
+goal على طول بنبدأ نطلع على ال children تبعونها
+
+122
+00:10:00,150 --> 00:10:04,210
+طلعنا على ال children تبعونها و رصوناهم في مين في
+
+123
+00:10:04,210 --> 00:10:16,510
+ال fringe كل واحدة و ايش معاها ال F value نبدأ
+
+124
+00:10:16,510 --> 00:10:20,720
+مثلا من وينمن هذه تقولنا عنها رقم واحد هي واحد هي
+
+125
+00:10:20,720 --> 00:10:27,120
+اتنين هي تلاتة مش هي كده انا رقم طول متوى اه واحد
+
+126
+00:10:27,120 --> 00:10:32,680
+اندش اربعة و سبعين اربعة و سبعين بالظبط اتنين ستين
+
+127
+00:10:32,680 --> 00:10:38,440
+اربعة و سبعين اربعة و سبعين اربعة و سبعين اربعة و
+
+128
+00:10:38,440 --> 00:10:41,800
+سبعين اربعة و سبعين اربعة و سبعين اربعة و سبعين
+
+129
+00:10:41,800 --> 00:10:43,800
+اربعة و سبعين اربعة و سبعين اربعة و سبعين اربعة و
+
+130
+00:10:43,800 --> 00:10:48,740
+سبعين اربعة و سبعينماذا هو الـ next move؟ ماذا هو
+
+131
+00:10:48,740 --> 00:10:53,720
+الـ next step في الـ algorithm؟ حطناهم في الـ
+
+132
+00:10:53,720 --> 00:10:58,240
+fringe و قيمناهم الان بدأ بدا iteration جديدة، بدأ
+
+133
+00:10:58,240 --> 00:11:02,660
+اعمل selection لل best، للأفضل، الأفضل هو الأعلى
+
+134
+00:11:02,660 --> 00:11:07,020
+ولا الأقل؟ الأقل، الأربعين، الأربعين، الأربعين،
+
+135
+00:11:07,020 --> 00:11:07,100
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+136
+00:11:07,100 --> 00:11:08,760
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+137
+00:11:08,760 --> 00:11:09,060
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+138
+00:11:09,060 --> 00:11:10,100
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+139
+00:11:10,100 --> 00:11:11,280
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+140
+00:11:11,280 --> 00:11:18,660
+الأربعين، الأمن start هطلع عليه رقم اربعة رقم ايش؟
+
+141
+00:11:18,660 --> 00:11:22,660
+اربعة نعم اللي هي قيمتها اربعين ال F value تبعها
+
+142
+00:11:22,660 --> 00:11:27,560
+اربعين صح؟ الان هنا من اربعة بدنا ايش نشوف ايش
+
+143
+00:11:27,560 --> 00:11:30,880
+اللي خيارات التمانية هذه اربعة ايش الخيارات
+
+144
+00:11:30,880 --> 00:11:35,220
+التمانية واحد اتنين تلتة مشطومين دل هذه برضه كمان
+
+145
+00:11:35,220 --> 00:11:42,110
+مشطوبة start دل واحد اتنين تلتة اربعةالان هدولة ال
+
+146
+00:11:42,110 --> 00:11:48,810
+notes بدهم يعاد تقييمهم بقدرش امسك ال values هذه
+
+147
+00:11:48,810 --> 00:11:55,610
+زمان ليش ان اختلفت ال current note صرت انا هنا انا
+
+148
+00:11:55,610 --> 00:12:00,270
+تكلت الآن هيك صح صرت انا الآن ال G بالظبط بدأت
+
+149
+00:12:00,270 --> 00:12:06,210
+تغير ال H بقولنا هدولة ثالثة الان هنا بالنسبة لي
+
+150
+00:12:06,210 --> 00:12:11,390
+هاني صارت عشرة بالنسبة لهاهذا ال node هذا صار عشرة
+
+151
+00:12:11,390 --> 00:12:15,250
+بالنسبالي
+
+152
+00:12:15,250 --> 00:12:21,250
+هنا صارت أربعة عشر بالنسبالي هذه أربعة عشر وهذه
+
+153
+00:12:21,250 --> 00:12:25,610
+عشرة الآن
+
+154
+00:12:25,610 --> 00:12:35,610
+ال F بدا تتغير هنا بصير خمسين هنا بصير اربعة ستين
+
+155
+00:12:35,610 --> 00:12:42,790
+هنا اربعة ستينوهنا ياش خمس خمسين الان هدول ال two
+
+156
+00:12:42,790 --> 00:12:47,830
+nodes هدول ال two nodes already موجودين الان
+
+157
+00:12:47,830 --> 00:12:50,970
+مابروحش اضغط فيهم already موجودين بقصرهم و بعمل
+
+158
+00:12:50,970 --> 00:12:56,090
+update لل ال F value تبعهم الحين هدول بتفتير ان
+
+159
+00:12:56,090 --> 00:13:03,470
+رقم 2 كانت ستين صارت اربع ستين مظبوط هذه تلاتة
+
+160
+00:13:03,470 --> 00:13:09,520
+كانت اربع خمسين صارت خمسين هذه خلاص بالنقاشبنشطب
+
+161
+00:13:09,520 --> 00:13:16,880
+عليها لأنه already الان
+
+162
+00:13:16,880 --> 00:13:29,020
+ستة لأ خمسة خمسين ستة اربعة ستين اربعة ستين الان
+
+163
+00:13:29,020 --> 00:13:35,050
+صرف ياندي ايش مين ال minimum يا تلاتة يا خمسةيعني
+
+164
+00:13:35,050 --> 00:13:37,730
+تلاتة او خمسة هم الاتنين زي بعض والتنين minimum
+
+165
+00:13:37,730 --> 00:13:41,790
+تقعد تلاتة ولا خمسة انا انا انا انا انا انا انا
+
+166
+00:13:41,790 --> 00:13:45,210
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+167
+00:13:45,210 --> 00:13:45,230
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+168
+00:13:45,230 --> 00:13:48,930
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+169
+00:13:48,930 --> 00:13:48,950
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+170
+00:13:48,950 --> 00:13:53,030
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+171
+00:13:53,030 --> 00:13:57,550
+انا ا
+
+172
+00:14:00,530 --> 00:14:04,010
+Okay ناخد ال ايه؟ تأكيدك ممكن على مستوى البذل يأثر
+
+173
+00:14:04,010 --> 00:14:06,670
+ال random اللي أخدته يعني ممكن كل random تاني اللي
+
+174
+00:14:06,670 --> 00:14:11,230
+كنت ماخده يتطلع يتأثر random ممكن ممكن بس احنا
+
+175
+00:14:11,230 --> 00:14:16,650
+الآن بحكم ال strategy اللي احنا متبعينها ال كلهم C
+
+176
+00:14:16,650 --> 00:14:20,890
+يعني احنا مش عارفين قدام ايش فيه ممكن يكون في
+
+177
+00:14:20,890 --> 00:14:24,330
+block هنا يعني لو انا مشيت هيك ربما يكون في block
+
+178
+00:14:24,330 --> 00:14:31,860
+هنا اه يطول عليا المسافة ف .. بس هيبين معاكيهيباين
+
+179
+00:14:31,860 --> 00:14:36,860
+معايا و هأرجع و أختار هذا لما يصير هذا هو ال
+
+180
+00:14:36,860 --> 00:14:41,300
+minimum الوحيد بعد ما يكون شقابة الاحتمال الأولاني
+
+181
+00:14:41,300 --> 00:14:44,000
+صح؟ صح اللي احنا تفتكرنا برضه في اللوحة اللي لدينا
+
+182
+00:14:44,000 --> 00:14:47,020
+كلها داسيا اه اه لو انا .. انا .. انا .. انا ..
+
+183
+00:14:47,020 --> 00:14:47,880
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+184
+00:14:47,880 --> 00:14:48,240
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+185
+00:14:48,240 --> 00:14:48,320
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+186
+00:14:48,320 --> 00:14:49,340
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+187
+00:14:49,340 --> 00:14:49,620
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+188
+00:14:49,620 --> 00:14:59,440
+انا .. انا .. انا .. انا .. انا .. انا .. انا .. ا
+
+189
+00:14:59,940 --> 00:15:04,560
+ماذا يوجد قدامي؟ هذا و هذا هذا مقفل و هذا مقفل و
+
+190
+00:15:04,560 --> 00:15:06,280
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+191
+00:15:06,280 --> 00:15:09,040
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+192
+00:15:09,040 --> 00:15:10,760
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+193
+00:15:10,760 --> 00:15:11,760
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+194
+00:15:11,760 --> 00:15:13,460
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+195
+00:15:13,460 --> 00:15:18,000
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+196
+00:15:18,000 --> 00:15:20,040
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+197
+00:15:20,040 --> 00:15:29,000
+مقفل و هذا مقفل
+
+198
+00:15:29,000 --> 00:15:36,320
+وdead end تمام فالان احنا قررنا ننزل تحت لان و
+
+199
+00:15:36,320 --> 00:15:40,200
+احنا هنا خلّي بالك ان انا برسم الخط هذا بده ارسم
+
+200
+00:15:40,200 --> 00:15:45,540
+برضه كمان الخط انا هنا انتجلت الحين صح انا انتجلت
+
+201
+00:15:45,540 --> 00:15:51,380
+من اربعة الى مين الى خمسة والتقييم تبعها خمسين
+
+202
+00:15:51,380 --> 00:15:56,840
+مظبوط صحيح بس بدي اتذكر ان منين جيتبدّى أذكر من
+
+203
+00:15:56,840 --> 00:16:01,580
+أين جيت ضروري و لا مش ضروري؟ ضروري أتذكر ولا لأ
+
+204
+00:16:01,580 --> 00:16:07,260
+أنا؟ اتذكر أن ال goal تبقى في حد ذاته مش هو الهدف
+
+205
+00:16:07,260 --> 00:16:11,400
+في حاله أنا لازم أجيب ال path فانا اليوم أصل ل G
+
+206
+00:16:11,400 --> 00:16:16,420
+إذا أنا مش عارف من أين جيت يعني أنا وصلت ل G إذا
+
+207
+00:16:16,420 --> 00:16:20,820
+أنا مش عارف من أين جيت فضعت الخريطة خريطة الطريق
+
+208
+00:16:20,820 --> 00:16:24,830
+ضعتفعلى الأقل انا بذكر القفز السابق او القفز
+
+209
+00:16:24,830 --> 00:16:28,810
+السابق بتوصل
+
+210
+00:16:28,810 --> 00:16:34,770
+للي قبلها و للي قبلها مظموط فاحنا بتاعنا عموما
+
+211
+00:16:34,770 --> 00:16:40,450
+الكلام اللي بقى اللي ضال هو تكرار لليش للي قلناها
+
+212
+00:16:40,450 --> 00:16:44,330
+حتى لان بنفس الآلية نفس الظبط نفس الآلية خلينا
+
+213
+00:16:44,330 --> 00:16:49,370
+نقدم شوية في ال slide بنفس الآلية ال algorithm لان
+
+214
+00:16:50,420 --> 00:16:57,660
+بعد ما تزل هنا بتستكشف جيرانها التمانية
+
+215
+00:16:57,660 --> 00:17:04,040
+هذا مشطوب لانه شفناه هذا مشطوب لانه شفناه هذا
+
+216
+00:17:04,040 --> 00:17:05,320
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+217
+00:17:05,320 --> 00:17:05,780
+لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه
+
+218
+00:17:05,780 --> 00:17:05,840
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+219
+00:17:05,840 --> 00:17:05,880
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+220
+00:17:05,880 --> 00:17:05,940
+لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه
+
+221
+00:17:05,940 --> 00:17:12,600
+مشطوب لانه مشطوب لانه مشطوب
+
+222
+00:17:12,600 --> 00:17:16,440
+لانه مش
+
+223
+00:17:20,390 --> 00:17:27,990
+أه و بحقره هلاجي أن هذه هي إيش اللي أقصر أو اللي
+
+224
+00:17:27,990 --> 00:17:37,690
+أفضل F و أنزل فيها تمام شايف المرموعة المعلم
+
+225
+00:17:37,690 --> 00:17:46,590
+بالأزرق المعلم بالأزرق مواضح الأزرق الإطار تمام في
+
+226
+00:17:46,590 --> 00:17:51,900
+الآخر في الآخر احنا هنصل إلى ال goalو معانا ..
+
+227
+00:17:51,900 --> 00:17:59,460
+معانا اتجاه اللى احنا جينا منه اختصار شديد
+
+228
+00:17:59,460 --> 00:18:05,180
+للألغوريوتم هذه بتشتغل كما لو كان واحد بيدور على
+
+229
+00:18:05,180 --> 00:18:11,360
+شيء و هو ماشي ممكن يخش في طريق و يرجع منه .. يخش
+
+230
+00:18:11,360 --> 00:18:16,740
+في طريق و يرجع منه لكن مسجلبسجل قاعده هو ماشي بسجل
+
+231
+00:18:16,740 --> 00:18:20,760
+عشان يعرف أقصر طريق لما بده يروح المرة الجاية يمشي
+
+232
+00:18:20,760 --> 00:18:24,440
+بس من أقصر الطريق مايتوهش التوقع نفسه فال
+
+233
+00:18:24,440 --> 00:18:29,520
+algorithm في بحثها عن ال goal حطوها و تتشعب و تلف
+
+234
+00:18:29,520 --> 00:18:35,580
+ممكن تلف كل اللوحة لكن و هي بتبحث بتسجل عشان بعد
+
+235
+00:18:35,580 --> 00:18:39,460
+هي كان لما نحنا نقولها الان بدنا نروح من هنا ال
+
+236
+00:18:39,460 --> 00:18:48,350
+goalأو تحدد لنفسها المسار أقصر مسار طيب
+
+237
+00:18:48,350 --> 00:18:53,370
+هذا المثال الأولاني هذا المثال الأولاني لو أنا بدي
+
+238
+00:18:53,370 --> 00:18:58,650
+أتخيل ال search space في هذه ال problem بدي أرسمه
+
+239
+00:18:58,650 --> 00:19:04,410
+زي ما أنا رسمه زي هيك و بدي أقول إن احنا لغينا ال
+
+240
+00:19:04,410 --> 00:19:08,340
+node اللي بنيجي منها بنرجع لهash تانيتتخيلوا هذا
+
+241
+00:19:08,340 --> 00:19:13,800
+ال search space عندما يرتسم هيبقى tree ولا graph؟
+
+242
+00:19:13,800 --> 00:19:18,220
+لا لا ليس فيه loop ليس فيه loop صح؟ ال graph متميز
+
+243
+00:19:18,220 --> 00:19:23,000
+إنه فيه loop تمام أنا الآن و أنا بعد ما انتجت من
+
+244
+00:19:23,000 --> 00:19:28,760
+ال start إلى أربعة ال options هدولة ال children
+
+245
+00:19:28,760 --> 00:19:32,140
+بعدها كانت من أربعة إلى خمسة ال children اللي
+
+246
+00:19:32,140 --> 00:19:41,130
+بيطلعوا من خمسة هل في بعض منهم كان هناك؟طب هذه انا
+
+247
+00:19:41,130 --> 00:19:44,610
+و انا في اربعة مش شوفت هذه طب هذه مش كانت برضه
+
+248
+00:19:44,610 --> 00:19:52,030
+كمان child هي الان child لخمسة اسف الان اربعة هذه
+
+249
+00:19:52,030 --> 00:19:59,690
+خمسة صح اه هذه خمسة خمسة child لاربعة صح في نفس
+
+250
+00:19:59,690 --> 00:20:04,930
+الورقة اللي اصلا خمسة كانت child ل S انا ممكن اشوف
+
+251
+00:20:04,930 --> 00:20:12,870
+ال node اكتر من مرة تمامفهي فيها loops بس احنا
+
+252
+00:20:12,870 --> 00:20:18,190
+عايش .. اذا لقينا
+
+253
+00:20:18,190 --> 00:20:21,830
+.. هنلغي بس دي جيلة منها يعني مثلا انا اربعة ..
+
+254
+00:20:21,830 --> 00:20:25,810
+انا اربعة بلغي .. يعني و انا .. و انا .. انا خمسة
+
+255
+00:20:25,810 --> 00:20:29,870
+من خمسة لاربعة في طريق بس انا مش هحطها في ال
+
+256
+00:20:29,870 --> 00:20:33,150
+childrenال visited هذا مش هتفكر ال visited ال
+
+257
+00:20:33,150 --> 00:20:36,890
+parent خلينا نقول ال direct parent مش اللي visited
+
+258
+00:20:36,890 --> 00:20:43,210
+ما هو انا في خمسة انا في خمسة مش عارف كيف هذه has
+
+259
+00:20:43,210 --> 00:20:47,050
+been visited before بس انا خليتها ليش لأنه انا
+
+260
+00:20:47,050 --> 00:20:50,270
+الان ممكن يكون الطريق اللي جاي منه هذا اقصر من
+
+261
+00:20:50,270 --> 00:20:55,690
+الطريق اللي من ال start واضح فانا بالغي صح بس ال
+
+262
+00:20:55,690 --> 00:21:00,530
+parent لكن بلغيش اشي تاني بالتالي ممكن يكون فيأشوف
+
+263
+00:21:00,530 --> 00:21:03,870
+كأطفال من ال current note تكون شريفة قبل ذلك
+
+264
+00:21:03,870 --> 00:21:10,970
+وبالتالي هذا ال graph و ال algorithm
+
+265
+00:21:10,970 --> 00:21:14,410
+بتعمله انها بتاخد فعلا تباركة ال notes اللي has
+
+266
+00:21:14,410 --> 00:21:17,890
+been visited before بس بتعملها قاعدة تقييم لأنه قد
+
+267
+00:21:17,890 --> 00:21:23,030
+يكون المدخل اللي الآن أفضل من المدخل اللي شفنا منه
+
+268
+00:21:23,030 --> 00:21:27,310
+قبل ذلك طيب احنا الآن بدنا نشوف problem تاني ال
+
+269
+00:21:27,310 --> 00:21:32,520
+problem التاني هذهمن أول ما نشوفها، هي شكلها graph
+
+270
+00:21:32,520 --> 00:21:42,880
+واضح من الأصل إنها graph تتوقعوا
+
+271
+00:21:42,880 --> 00:21:48,380
+أيش ممكن يكون تطبيق لهذا المثال؟
+
+272
+00:21:48,380 --> 00:21:52,100
+تطبيق عملي لهذا المثال اللي حكينا فيه الـGPS
+
+273
+00:21:52,100 --> 00:21:56,620
+الـGPS؟ وفي الألعاب، الألعاب البسيطة، الـTwo
+
+274
+00:21:56,620 --> 00:22:03,630
+-dimensional gamesلما يكون مثلا في يدك في اللغة
+
+275
+00:22:03,630 --> 00:22:07,530
+بياشي بتحرك و بده .. و أنت موجود في مكانه وهذا
+
+276
+00:22:07,530 --> 00:22:11,230
+اللي بتحرك ال snake لعبة ال snake بتدعفوها بدها
+
+277
+00:22:11,230 --> 00:22:16,790
+تتجهي إليك وتاكل القطعة تبعتك اللي أنت ب .. فهو
+
+278
+00:22:16,790 --> 00:22:20,750
+هيحسب أقصر مصار إليك هو ال computer ال system ال
+
+279
+00:22:20,750 --> 00:22:23,730
+game اللي هتحسب أقصر مصار إليك عشان ماتبقوتش تلف
+
+280
+00:22:23,730 --> 00:22:28,170
+هي عارف أنت وين بس ضايق عليهاتعرف ايش اكثر مصير
+
+281
+00:22:28,170 --> 00:22:31,670
+مؤدي اليك طبعا بيبقى في حاجات يجزب حقوقها في
+
+282
+00:22:31,670 --> 00:22:35,150
+اللعبة فهي بدها تاخد هذا الكلام كله في الاعتبار و
+
+283
+00:22:35,150 --> 00:22:41,450
+تشوف اكثر طريق اليك عشان تسيطك بسرعة طيب المثال
+
+284
+00:22:41,450 --> 00:22:49,890
+التاني احنا فيه علنا ببساطة شديدة graph ال
+
+285
+00:22:49,890 --> 00:22:55,250
+graph هذا فيه عدة nodes كل node لها label من A B
+
+286
+00:22:56,410 --> 00:23:03,870
+الـ C في عندي ال goal و في عندي ال start من
+
+287
+00:23:03,870 --> 00:23:08,090
+ال start انا بقدر اروح على A او بقدر اروح على B و
+
+288
+00:23:08,090 --> 00:23:14,690
+من A بقدر اروح على B او C او Direct على ال goal من
+
+289
+00:23:14,690 --> 00:23:21,610
+B بروح على C فقط من C على ال goal فقط كل واحدة من
+
+290
+00:23:21,610 --> 00:23:28,860
+ال links هذه انها cost مختلفةال course capital 1,2
+
+291
+00:23:28,860 --> 00:23:40,500
+,4,5,2,3,12 طبعا المطلوب نفس الشيء ان ال algorithm
+
+292
+00:23:40,500 --> 00:23:47,640
+تبحث عن ال G وتلاقيها و تلاقيها بأقصر مسار واضح ان
+
+293
+00:23:47,640 --> 00:23:53,800
+في أعدد مسارات فانا ممكن اطلع من S إلى A إلى G هذه
+
+294
+00:23:53,800 --> 00:23:54,380
+مسارات
+
+295
+00:24:00,650 --> 00:24:08,590
+من S ل A ل C ل G من S ل A ل C ل G من S ل A ل C ل G
+
+296
+00:24:08,590 --> 00:24:13,610
+من S ل A ل C ل G من S ل A ل C ل G من S ل A ل C ل G
+
+297
+00:24:13,610 --> 00:24:18,730
+من S ل A ل C ل G من S ل A ل C ل G
+
+298
+00:24:25,830 --> 00:24:34,890
+هذا هو ربما أقل شيء صحيح من S ل B ال C ل G أربعة
+
+299
+00:24:34,890 --> 00:24:44,510
+من S ل B خش من B ل A فلس هم هدولة الأربعة أكثر
+
+300
+00:24:44,510 --> 00:24:49,790
+واحد واضح أنه هو هذا بدنا ال algorithm تكتشفه ماشي
+
+301
+00:24:49,790 --> 00:24:54,070
+و ايه اللي حيحصل الآن
+
+302
+00:24:57,520 --> 00:25:03,040
+مبدأيا نحتاج اليوريستيك فانكشن نحتاج اليوريستيك
+
+303
+00:25:03,040 --> 00:25:07,340
+فانكشن صح اللي تقول لي وانا واقف على قداش تخمينة
+
+304
+00:25:07,340 --> 00:25:10,020
+أصول اللي ده هذا اليوريستيك فانكشن احنا بدنا
+
+305
+00:25:10,020 --> 00:25:14,700
+نعطيها معطيات في المسألة نكتبها على شكل الجدول
+
+306
+00:25:14,700 --> 00:25:24,300
+التالي هاي ال state أو ال node وهي ال h value من S
+
+307
+00:25:25,160 --> 00:25:34,280
+من A الى G سبعة من A الى G ستة من B اتنين من C
+
+308
+00:25:34,280 --> 00:25:40,140
+واحد و من G الى G قداشر
+
+309
+00:25:40,140 --> 00:25:49,400
+ليس فيها سؤال Zero صح هذا
+
+310
+00:25:49,400 --> 00:25:53,430
+ال realistic هذا ال given على أي أساسعلى أساس
+
+311
+00:25:53,430 --> 00:25:58,230
+طبيعة المثال قد تكون هذه ال city قد تكون هذه أي
+
+312
+00:25:58,230 --> 00:26:04,030
+شيء المهم هي التقدير للمسافات أو لبقعد كل واحد
+
+313
+00:26:04,030 --> 00:26:07,470
+منهم ساني عن الجول ماهي ال algorithm اللي أنا
+
+314
+00:26:07,470 --> 00:26:13,530
+بتسويها تبدأ بال S من ال S نبدأ شكل Tree من ال S
+
+315
+00:26:13,530 --> 00:26:20,410
+يعني خيارين ال S ل A و ال S ل B أنا بدي أكرر ال S
+
+316
+00:26:21,520 --> 00:26:26,380
+أنا المفروض أكتبها على هت بس صح بس أنا بده أحط ال
+
+317
+00:26:26,380 --> 00:26:32,840
+S عشان دائما نذكر احنا اللي مانجينا من S إلى A هذا
+
+318
+00:26:32,840 --> 00:26:39,820
+ال option الأن أنا بده أكتب ل French ال
+
+319
+00:26:39,820 --> 00:26:48,060
+French في عندي عدة notes
+
+320
+00:26:48,060 --> 00:26:59,150
+في عندي أيشالـ F value طبعا إيش
+
+321
+00:26:59,150 --> 00:27:04,750
+ال F value؟ طبعا F يساوي G زائد H صح؟ أشيلت ال N
+
+322
+00:27:04,750 --> 00:27:16,250
+بس للتبسيط هنا الـ G عند هذا ال node ده دي إيش؟ و
+
+323
+00:27:16,250 --> 00:27:23,260
+تكلفة الانتقال من S إلى L هو الواحدزائد تقديرنا
+
+324
+00:27:23,260 --> 00:27:33,920
+المسافة منها إلى الجول اللي هي 6 هو يساوي 7 طيب
+
+325
+00:27:33,920 --> 00:27:40,740
+هنا ال G تكلفة الانتقال من S إلى B 4 و من B إلى
+
+326
+00:27:40,740 --> 00:27:45,200
+الجول 2 4 زائد 2 ساوية
+
+327
+00:27:55,060 --> 00:28:11,020
+صح؟ صح؟ صح؟
+
+328
+00:28:11,020 --> 00:28:13,100
+ليش لأ؟
+
+329
+00:28:19,190 --> 00:28:24,770
+أيه ؟ فF يسوى G زي H الـ G عند الـ A التي تكلفة
+
+330
+00:28:24,770 --> 00:28:29,250
+الانتقال اليها واحد ومنها إلى ال goal الجدول يقولي
+
+331
+00:28:29,250 --> 00:28:34,350
+ست سوى سبعة أربعة بالنسبالي V التي تكلفة الانتقال
+
+332
+00:28:34,350 --> 00:28:40,630
+اليها G بأربعة منها إلى ال goal اتنين خلاص بس في
+
+333
+00:28:40,630 --> 00:28:45,770
+شغل احنا نسيناه وهي ايه ان ال fringe لازم في الأول
+
+334
+00:28:51,660 --> 00:28:55,680
+هذا ماكنت أقوله بالصح بالأصل بالأصل ال French قبل
+
+335
+00:28:55,680 --> 00:28:58,280
+ما انا أحط فيه هذه الأغنية اللي هو ال B كان يحتوي
+
+336
+00:28:58,280 --> 00:29:04,740
+على ال S طيب ال F تبع ال S يساوي كده؟ تكلفة الوصول
+
+337
+00:29:04,740 --> 00:29:08,700
+لل S هو Zero Zero، لا احنا بقى نهيرة منها أصلا
+
+338
+00:29:08,700 --> 00:29:15,300
+الانتقال من S نقول سبعة، سبع سبعة هذا أنا بس عشان
+
+339
+00:29:15,300 --> 00:29:17,800
+الدقة لازم أحط أنه
+
+340
+00:29:20,280 --> 00:29:24,060
+والان انا بدأ اشتغل هذا لان انا لما دخلت على هدولة
+
+341
+00:29:24,060 --> 00:29:29,140
+كنت خلاص visited وفحصت و tested ال S الان ايش اللي
+
+342
+00:29:29,140 --> 00:29:33,920
+عندي؟ عندي اتنين مين الأقصر فيهم؟ ال 6 ال B بالظبط
+
+343
+00:29:33,920 --> 00:29:38,320
+الان انا بدأ اتكلم من ال B ايش ال B عندي خيارات؟
+
+344
+00:29:38,320 --> 00:29:43,240
+ال C بس صح؟
+
+345
+00:29:43,240 --> 00:29:48,540
+طيب ال C ال B ايش؟ في عندنا خيارات اللي هو ايش؟الـ
+
+346
+00:29:48,540 --> 00:30:01,800
+C صح؟ يعني S B C صح؟ طيب هذا الأن لسه
+
+347
+00:30:01,800 --> 00:30:07,800
+جاب الـ C احنا اختارنا ال 6 لأنها الأفضل طيب
+
+348
+00:30:07,800 --> 00:30:11,900
+اختارناها يعني بنا ناخد ال node هذه و ننتقل إليها
+
+349
+00:30:11,900 --> 00:30:18,240
+انتقلنا إليها، الآن إيش بنسوي؟ هل هي goal لأماهياش
+
+350
+00:30:18,240 --> 00:30:22,460
+goal يمكننا نقضع ايش فيه children لأنه في واحد
+
+351
+00:30:22,460 --> 00:30:30,280
+تمام استكشفناه الآن هذا الواحد بنا نقيمه SBC ايش
+
+352
+00:30:30,280 --> 00:30:37,860
+تقيمه تكلفة الوصول إليه تكلفة الوصول إليه حتى الآن
+
+353
+00:30:37,860 --> 00:30:43,560
+بس الإثنين كلها ال G of N تنساش هي من ال start إلى
+
+354
+00:30:43,560 --> 00:30:53,570
+end ستةزاد ايش؟ واحد .. واحد .. واحد
+
+355
+00:30:53,570 --> 00:30:59,410
+.. واحد .. واحد .. سبع .. سبع .. تمام؟ حلو؟ طيب،
+
+356
+00:30:59,410 --> 00:31:03,370
+الآن احنا، لو عندي في ال French two choices
+
+357
+00:31:03,370 --> 00:31:06,870
+متساوين، هذا ال choice، لسه أنا ماانتقلتش إلى
+
+358
+00:31:06,870 --> 00:31:11,070
+سيها، I only explored this sea أو discovered this
+
+359
+00:31:11,070 --> 00:31:15,400
+seaبس عشان .. بس عشان انا اشوف هل انتقل اللي و لا
+
+360
+00:31:15,400 --> 00:31:18,260
+لازم أطلع على ال French هل في أحسن منها و لا هي
+
+361
+00:31:18,260 --> 00:31:22,020
+الأفضل لجيت ان في واحد زيها اللي هي ال A شوف انا
+
+362
+00:31:22,020 --> 00:31:25,860
+من ال B شفت ال C بس مش ضرور أروحلها ممكن أنتقل على
+
+363
+00:31:25,860 --> 00:31:30,320
+بيه تمام؟ يعني لأ نماشي depth first و لأ نماشي
+
+364
+00:31:30,320 --> 00:31:34,340
+breadth first لأ نماشي best first صح؟ حسب ايش
+
+365
+00:31:34,340 --> 00:31:39,400
+التقييمات اللي عندك فالان انا باطمن يا ما بطل ال C
+
+366
+00:31:39,400 --> 00:31:44,320
+يا ما بانتقل على ال Bواضح؟ إذا انتقلت للـC خلّيني
+
+367
+00:31:44,320 --> 00:31:48,560
+أنتقل إلى الـC، يعني أن الـC بينها وبين الـGoal خط
+
+368
+00:31:48,560 --> 00:31:53,240
+واحدة، ولكن هذا لايعني أن الـAlgorithm هتمشي،
+
+369
+00:31:53,240 --> 00:31:59,280
+هتكتشف بعد ما تصل للـC إنه لأ يا عمي الـC بتتكلف
+
+370
+00:31:59,280 --> 00:32:05,820
+لقداش اجمال التكلفة ده بعد سنة عالية، صح؟ فخلّيني
+
+371
+00:32:05,820 --> 00:32:12,180
+أخد الـC، الـC إيش بتفرع منها؟ الـG، شوفالـ G صارت
+
+372
+00:32:12,180 --> 00:32:15,300
+على مرمى البصر مني لكن أنا مش معنادك ان انا هنتقل
+
+373
+00:32:15,300 --> 00:32:18,600
+اللي هيقلها لأنه انا ببحث عن مش بس ال goal في
+
+374
+00:32:18,600 --> 00:32:22,920
+الحلقة إلا بال goal في ال best okay إذا احنا الآن
+
+375
+00:32:22,920 --> 00:32:26,760
+هذه خلصنا منها اللي هي ال C مفترض انه لأ احنا
+
+376
+00:32:26,760 --> 00:32:31,660
+هنتشغلها فحصلها انتقلنا اليها انتقلنا اليها ليش
+
+377
+00:32:31,660 --> 00:32:34,860
+لأن ال goal ده بين الاتنين دولة المتساويين بدي
+
+378
+00:32:34,860 --> 00:32:39,670
+اختارهاوانت قل اليها وانت قالت اليها فحصت مش goal
+
+379
+00:32:39,670 --> 00:32:43,430
+طب ايش بيطلع منها؟ بيطلع منها one note اللي هي هذه
+
+380
+00:32:43,430 --> 00:32:48,050
+okay لسه
+
+381
+00:32:48,050 --> 00:32:52,590
+ببحث عارش احنا ليش بيقول من الصغر بحط في ال fringe
+
+382
+00:32:52,590 --> 00:32:58,990
+بحط في ال fringe الان جداش تكلفة تاني SBCG جداش
+
+383
+00:32:58,990 --> 00:33:07,140
+تكلفة تاني تكلفة وصول اليها تسعة تسعةزاد جديش صفر
+
+384
+00:33:07,140 --> 00:33:13,280
+الهيوريستك value تبعها بسوا تسعة حلو؟ الآن اخش
+
+385
+00:33:13,280 --> 00:33:16,920
+عليها انا مش عارف هي جود بس انا لسه مش عارف اخش
+
+386
+00:33:16,920 --> 00:33:19,280
+عليها ولا باخشش الجاد ولا هو اللي بقوللي اللي هي
+
+387
+00:33:19,280 --> 00:33:23,240
+value ايش بقوللي لأ انا في عندي لسه هذه أحسن منها
+
+388
+00:33:23,240 --> 00:33:28,720
+ابرتد إلى مين؟ لأنك بتفهم هترتد شوف كانت ماشي في
+
+389
+00:33:28,720 --> 00:33:34,510
+هذا الاتجاه الآنالخطوة الأخيرة ماخدتهاش من هنا الى
+
+390
+00:33:34,510 --> 00:33:39,310
+هنا تنتقل الى هنا هتاخد الاش النور الهادي الاش
+
+391
+00:33:39,310 --> 00:33:45,910
+متفرع منها ال C و ال B و ال G تلاتة children متفرع
+
+392
+00:33:45,910 --> 00:33:51,650
+منها ال B و ال C و ال G هتستكشفهم
+
+393
+00:33:53,030 --> 00:33:56,310
+وتحطهم على الـ fringe بعض منهم already موجودين
+
+394
+00:33:56,310 --> 00:34:01,310
+كلهم already موجودين بس هتحطهم ب values جديدة ليش؟
+
+395
+00:34:01,310 --> 00:34:06,910
+لإنه اختلفت الـ G okay الآن من هنا ال B قدش ال G
+
+396
+00:34:06,910 --> 00:34:12,350
+تبعها؟ تلاتة مع ال heuristic تبعها؟ خمسة احنا بنجي
+
+397
+00:34:12,350 --> 00:34:23,650
+لهذا بنكتب لأ س A B تلاتة زائدصح زائد اتنين زائد
+
+398
+00:34:23,650 --> 00:34:33,850
+اتنين اه Circumstance حلو بدأ بحرك هذا هيك شوية عد
+
+399
+00:34:33,850 --> 00:34:41,550
+ما رحلنا الاس كلها اس ايه و اس بيه؟ اس ايه و اس
+
+400
+00:34:41,550 --> 00:34:41,750
+بيه
+
+401
+00:35:02,290 --> 00:35:06,450
+الـ SAB قولنا قداش ال evaluation تبعها كمان زاد
+
+402
+00:35:06,450 --> 00:35:18,090
+كلمة SAC 6 زائد 7 6 زائد 1 سوى 7
+
+403
+00:35:32,270 --> 00:35:39,530
+Sagg13 احنا الأن أمامنا هدول ال choices ومن اللي
+
+404
+00:35:39,530 --> 00:35:43,630
+لسه ضايل هذا التاخدات
+
+405
+00:35:49,250 --> 00:35:54,650
+الـ S, B, C, D فحصلناها بس ما انتقلناش إليها لأ
+
+406
+00:35:54,650 --> 00:35:58,710
+نقرر ننتقل إليها ولا لأ بناء على المعوطيات دا أقل
+
+407
+00:35:58,710 --> 00:36:04,810
+واحد مين؟ S, A, B عروض S, A, B ايش فيه تفرع من S,
+
+408
+00:36:04,970 --> 00:36:14,890
+A, B؟ الـ C S, A, B, C كمان؟ الآن هنشوف .. خلاص
+
+409
+00:36:14,890 --> 00:36:21,790
+أخدنا هذه الآن الـ S, A, B, Cروحنا ال S A B C صح
+
+410
+00:36:21,790 --> 00:36:31,270
+بينا نقيمها ال C هذي بينا نقيمها هى خمسة صح واحد و
+
+411
+00:36:31,270 --> 00:36:39,930
+اتنين و اتنين خمسة و واحد ستة محطة S A B C خمسة زي
+
+412
+00:36:39,930 --> 00:36:42,130
+ال واحد و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+413
+00:36:42,130 --> 00:36:42,250
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+414
+00:36:42,250 --> 00:36:43,010
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+415
+00:36:43,010 --> 00:36:44,650
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+416
+00:36:44,650 --> 00:36:46,470
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و ات
+
+417
+00:36:47,420 --> 00:36:50,580
+بضلها بالمقارنة مع الـ 13,7,9 هي أقل واحدة بروح
+
+418
+00:36:50,580 --> 00:36:54,540
+عليها بنتقل عليها بفحصها هل هي goal لا مش goal
+
+419
+00:36:54,540 --> 00:36:57,380
+بشوف إيش ال children تبعوناها إيش ال children
+
+420
+00:36:57,380 --> 00:37:05,660
+تبعوناها الـ G بس الـ G تمام؟ بدي أحطها أقيمها
+
+421
+00:37:05,660 --> 00:37:09,240
+بيزيدنا
+
+422
+00:37:09,240 --> 00:37:12,900
+تمانية تمانية؟ لأنه لدينا خمسة تانية تمانية و صفرة
+
+423
+00:37:12,900 --> 00:37:20,010
+أربعة و خمسة تمانيةلأ احنا جينا من هنا صح خمس زي
+
+424
+00:37:20,010 --> 00:37:23,870
+التلاتة تمانية تمانية زي الاقل صفر او تمانية يعني
+
+425
+00:37:23,870 --> 00:37:28,250
+في سبعة الان هل خلصنا منها اه يعني في سبعة في سبعة
+
+426
+00:37:28,250 --> 00:37:33,230
+صح صح ده تخليها و تشوف السبعة ده تخليها و تشوف
+
+427
+00:37:33,230 --> 00:37:40,590
+السبعة هو حتى الان واضح انه افضل في المسار بس ال
+
+428
+00:37:40,590 --> 00:37:45,960
+algorithm مش واضح مش عارفه في حاجة بتقولبتقولها لأ
+
+429
+00:37:45,960 --> 00:37:51,080
+يمكن أنا أحسن فبدا تروح على ال C على ال S A C هنا
+
+430
+00:37:51,080 --> 00:37:55,920
+صح بدا تروح علينا اللي هي S A C بدا تقيمها لأن ال
+
+431
+00:37:55,920 --> 00:38:00,200
+C مرة أخره لأ يا عم انت مش ال goal ماشي S A C صح
+
+432
+00:38:00,200 --> 00:38:06,260
+لإن ايش اللي بتفهم اللي عمل S A C ال G S A C G
+
+433
+00:38:06,260 --> 00:38:13,930
+مظموط لأن هذا الخيار S A C G كده تقييمهتسعة زائد
+
+434
+00:38:13,930 --> 00:38:22,890
+ستة خمسة خمسة ستة وتلاتة تسعة صح تسعة زائد سفر سفر
+
+435
+00:38:22,890 --> 00:38:28,050
+تساوي تسعة تسعة ثلاثة ثمانية ثم سبعة محطة ليها صح
+
+436
+00:38:28,050 --> 00:38:31,550
+الآن صرفيه عندي أه سبعة محطة ليها صح صرفيه عندي
+
+437
+00:38:31,550 --> 00:38:37,470
+هذه اللي لسه مش visited هذه تسعة تمانية وتسعة ناخد
+
+438
+00:38:37,470 --> 00:38:39,690
+أعضاء من أحد التمانية تلاتعش
+
+439
+00:38:42,420 --> 00:38:48,980
+أه اه 13 صح برضه عالي 13 بناخدها اللي هي SACG
+
+440
+00:38:48,980 --> 00:38:54,820
+SABCG اللي هي هذه اللي أخدناها بنفحصها بنجيها ال
+
+441
+00:38:54,820 --> 00:39:00,160
+goal وصلنا وصلنا و معانا برضه نفس الاشي بدك تتذكره
+
+442
+00:39:00,160 --> 00:39:04,520
+دايما و أنت في ال fringe لازم أي نود بتاخدها
+
+443
+00:39:04,520 --> 00:39:08,580
+تعملها selection تعملها test اه
+
+444
+00:39:11,430 --> 00:39:17,230
+بتعملها expansion بيسجل من وين انت وصلت لها علشان
+
+445
+00:39:17,230 --> 00:39:20,310
+اللي قال okay انا وصلت لل G انا على الورقة او على
+
+446
+00:39:20,310 --> 00:39:23,690
+الواحد مسجل بس ال algorithm لازم تسجل في ال data
+
+447
+00:39:23,690 --> 00:39:27,970
+structure عشان متى موصلت لل G تعمل backtracking
+
+448
+00:39:27,970 --> 00:39:34,270
+تمام او backtracing عشان تسجل المسار okay
+
+449
+00:39:40,720 --> 00:39:44,660
+انت لما بدك تتعامل مع المثال زي إيه ك .. بدك تاخد
+
+450
+00:39:44,660 --> 00:39:47,940
+في علمك .. بدك تطلع عليها .. بدك تقول في عندك اللي
+
+451
+00:39:47,940 --> 00:39:51,580
+هو الـH الـheuristic function هذه الـfunction
+
+452
+00:39:51,580 --> 00:39:54,640
+بمعنى إن أنا بقولها الـstate هي بتقولي
+
+453
+00:39:54,640 --> 00:39:59,080
+الـheuristic value تبعها تمام؟ و بيكون عندك جدول
+
+454
+00:39:59,080 --> 00:40:03,320
+زي هيك أو ممكن كلام هذا تروح تسجله على الـdictory
+
+455
+00:40:03,320 --> 00:40:06,320
+على طول يعني انت هنا .. هنا تحسب ليه تقولي الـF
+
+456
+00:40:06,320 --> 00:40:12,000
+بالسبب كذا كذا لكل واحد من هدولة الـF تبعهاال H
+
+457
+00:40:12,000 --> 00:40:17,180
+دايما موطن او انت لا بتحسبها ال H في مسائل .. في
+
+458
+00:40:17,180 --> 00:40:20,760
+مسائل .. في مسائل بتكون موطن في مسائل اخرى انا
+
+459
+00:40:20,760 --> 00:40:25,240
+ممكن اجي اطلب منك بس مجرد انك انت تقترح اكتر من
+
+460
+00:40:25,240 --> 00:40:29,980
+heuristic و اقولك اعطيني تقييمك مين منهم ممكن يكون
+
+461
+00:40:29,980 --> 00:40:35,780
+افضل في عنده مسألة بدي اعطيكوا هي homework و
+
+462
+00:40:35,780 --> 00:40:41,870
+تجربوا فيها و تشوفوا ايش بطلع معاكأه بتخليها home
+
+463
+00:40:41,870 --> 00:40:45,010
+work على البيت يعنى، منعطيكم العشاء
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..408d035e3ef90cc848cf195e10eb23027acddc67
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/sr95xI0GDlQ_raw.srt
@@ -0,0 +1,1896 @@
+1
+00:00:20,690 --> 00:00:23,410
+بسم الله الرحمن الرحيم اليوم ان شاء الله بنكمل
+
+2
+00:00:23,410 --> 00:00:29,370
+محاضراتنا في موضوع ال search و استخدامه في الذكاء
+
+3
+00:00:29,370 --> 00:00:34,330
+الاصطناعي اخر محاضرة كنا حكينا في ال a star
+
+4
+00:00:34,330 --> 00:00:38,170
+algorithm ال a star algorithm و كنا برضه حكينا
+
+5
+00:00:38,170 --> 00:00:42,130
+قبلها ل greedy algorithm قولنا الفرق كان هو ان ال
+
+6
+00:00:42,130 --> 00:00:47,430
+a star algorithm بتزيد حاجة بسيطة لها مفعول في ال
+
+7
+00:00:47,430 --> 00:00:52,280
+optimality الحالة البسيطة هذه ايش؟اللي هي انه احنا
+
+8
+00:00:52,280 --> 00:00:59,040
+بنضيف عند تقييم ال notes ننظرش بس على ال heuristic
+
+9
+00:00:59,040 --> 00:01:03,800
+value او يعني التقدير جداش هذا ال note ممكن تقربنا
+
+10
+00:01:03,800 --> 00:01:08,880
+الى ال goal ايضا بنضيف على ذلك اللي هو ايش ال g of
+
+11
+00:01:08,880 --> 00:01:13,980
+n اذا بتذكروا اللي هي جداش كلفنا المصول الى هذا ال
+
+12
+00:01:13,980 --> 00:01:19,860
+noteفكان التقييم النهائي لأي node F of N بيساوي G
+
+13
+00:01:19,860 --> 00:01:25,760
+of N زائد H of N وقولنا H of N هنا اختصار لـ
+
+14
+00:01:25,760 --> 00:01:30,900
+heuristic value لقوة estimate او تقدير لجداش احنا
+
+15
+00:01:30,900 --> 00:01:35,440
+بنعتقد هذا ال node تبعد عن ال goal اللي احنا
+
+16
+00:01:35,440 --> 00:01:38,840
+بنعمله الان احنا في المحاضرة هذه بنشوف two
+
+17
+00:01:38,840 --> 00:01:43,360
+examples لتطبيق ال A star algorithm في مسألتين او
+
+18
+00:01:43,360 --> 00:01:47,120
+في two examplesأنا على الأسف اللي هو مش واضح كويس
+
+19
+00:01:47,120 --> 00:01:53,400
+بحاول أوضحها بال .. بالكلام اللي أمامنا هو عبارة
+
+20
+00:01:53,400 --> 00:02:00,080
+عن بلوكات نوربح هذا وعبارة عن وزقة من h من grid
+
+21
+00:02:00,080 --> 00:02:06,800
+كبير ال grid هذا ناخد
+
+22
+00:02:06,800 --> 00:02:16,020
+منه جزية هذه الآن و بنكمل أثناءالشراح باقية
+
+23
+00:02:16,020 --> 00:02:24,800
+الأجزاء اذا كنت
+
+24
+00:02:24,800 --> 00:02:25,920
+ترغب في التعليقات اذا كنت ترغب في التعليقات اذا
+
+25
+00:02:25,920 --> 00:02:25,920
+كنت ترغب في التعليقات اذا كنت ترغب في التعليقات
+
+26
+00:02:25,920 --> 00:02:25,920
+اذا كنت ترغب في التعليقات اذا كنت ترغب في
+
+27
+00:02:25,920 --> 00:02:25,960
+التعليقات اذا كنت ترغب في التعليقات اذا كنت ترغب
+
+28
+00:02:25,960 --> 00:02:27,080
+في التعليقات اذا كنت ترغب في التعليقات اذا كنت
+
+29
+00:02:27,080 --> 00:02:27,660
+ترغب في التعليقات اذا كنت ترغب في التعليقات اذا
+
+30
+00:02:27,660 --> 00:02:27,660
+كنت ترغب في التعليقات اذا كنت ترغب في التعليقات
+
+31
+00:02:27,660 --> 00:02:31,380
+اذا كنت ترغب في التعليقات اذا كنت ترغب في
+
+32
+00:02:31,380 --> 00:02:38,500
+التعليقات اذا
+
+33
+00:02:40,100 --> 00:02:43,500
+القطع الخضره شايفينها اللون أخضر و هى اللون أحمر
+
+34
+00:02:43,500 --> 00:02:49,100
+مش واضح كتير هدى هى ال start و هدى هى ال goal شو
+
+35
+00:02:49,100 --> 00:02:52,060
+يعنى start و يعنى goal يعنى أنا الأن بدي أبدأ ال
+
+36
+00:02:52,060 --> 00:02:57,340
+algorithm بتبدأ من هنا و بتكتشف طريقها إلى ال goal
+
+37
+00:02:57,340 --> 00:03:02,020
+بس مش أي طريق بدها يكون ال best اه او ال optimal
+
+38
+00:03:02,020 --> 00:03:07,740
+path هدوله اللى من الأزرق هدوله اعتبرهم إيش حيطة
+
+39
+00:03:07,740 --> 00:03:15,960
+أو عائقالـ Algorithm مش مفروض يعني كيف تتجاوز هذا
+
+40
+00:03:15,960 --> 00:03:19,600
+الحلق ايش يعني يعني انا والان ال algorithm هي هنا
+
+41
+00:03:19,600 --> 00:03:25,420
+بدها تستكشف ايش ال possible moves فمن الطبيعي جدا
+
+42
+00:03:25,420 --> 00:03:29,600
+ان في عندها التمانية هدولة كلهم مفتوحات أمامها لكن
+
+43
+00:03:29,600 --> 00:03:34,880
+لو أجت على واحدة من هدولة اللي هنا أمامها
+
+44
+00:03:34,880 --> 00:03:38,980
+ايش ال moves possible من هنا هنا ماتقدرشو هنا
+
+45
+00:03:38,980 --> 00:03:43,400
+مابتقدرش و هنا مابتقدرش تقدر تروح هيك او هيك او
+
+46
+00:03:43,400 --> 00:03:50,720
+هيك او هيك التفجير هذا اولا ثانيا انه الانتقال من
+
+47
+00:03:50,720 --> 00:03:54,260
+block ل block او من tile الى tile اخر من بلاطة
+
+48
+00:03:54,260 --> 00:03:58,740
+لبلاطة التكلفة مش متساوية اذا كانت البلاطة مجاورة
+
+49
+00:03:58,740 --> 00:04:08,190
+بحفة فالتكلفة عشرة اذا مجاورة بزاويةالتكلفة 14
+
+50
+00:04:08,190 --> 00:04:13,210
+نتفق على هذا الكلام إنه إذا أنا الآن على start و
+
+51
+00:04:13,210 --> 00:04:19,850
+بدى أروح إلى عندي تمام خيارات، مظبوط؟ هذا الخيار
+
+52
+00:04:19,850 --> 00:04:22,370
+الرقم هو الأمامي، يعني هاي واحد، هاي اتنين، هاي
+
+53
+00:04:22,370 --> 00:04:25,930
+تلاتة، هاي أربعة، هاي خمسة، هاي ستة، هاي سبعة، هاي
+
+54
+00:04:25,930 --> 00:04:30,510
+تمانية، الآن من .. من .. إلى .. إلى واحد ال course
+
+55
+00:04:30,510 --> 00:04:35,030
+قداش من أسئلة واحد ال course 14 من أسئلة اتنين
+
+56
+00:04:35,030 --> 00:04:42,750
+عشرةالان ال algorithm يفترض ان تشغل بنفس ال
+
+57
+00:04:42,750 --> 00:04:48,680
+strategy الثابتةمن اي note سواء ال start او ما بعد
+
+58
+00:04:48,680 --> 00:04:54,080
+ذلك بدها تستكشف ايش ال possible moves تمام و كل
+
+59
+00:04:54,080 --> 00:05:00,220
+move بدها تشوف و بدها توديها و تحسب تعمل
+
+60
+00:05:00,220 --> 00:05:05,700
+evaluation لكل واحد من هدولة ال moves و تحطهم على
+
+61
+00:05:05,700 --> 00:05:10,460
+ال fringe عشان تاخد ايش الأفضل لل iteration اللي
+
+62
+00:05:10,460 --> 00:05:20,790
+بعدنحل هذا المثال على اللوحة طولي ماذا سأفعل؟ في
+
+63
+00:05:20,790 --> 00:05:27,930
+نفس المربع سأكتب ثلاث أرقام أحد اتنين ثلاثة سأضع
+
+64
+00:05:27,930 --> 00:05:32,430
+الرقم الذي
+
+65
+00:05:32,430 --> 00:05:38,150
+في هذا ال block في الجورنة هذه سأضع ال F سأسجله
+
+66
+00:05:38,150 --> 00:05:42,080
+تشاهدون أن هنا يوجد أرقام أخرى في بعضهافي ال goal
+
+67
+00:05:42,080 --> 00:05:48,600
+نهاري بضحك مين ال G و في ال goal نهاري بضحك ال H
+
+68
+00:05:48,600 --> 00:05:57,000
+ماتفجرناش على ال H لسه ال H هو
+
+69
+00:05:57,000 --> 00:06:01,680
+جديش ال estimate لل goal طيب أنا الآن على ال block
+
+70
+00:06:01,680 --> 00:06:08,020
+هذي إيش بتقترحوا يكون ال estimate تقديرنا للمسافة
+
+71
+00:06:08,020 --> 00:06:14,330
+ما بين هذا لل goalعدد البلوكات و خلاص على البساطة
+
+72
+00:06:14,330 --> 00:06:19,490
+يعني انا ممكن احسب ال straight line distance و لا
+
+73
+00:06:19,490 --> 00:06:25,110
+لأ ممكن اجي اقول هي انا من مركز البلوك كده لمركز
+
+74
+00:06:25,110 --> 00:06:30,210
+البلوك كده و اعمل خط و بحساب المثلثات احصل طولي
+
+75
+00:06:30,210 --> 00:06:33,870
+خلّي بالك ان اصلا العشرة و الاربعتاش العشرة و
+
+76
+00:06:33,870 --> 00:06:37,910
+الاربعتاش انا لما ببدأ في بلوك و هي بلوك و هي بلوك
+
+77
+00:06:38,600 --> 00:06:44,140
+انا باعتبر ان المسافة من هنا لهنا عشرة وبالتالي
+
+78
+00:06:44,140 --> 00:06:46,620
+هتكون من هنا لهنا من مركز ال block لمركز ال block
+
+79
+00:06:46,620 --> 00:06:55,360
+عشرة يبقى هذا عشرة تربية زي عشرة تربية مية و مية
+
+80
+00:06:55,360 --> 00:07:01,180
+متين متين تحت الجذر مش هذا الجذر المتين يكون ال 14
+
+81
+00:07:02,530 --> 00:07:06,270
+فأنا ممكن عمليا برضه أعتبر ال estimate هي عبارة عن
+
+82
+00:07:06,270 --> 00:07:09,270
+ال straight line distance و أجيبها بحساب المثلثات
+
+83
+00:07:09,270 --> 00:07:12,510
+اللي بتطلع بشكل كذا بس احنا بدنا اش تستخدم هذا
+
+84
+00:07:12,510 --> 00:07:17,170
+عشان ما نعجدش الحسبة بنخليها بسيطة اش بوساطتها و
+
+85
+00:07:17,170 --> 00:07:21,530
+قفزة قمستين تلاتة أربعة القفزة الواحدة بعشرة
+
+86
+00:07:21,530 --> 00:07:27,590
+أربعين خلاص أصبح عندي أنا الآن بقدر من الآن من
+
+87
+00:07:27,590 --> 00:07:32,160
+الآنعبّى الـ H تبع كل البلوكات اللي في الـ H اللي
+
+88
+00:07:32,160 --> 00:07:35,180
+في اللوحة كلها صح هذا والله مغمّض هي اتوا اربعين
+
+89
+00:07:35,180 --> 00:07:39,340
+اتوا ليش اتوا حسبناها هذا اربعين صح وهذا ايش
+
+90
+00:07:39,340 --> 00:07:46,000
+بتتوقعه خمسين صح هذا خلاص انا ايش برجع ماشي انا
+
+91
+00:07:46,000 --> 00:07:49,760
+بدي اجيب بس الآن التمانين اللي حوالين ال start هذا
+
+92
+00:07:49,760 --> 00:07:54,760
+ايش بيكون اقفز تلاتة صح تلاتين هذا ايش بيكون زي
+
+93
+00:07:54,760 --> 00:08:03,320
+نظر اربعين الان هناخمسين وانا سبتين وانا سبتين
+
+94
+00:08:03,320 --> 00:08:06,960
+وانا
+
+95
+00:08:06,960 --> 00:08:10,680
+سبتين
+
+96
+00:08:10,680 --> 00:08:13,560
+وانا سبتين وانا سبتين وانا سبتين وانا سبتين وانا
+
+97
+00:08:13,560 --> 00:08:21,640
+سبتين وانا سبتين وانا سبتين
+
+98
+00:08:21,640 --> 00:08:25,220
+وانا سبتين وانا سبتين وانا سبتين وانا سبتين وانا
+
+99
+00:08:25,220 --> 00:08:25,260
+سبتين وانا سبتين وانا سبتين وانا سبتين وانا سبتين
+
+100
+00:08:25,260 --> 00:08:25,260
+وانا سبتين وانا سبتين وانا سبتين وانا سبتين وانا
+
+101
+00:08:25,260 --> 00:08:25,520
+سبتين وانا سبتين وانا سبتين وانا سبتين وانا سبتين
+
+102
+00:08:25,520 --> 00:08:27,820
+وانا سبتين وانا سبتين وانا سبتين واناإذا واجف هنا
+
+103
+00:08:27,820 --> 00:08:34,040
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+104
+00:08:34,040 --> 00:08:34,880
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+105
+00:08:34,880 --> 00:08:35,060
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+106
+00:08:35,060 --> 00:08:35,100
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+107
+00:08:35,100 --> 00:08:35,380
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+108
+00:08:35,380 --> 00:08:35,440
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+109
+00:08:35,440 --> 00:08:35,440
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+110
+00:08:35,440 --> 00:08:35,440
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+111
+00:08:35,440 --> 00:08:35,440
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+112
+00:08:35,440 --> 00:08:35,440
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+113
+00:08:35,440 --> 00:08:36,240
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+114
+00:08:36,240 --> 00:08:37,500
+14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و
+
+115
+00:08:37,500 --> 00:08:42,980
+هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا 14 و هذا
+
+116
+00:08:42,980 --> 00:08:48,520
+14 و هذا 14
+
+117
+00:08:53,370 --> 00:08:58,670
+انا هبقى من ال S و هشوف كل ال children صح انه ال
+
+118
+00:08:58,670 --> 00:09:03,910
+city بتتفرع منها فهي اندي هذه خلاص هذه عشرة صح هذه
+
+119
+00:09:03,910 --> 00:09:10,190
+اربعة عشر هذه عشرة مظبوط هذه اربعة عشر هذه عشرة
+
+120
+00:09:10,190 --> 00:09:14,610
+هذه اربعة عشر وهذه عشرة وهذه اربعة عشر صح الان
+
+121
+00:09:14,610 --> 00:09:19,490
+نجمع اربعة عشر و أربعين اربعة و خمسين عشرة سبتمبر
+
+122
+00:09:19,490 --> 00:09:26,190
+ستين سبتمبر أربعة و سبتمبرخاطر يحط باللون الأسود
+
+123
+00:09:26,190 --> 00:09:29,990
+عشان بس انت
+
+124
+00:09:29,990 --> 00:09:34,990
+ايه اللي قلناه اربعة و خمسين هذه سبتين هذه اربعة و
+
+125
+00:09:34,990 --> 00:09:43,570
+سبعين هذه ايش سبتين هذه ايش هذه مش معانته تمام
+
+126
+00:09:43,570 --> 00:09:51,190
+تمام الان هذه ايشالان انا لو عندي بده اتخيل ال
+
+127
+00:09:51,190 --> 00:09:54,170
+fringe ايش هو ال fringe احنا الان في ال start ال
+
+128
+00:09:54,170 --> 00:09:57,670
+start طبعا اول حاجة بنفحصها اللي هي goal لأ مش
+
+129
+00:09:57,670 --> 00:10:00,150
+goal على طول بنبدأ نطلع على ال children تبعونها
+
+130
+00:10:00,150 --> 00:10:04,210
+طلعنا على ال children تبعونها و رصوناهم في مين في
+
+131
+00:10:04,210 --> 00:10:16,510
+ال fringe كل واحدة و ايش معاها ال F value نبدأ
+
+132
+00:10:16,510 --> 00:10:20,720
+مثلا من وينمن هذه تقولنا عنها رقم واحد هي واحد هي
+
+133
+00:10:20,720 --> 00:10:27,120
+اتنين هي تلاتة مش هي كده انا رقم طول متوى اه واحد
+
+134
+00:10:27,120 --> 00:10:32,680
+اندش اربعة و سبعين اربعة و سبعين بالظبط اتنين ستين
+
+135
+00:10:32,680 --> 00:10:38,440
+اربعة و سبعين اربعة و سبعين اربعة و سبعين اربعة و
+
+136
+00:10:38,440 --> 00:10:41,800
+سبعين اربعة و سبعين اربعة و سبعين اربعة و سبعين
+
+137
+00:10:41,800 --> 00:10:43,800
+اربعة و سبعين اربعة و سبعين اربعة و سبعين اربعة و
+
+138
+00:10:43,800 --> 00:10:48,740
+سبعين اربعة و سبعينماذا هو الـ next move؟ ماذا هو
+
+139
+00:10:48,740 --> 00:10:53,720
+الـ next step في الـ algorithm؟ حطناهم في الـ
+
+140
+00:10:53,720 --> 00:10:58,240
+fringe و قيمناهم الان بدأ بدا iteration جديدة، بدأ
+
+141
+00:10:58,240 --> 00:11:02,660
+اعمل selection لل best، للأفضل، الأفضل هو الأعلى
+
+142
+00:11:02,660 --> 00:11:07,020
+ولا الأقل؟ الأقل، الأربعين، الأربعين، الأربعين،
+
+143
+00:11:07,020 --> 00:11:07,100
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+144
+00:11:07,100 --> 00:11:08,760
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+145
+00:11:08,760 --> 00:11:09,060
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+146
+00:11:09,060 --> 00:11:10,100
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+147
+00:11:10,100 --> 00:11:11,280
+الأربعين، الأربعين، الأربعين، الأربعين، الأربعين،
+
+148
+00:11:11,280 --> 00:11:18,660
+الأربعين، الأمن start هطلع عليه رقم اربعة رقم ايش؟
+
+149
+00:11:18,660 --> 00:11:22,660
+اربعة نعم اللي هي قيمتها اربعين ال F value تبعها
+
+150
+00:11:22,660 --> 00:11:27,560
+اربعين صح؟ الان هنا من اربعة بدنا ايش نشوف ايش
+
+151
+00:11:27,560 --> 00:11:30,880
+اللي خيارات التمانية هذه اربعة ايش الخيارات
+
+152
+00:11:30,880 --> 00:11:35,220
+التمانية واحد اتنين تلتة مشطومين دل هذه برضه كمان
+
+153
+00:11:35,220 --> 00:11:42,110
+مشطوبة start دل واحد اتنين تلتة اربعةالان هدولة ال
+
+154
+00:11:42,110 --> 00:11:48,810
+notes بدهم يعاد تقييمهم بقدرش امسك ال values هذه
+
+155
+00:11:48,810 --> 00:11:55,610
+زمان ليش ان اختلفت ال current note صرت انا هنا انا
+
+156
+00:11:55,610 --> 00:12:00,270
+تكلت الآن هيك صح صرت انا الآن ال G بالظبط بدأت
+
+157
+00:12:00,270 --> 00:12:06,210
+تغير ال H بقولنا هدولة ثالثة الان هنا بالنسبة لي
+
+158
+00:12:06,210 --> 00:12:11,390
+هاني صارت عشرة بالنسبة لهاهذا ال node هذا صار عشرة
+
+159
+00:12:11,390 --> 00:12:15,250
+بالنسبالي
+
+160
+00:12:15,250 --> 00:12:21,250
+هنا صارت أربعة عشر بالنسبالي هذه أربعة عشر وهذه
+
+161
+00:12:21,250 --> 00:12:25,610
+عشرة الآن
+
+162
+00:12:25,610 --> 00:12:35,610
+ال F بدا تتغير هنا بصير خمسين هنا بصير اربعة ستين
+
+163
+00:12:35,610 --> 00:12:42,790
+هنا اربعة ستينوهنا ياش خمس خمسين الان هدول ال two
+
+164
+00:12:42,790 --> 00:12:47,830
+nodes هدول ال two nodes already موجودين الان
+
+165
+00:12:47,830 --> 00:12:50,970
+مابروحش اضغط فيهم already موجودين بقصرهم و بعمل
+
+166
+00:12:50,970 --> 00:12:56,090
+update لل ال F value تبعهم الحين هدول بتفتير ان
+
+167
+00:12:56,090 --> 00:13:03,470
+رقم 2 كانت ستين صارت اربع ستين مظبوط هذه تلاتة
+
+168
+00:13:03,470 --> 00:13:09,520
+كانت اربع خمسين صارت خمسين هذه خلاص بالنقاشبنشطب
+
+169
+00:13:09,520 --> 00:13:16,880
+عليها لأنه already الان
+
+170
+00:13:16,880 --> 00:13:29,020
+ستة لأ خمسة خمسين ستة اربعة ستين اربعة ستين الان
+
+171
+00:13:29,020 --> 00:13:35,050
+صرف ياندي ايش مين ال minimum يا تلاتة يا خمسةيعني
+
+172
+00:13:35,050 --> 00:13:37,730
+تلاتة او خمسة هم الاتنين زي بعض والتنين minimum
+
+173
+00:13:37,730 --> 00:13:41,790
+تقعد تلاتة ولا خمسة انا انا انا انا انا انا انا
+
+174
+00:13:41,790 --> 00:13:45,210
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+175
+00:13:45,210 --> 00:13:45,230
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+176
+00:13:45,230 --> 00:13:48,930
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+177
+00:13:48,930 --> 00:13:48,950
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+178
+00:13:48,950 --> 00:13:48,950
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+179
+00:13:48,950 --> 00:13:48,950
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+180
+00:13:48,950 --> 00:13:53,030
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+181
+00:13:53,030 --> 00:13:57,550
+انا ا
+
+182
+00:14:00,530 --> 00:14:04,010
+Okay ناخد ال ايه؟ تأكيدك ممكن على مستوى البذل يأثر
+
+183
+00:14:04,010 --> 00:14:06,670
+ال random اللي أخدته يعني ممكن كل random تاني اللي
+
+184
+00:14:06,670 --> 00:14:11,230
+كنت ماخده يتطلع يتأثر random ممكن ممكن بس احنا
+
+185
+00:14:11,230 --> 00:14:16,650
+الآن بحكم ال strategy اللي احنا متبعينها ال كلهم C
+
+186
+00:14:16,650 --> 00:14:20,890
+يعني احنا مش عارفين قدام ايش فيه ممكن يكون في
+
+187
+00:14:20,890 --> 00:14:24,330
+block هنا يعني لو انا مشيت هيك ربما يكون في block
+
+188
+00:14:24,330 --> 00:14:31,860
+هنا اه يطول عليا المسافة ف .. بس هيبين معاكيهيباين
+
+189
+00:14:31,860 --> 00:14:36,860
+معايا و هأرجع و أختار هذا لما يصير هذا هو ال
+
+190
+00:14:36,860 --> 00:14:41,300
+minimum الوحيد بعد ما يكون شقابة الاحتمال الأولاني
+
+191
+00:14:41,300 --> 00:14:44,000
+صح؟ صح اللي احنا تفتكرنا برضه في اللوحة اللي لدينا
+
+192
+00:14:44,000 --> 00:14:47,020
+كلها داسيا اه اه لو انا .. انا .. انا .. انا ..
+
+193
+00:14:47,020 --> 00:14:47,880
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+194
+00:14:47,880 --> 00:14:48,240
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+195
+00:14:48,240 --> 00:14:48,320
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+196
+00:14:48,320 --> 00:14:49,340
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+197
+00:14:49,340 --> 00:14:49,620
+انا .. انا .. انا .. انا .. انا .. انا .. انا ..
+
+198
+00:14:49,620 --> 00:14:59,440
+انا .. انا .. انا .. انا .. انا .. انا .. انا .. ا
+
+199
+00:14:59,940 --> 00:15:04,560
+ماذا يوجد قدامي؟ هذا و هذا هذا مقفل و هذا مقفل و
+
+200
+00:15:04,560 --> 00:15:06,280
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+201
+00:15:06,280 --> 00:15:09,040
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+202
+00:15:09,040 --> 00:15:10,760
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+203
+00:15:10,760 --> 00:15:11,760
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+204
+00:15:11,760 --> 00:15:13,460
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+205
+00:15:13,460 --> 00:15:18,000
+مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و
+
+206
+00:15:18,000 --> 00:15:20,040
+هذا مقفل و هذا مقفل و هذا مقفل و هذا مقفل و هذا
+
+207
+00:15:20,040 --> 00:15:29,000
+مقفل و هذا مقفل
+
+208
+00:15:29,000 --> 00:15:36,320
+وdead end تمام فالان احنا قررنا ننزل تحت لان و
+
+209
+00:15:36,320 --> 00:15:40,200
+احنا هنا خلّي بالك ان انا برسم الخط هذا بده ارسم
+
+210
+00:15:40,200 --> 00:15:45,540
+برضه كمان الخط انا هنا انتجلت الحين صح انا انتجلت
+
+211
+00:15:45,540 --> 00:15:51,380
+من اربعة الى مين الى خمسة والتقييم تبعها خمسين
+
+212
+00:15:51,380 --> 00:15:56,840
+مظبوط صحيح بس بدي اتذكر ان منين جيتبدّى أذكر من
+
+213
+00:15:56,840 --> 00:16:01,580
+أين جيت ضروري و لا مش ضروري؟ ضروري أتذكر ولا لأ
+
+214
+00:16:01,580 --> 00:16:07,260
+أنا؟ اتذكر أن ال goal تبقى في حد ذاته مش هو الهدف
+
+215
+00:16:07,260 --> 00:16:11,400
+في حاله أنا لازم أجيب ال path فانا اليوم أصل ل G
+
+216
+00:16:11,400 --> 00:16:16,420
+إذا أنا مش عارف من أين جيت يعني أنا وصلت ل G إذا
+
+217
+00:16:16,420 --> 00:16:20,820
+أنا مش عارف من أين جيت فضعت الخريطة خريطة الطريق
+
+218
+00:16:20,820 --> 00:16:24,830
+ضعتفعلى الأقل انا بذكر القفز السابق او القفز
+
+219
+00:16:24,830 --> 00:16:28,810
+السابق بتوصل
+
+220
+00:16:28,810 --> 00:16:34,770
+للي قبلها و للي قبلها مظموط فاحنا بتاعنا عموما
+
+221
+00:16:34,770 --> 00:16:40,450
+الكلام اللي بقى اللي ضال هو تكرار لليش للي قلناها
+
+222
+00:16:40,450 --> 00:16:44,330
+حتى لان بنفس الآلية نفس الظبط نفس الآلية خلينا
+
+223
+00:16:44,330 --> 00:16:49,370
+نقدم شوية في ال slide بنفس الآلية ال algorithm لان
+
+224
+00:16:50,420 --> 00:16:57,660
+بعد ما تزل هنا بتستكشف جيرانها التمانية
+
+225
+00:16:57,660 --> 00:17:04,040
+هذا مشطوب لانه شفناه هذا مشطوب لانه شفناه هذا
+
+226
+00:17:04,040 --> 00:17:05,320
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+227
+00:17:05,320 --> 00:17:05,780
+لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه
+
+228
+00:17:05,780 --> 00:17:05,840
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+229
+00:17:05,840 --> 00:17:05,840
+لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه
+
+230
+00:17:05,840 --> 00:17:05,880
+مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب
+
+231
+00:17:05,880 --> 00:17:05,940
+لانه مشطوب لانه مشطوب لانه مشطوب لانه مشطوب لانه
+
+232
+00:17:05,940 --> 00:17:12,600
+مشطوب لانه مشطوب لانه مشطوب
+
+233
+00:17:12,600 --> 00:17:16,440
+لانه مش
+
+234
+00:17:20,390 --> 00:17:27,990
+أه و بحقره هلاجي أن هذه هي إيش اللي أقصر أو اللي
+
+235
+00:17:27,990 --> 00:17:37,690
+أفضل F و أنزل فيها تمام شايف المرموعة المعلم
+
+236
+00:17:37,690 --> 00:17:46,590
+بالأزرق المعلم بالأزرق مواضح الأزرق الإطار تمام في
+
+237
+00:17:46,590 --> 00:17:51,900
+الآخر في الآخر احنا هنصل إلى ال goalو معانا ..
+
+238
+00:17:51,900 --> 00:17:59,460
+معانا اتجاه اللى احنا جينا منه اختصار شديد
+
+239
+00:17:59,460 --> 00:18:05,180
+للألغوريوتم هذه بتشتغل كما لو كان واحد بيدور على
+
+240
+00:18:05,180 --> 00:18:11,360
+شيء و هو ماشي ممكن يخش في طريق و يرجع منه .. يخش
+
+241
+00:18:11,360 --> 00:18:16,740
+في طريق و يرجع منه لكن مسجلبسجل قاعده هو ماشي بسجل
+
+242
+00:18:16,740 --> 00:18:20,760
+عشان يعرف أقصر طريق لما بده يروح المرة الجاية يمشي
+
+243
+00:18:20,760 --> 00:18:24,440
+بس من أقصر الطريق مايتوهش التوقع نفسه فال
+
+244
+00:18:24,440 --> 00:18:29,520
+algorithm في بحثها عن ال goal حطوها و تتشعب و تلف
+
+245
+00:18:29,520 --> 00:18:35,580
+ممكن تلف كل اللوحة لكن و هي بتبحث بتسجل عشان بعد
+
+246
+00:18:35,580 --> 00:18:39,460
+هي كان لما نحنا نقولها الان بدنا نروح من هنا ال
+
+247
+00:18:39,460 --> 00:18:48,350
+goalأو تحدد لنفسها المسار أقصر مسار طيب
+
+248
+00:18:48,350 --> 00:18:53,370
+هذا المثال الأولاني هذا المثال الأولاني لو أنا بدي
+
+249
+00:18:53,370 --> 00:18:58,650
+أتخيل ال search space في هذه ال problem بدي أرسمه
+
+250
+00:18:58,650 --> 00:19:04,410
+زي ما أنا رسمه زي هيك و بدي أقول إن احنا لغينا ال
+
+251
+00:19:04,410 --> 00:19:08,340
+node اللي بنيجي منها بنرجع لهash تانيتتخيلوا هذا
+
+252
+00:19:08,340 --> 00:19:13,800
+ال search space عندما يرتسم هيبقى tree ولا graph؟
+
+253
+00:19:13,800 --> 00:19:18,220
+لا لا ليس فيه loop ليس فيه loop صح؟ ال graph متميز
+
+254
+00:19:18,220 --> 00:19:23,000
+إنه فيه loop تمام أنا الآن و أنا بعد ما انتجت من
+
+255
+00:19:23,000 --> 00:19:28,760
+ال start إلى أربعة ال options هدولة ال children
+
+256
+00:19:28,760 --> 00:19:32,140
+بعدها كانت من أربعة إلى خمسة ال children اللي
+
+257
+00:19:32,140 --> 00:19:41,130
+بيطلعوا من خمسة هل في بعض منهم كان هناك؟طب هذه انا
+
+258
+00:19:41,130 --> 00:19:44,610
+و انا في اربعة مش شوفت هذه طب هذه مش كانت برضه
+
+259
+00:19:44,610 --> 00:19:52,030
+كمان child هي الان child لخمسة اسف الان اربعة هذه
+
+260
+00:19:52,030 --> 00:19:59,690
+خمسة صح اه هذه خمسة خمسة child لاربعة صح في نفس
+
+261
+00:19:59,690 --> 00:20:04,930
+الورقة اللي اصلا خمسة كانت child ل S انا ممكن اشوف
+
+262
+00:20:04,930 --> 00:20:12,870
+ال node اكتر من مرة تمامفهي فيها loops بس احنا
+
+263
+00:20:12,870 --> 00:20:18,190
+عايش .. اذا لقينا
+
+264
+00:20:18,190 --> 00:20:21,830
+.. هنلغي بس دي جيلة منها يعني مثلا انا اربعة ..
+
+265
+00:20:21,830 --> 00:20:25,810
+انا اربعة بلغي .. يعني و انا .. و انا .. انا خمسة
+
+266
+00:20:25,810 --> 00:20:29,870
+من خمسة لاربعة في طريق بس انا مش هحطها في ال
+
+267
+00:20:29,870 --> 00:20:33,150
+childrenال visited هذا مش هتفكر ال visited ال
+
+268
+00:20:33,150 --> 00:20:36,890
+parent خلينا نقول ال direct parent مش اللي visited
+
+269
+00:20:36,890 --> 00:20:43,210
+ما هو انا في خمسة انا في خمسة مش عارف كيف هذه has
+
+270
+00:20:43,210 --> 00:20:47,050
+been visited before بس انا خليتها ليش لأنه انا
+
+271
+00:20:47,050 --> 00:20:50,270
+الان ممكن يكون الطريق اللي جاي منه هذا اقصر من
+
+272
+00:20:50,270 --> 00:20:55,690
+الطريق اللي من ال start واضح فانا بالغي صح بس ال
+
+273
+00:20:55,690 --> 00:21:00,530
+parent لكن بلغيش اشي تاني بالتالي ممكن يكون فيأشوف
+
+274
+00:21:00,530 --> 00:21:03,870
+كأطفال من ال current note تكون شريفة قبل ذلك
+
+275
+00:21:03,870 --> 00:21:10,970
+وبالتالي هذا ال graph و ال algorithm
+
+276
+00:21:10,970 --> 00:21:14,410
+بتعمله انها بتاخد فعلا تباركة ال notes اللي has
+
+277
+00:21:14,410 --> 00:21:17,890
+been visited before بس بتعملها قاعدة تقييم لأنه قد
+
+278
+00:21:17,890 --> 00:21:23,030
+يكون المدخل اللي الآن أفضل من المدخل اللي شفنا منه
+
+279
+00:21:23,030 --> 00:21:27,310
+قبل ذلك طيب احنا الآن بدنا نشوف problem تاني ال
+
+280
+00:21:27,310 --> 00:21:32,520
+problem التاني هذهمن أول ما نشوفها، هي شكلها graph
+
+281
+00:21:32,520 --> 00:21:42,880
+واضح من الأصل إنها graph تتوقعوا
+
+282
+00:21:42,880 --> 00:21:48,380
+أيش ممكن يكون تطبيق لهذا المثال؟
+
+283
+00:21:48,380 --> 00:21:52,100
+تطبيق عملي لهذا المثال اللي حكينا فيه الـGPS
+
+284
+00:21:52,100 --> 00:21:56,620
+الـGPS؟ وفي الألعاب، الألعاب البسيطة، الـTwo
+
+285
+00:21:56,620 --> 00:22:03,630
+-dimensional gamesلما يكون مثلا في يدك في اللغة
+
+286
+00:22:03,630 --> 00:22:07,530
+بياشي بتحرك و بده .. و أنت موجود في مكانه وهذا
+
+287
+00:22:07,530 --> 00:22:11,230
+اللي بتحرك ال snake لعبة ال snake بتدعفوها بدها
+
+288
+00:22:11,230 --> 00:22:16,790
+تتجهي إليك وتاكل القطعة تبعتك اللي أنت ب .. فهو
+
+289
+00:22:16,790 --> 00:22:20,750
+هيحسب أقصر مصار إليك هو ال computer ال system ال
+
+290
+00:22:20,750 --> 00:22:23,730
+game اللي هتحسب أقصر مصار إليك عشان ماتبقوتش تلف
+
+291
+00:22:23,730 --> 00:22:28,170
+هي عارف أنت وين بس ضايق عليهاتعرف ايش اكثر مصير
+
+292
+00:22:28,170 --> 00:22:31,670
+مؤدي اليك طبعا بيبقى في حاجات يجزب حقوقها في
+
+293
+00:22:31,670 --> 00:22:35,150
+اللعبة فهي بدها تاخد هذا الكلام كله في الاعتبار و
+
+294
+00:22:35,150 --> 00:22:41,450
+تشوف اكثر طريق اليك عشان تسيطك بسرعة طيب المثال
+
+295
+00:22:41,450 --> 00:22:49,890
+التاني احنا فيه علنا ببساطة شديدة graph ال
+
+296
+00:22:49,890 --> 00:22:55,250
+graph هذا فيه عدة nodes كل node لها label من A B
+
+297
+00:22:56,410 --> 00:23:03,870
+الـ C في عندي ال goal و في عندي ال start من
+
+298
+00:23:03,870 --> 00:23:08,090
+ال start انا بقدر اروح على A او بقدر اروح على B و
+
+299
+00:23:08,090 --> 00:23:14,690
+من A بقدر اروح على B او C او Direct على ال goal من
+
+300
+00:23:14,690 --> 00:23:21,610
+B بروح على C فقط من C على ال goal فقط كل واحدة من
+
+301
+00:23:21,610 --> 00:23:28,860
+ال links هذه انها cost مختلفةال course capital 1,2
+
+302
+00:23:28,860 --> 00:23:40,500
+,4,5,2,3,12 طبعا المطلوب نفس الشيء ان ال algorithm
+
+303
+00:23:40,500 --> 00:23:47,640
+تبحث عن ال G وتلاقيها و تلاقيها بأقصر مسار واضح ان
+
+304
+00:23:47,640 --> 00:23:53,800
+في أعدد مسارات فانا ممكن اطلع من S إلى A إلى G هذه
+
+305
+00:23:53,800 --> 00:23:54,380
+مسارات
+
+306
+00:24:00,650 --> 00:24:08,590
+من S ل A ل C ل G من S ل A ل C ل G من S ل A ل C ل G
+
+307
+00:24:08,590 --> 00:24:13,610
+من S ل A ل C ل G من S ل A ل C ل G من S ل A ل C ل G
+
+308
+00:24:13,610 --> 00:24:18,730
+من S ل A ل C ل G من S ل A ل C ل G
+
+309
+00:24:25,830 --> 00:24:34,890
+هذا هو ربما أقل شيء صحيح من S ل B ال C ل G أربعة
+
+310
+00:24:34,890 --> 00:24:44,510
+من S ل B خش من B ل A فلس هم هدولة الأربعة أكثر
+
+311
+00:24:44,510 --> 00:24:49,790
+واحد واضح أنه هو هذا بدنا ال algorithm تكتشفه ماشي
+
+312
+00:24:49,790 --> 00:24:54,070
+و ايه اللي حيحصل الآن
+
+313
+00:24:57,520 --> 00:25:03,040
+مبدأيا نحتاج اليوريستيك فانكشن نحتاج اليوريستيك
+
+314
+00:25:03,040 --> 00:25:07,340
+فانكشن صح اللي تقول لي وانا واقف على قداش تخمينة
+
+315
+00:25:07,340 --> 00:25:10,020
+أصول اللي ده هذا اليوريستيك فانكشن احنا بدنا
+
+316
+00:25:10,020 --> 00:25:14,700
+نعطيها معطيات في المسألة نكتبها على شكل الجدول
+
+317
+00:25:14,700 --> 00:25:24,300
+التالي هاي ال state أو ال node وهي ال h value من S
+
+318
+00:25:25,160 --> 00:25:34,280
+من A الى G سبعة من A الى G ستة من B اتنين من C
+
+319
+00:25:34,280 --> 00:25:40,140
+واحد و من G الى G قداشر
+
+320
+00:25:40,140 --> 00:25:49,400
+ليس فيها سؤال Zero صح هذا
+
+321
+00:25:49,400 --> 00:25:53,430
+ال realistic هذا ال given على أي أساسعلى أساس
+
+322
+00:25:53,430 --> 00:25:58,230
+طبيعة المثال قد تكون هذه ال city قد تكون هذه أي
+
+323
+00:25:58,230 --> 00:26:04,030
+شيء المهم هي التقدير للمسافات أو لبقعد كل واحد
+
+324
+00:26:04,030 --> 00:26:07,470
+منهم ساني عن الجول ماهي ال algorithm اللي أنا
+
+325
+00:26:07,470 --> 00:26:13,530
+بتسويها تبدأ بال S من ال S نبدأ شكل Tree من ال S
+
+326
+00:26:13,530 --> 00:26:20,410
+يعني خيارين ال S ل A و ال S ل B أنا بدي أكرر ال S
+
+327
+00:26:21,520 --> 00:26:26,380
+أنا المفروض أكتبها على هت بس صح بس أنا بده أحط ال
+
+328
+00:26:26,380 --> 00:26:32,840
+S عشان دائما نذكر احنا اللي مانجينا من S إلى A هذا
+
+329
+00:26:32,840 --> 00:26:39,820
+ال option الأن أنا بده أكتب ل French ال
+
+330
+00:26:39,820 --> 00:26:48,060
+French في عندي عدة notes
+
+331
+00:26:48,060 --> 00:26:59,150
+في عندي أيشالـ F value طبعا إيش
+
+332
+00:26:59,150 --> 00:27:04,750
+ال F value؟ طبعا F يساوي G زائد H صح؟ أشيلت ال N
+
+333
+00:27:04,750 --> 00:27:16,250
+بس للتبسيط هنا الـ G عند هذا ال node ده دي إيش؟ و
+
+334
+00:27:16,250 --> 00:27:23,260
+تكلفة الانتقال من S إلى L هو الواحدزائد تقديرنا
+
+335
+00:27:23,260 --> 00:27:33,920
+المسافة منها إلى الجول اللي هي 6 هو يساوي 7 طيب
+
+336
+00:27:33,920 --> 00:27:40,740
+هنا ال G تكلفة الانتقال من S إلى B 4 و من B إلى
+
+337
+00:27:40,740 --> 00:27:45,200
+الجول 2 4 زائد 2 ساوية
+
+338
+00:27:55,060 --> 00:28:11,020
+صح؟ صح؟ صح؟
+
+339
+00:28:11,020 --> 00:28:13,100
+ليش لأ؟
+
+340
+00:28:19,190 --> 00:28:24,770
+أيه ؟ فF يسوى G زي H الـ G عند الـ A التي تكلفة
+
+341
+00:28:24,770 --> 00:28:29,250
+الانتقال اليها واحد ومنها إلى ال goal الجدول يقولي
+
+342
+00:28:29,250 --> 00:28:34,350
+ست سوى سبعة أربعة بالنسبالي V التي تكلفة الانتقال
+
+343
+00:28:34,350 --> 00:28:40,630
+اليها G بأربعة منها إلى ال goal اتنين خلاص بس في
+
+344
+00:28:40,630 --> 00:28:45,770
+شغل احنا نسيناه وهي ايه ان ال fringe لازم في الأول
+
+345
+00:28:51,660 --> 00:28:55,680
+هذا ماكنت أقوله بالصح بالأصل بالأصل ال French قبل
+
+346
+00:28:55,680 --> 00:28:58,280
+ما انا أحط فيه هذه الأغنية اللي هو ال B كان يحتوي
+
+347
+00:28:58,280 --> 00:29:04,740
+على ال S طيب ال F تبع ال S يساوي كده؟ تكلفة الوصول
+
+348
+00:29:04,740 --> 00:29:08,700
+لل S هو Zero Zero، لا احنا بقى نهيرة منها أصلا
+
+349
+00:29:08,700 --> 00:29:15,300
+الانتقال من S نقول سبعة، سبع سبعة هذا أنا بس عشان
+
+350
+00:29:15,300 --> 00:29:17,800
+الدقة لازم أحط أنه
+
+351
+00:29:20,280 --> 00:29:24,060
+والان انا بدأ اشتغل هذا لان انا لما دخلت على هدولة
+
+352
+00:29:24,060 --> 00:29:29,140
+كنت خلاص visited وفحصت و tested ال S الان ايش اللي
+
+353
+00:29:29,140 --> 00:29:33,920
+عندي؟ عندي اتنين مين الأقصر فيهم؟ ال 6 ال B بالظبط
+
+354
+00:29:33,920 --> 00:29:38,320
+الان انا بدأ اتكلم من ال B ايش ال B عندي خيارات؟
+
+355
+00:29:38,320 --> 00:29:43,240
+ال C بس صح؟
+
+356
+00:29:43,240 --> 00:29:48,540
+طيب ال C ال B ايش؟ في عندنا خيارات اللي هو ايش؟الـ
+
+357
+00:29:48,540 --> 00:30:01,800
+C صح؟ يعني S B C صح؟ طيب هذا الأن لسه
+
+358
+00:30:01,800 --> 00:30:07,800
+جاب الـ C احنا اختارنا ال 6 لأنها الأفضل طيب
+
+359
+00:30:07,800 --> 00:30:11,900
+اختارناها يعني بنا ناخد ال node هذه و ننتقل إليها
+
+360
+00:30:11,900 --> 00:30:18,240
+انتقلنا إليها، الآن إيش بنسوي؟ هل هي goal لأماهياش
+
+361
+00:30:18,240 --> 00:30:22,460
+goal يمكننا نقضع ايش فيه children لأنه في واحد
+
+362
+00:30:22,460 --> 00:30:30,280
+تمام استكشفناه الآن هذا الواحد بنا نقيمه SBC ايش
+
+363
+00:30:30,280 --> 00:30:37,860
+تقيمه تكلفة الوصول إليه تكلفة الوصول إليه حتى الآن
+
+364
+00:30:37,860 --> 00:30:43,560
+بس الإثنين كلها ال G of N تنساش هي من ال start إلى
+
+365
+00:30:43,560 --> 00:30:53,570
+end ستةزاد ايش؟ واحد .. واحد .. واحد
+
+366
+00:30:53,570 --> 00:30:59,410
+.. واحد .. واحد .. سبع .. سبع .. تمام؟ حلو؟ طيب،
+
+367
+00:30:59,410 --> 00:31:03,370
+الآن احنا، لو عندي في ال French two choices
+
+368
+00:31:03,370 --> 00:31:06,870
+متساوين، هذا ال choice، لسه أنا ماانتقلتش إلى
+
+369
+00:31:06,870 --> 00:31:11,070
+سيها، I only explored this sea أو discovered this
+
+370
+00:31:11,070 --> 00:31:15,400
+seaبس عشان .. بس عشان انا اشوف هل انتقل اللي و لا
+
+371
+00:31:15,400 --> 00:31:18,260
+لازم أطلع على ال French هل في أحسن منها و لا هي
+
+372
+00:31:18,260 --> 00:31:22,020
+الأفضل لجيت ان في واحد زيها اللي هي ال A شوف انا
+
+373
+00:31:22,020 --> 00:31:25,860
+من ال B شفت ال C بس مش ضرور أروحلها ممكن أنتقل على
+
+374
+00:31:25,860 --> 00:31:30,320
+بيه تمام؟ يعني لأ نماشي depth first و لأ نماشي
+
+375
+00:31:30,320 --> 00:31:34,340
+breadth first لأ نماشي best first صح؟ حسب ايش
+
+376
+00:31:34,340 --> 00:31:39,400
+التقييمات اللي عندك فالان انا باطمن يا ما بطل ال C
+
+377
+00:31:39,400 --> 00:31:44,320
+يا ما بانتقل على ال Bواضح؟ إذا انتقلت للـC خلّيني
+
+378
+00:31:44,320 --> 00:31:48,560
+أنتقل إلى الـC، يعني أن الـC بينها وبين الـGoal خط
+
+379
+00:31:48,560 --> 00:31:53,240
+واحدة، ولكن هذا لايعني أن الـAlgorithm هتمشي،
+
+380
+00:31:53,240 --> 00:31:59,280
+هتكتشف بعد ما تصل للـC إنه لأ يا عمي الـC بتتكلف
+
+381
+00:31:59,280 --> 00:32:05,820
+لقداش اجمال التكلفة ده بعد سنة عالية، صح؟ فخلّيني
+
+382
+00:32:05,820 --> 00:32:12,180
+أخد الـC، الـC إيش بتفرع منها؟ الـG، شوفالـ G صارت
+
+383
+00:32:12,180 --> 00:32:15,300
+على مرمى البصر مني لكن أنا مش معنادك ان انا هنتقل
+
+384
+00:32:15,300 --> 00:32:18,600
+اللي هيقلها لأنه انا ببحث عن مش بس ال goal في
+
+385
+00:32:18,600 --> 00:32:22,920
+الحلقة إلا بال goal في ال best okay إذا احنا الآن
+
+386
+00:32:22,920 --> 00:32:26,760
+هذه خلصنا منها اللي هي ال C مفترض انه لأ احنا
+
+387
+00:32:26,760 --> 00:32:31,660
+هنتشغلها فحصلها انتقلنا اليها انتقلنا اليها ليش
+
+388
+00:32:31,660 --> 00:32:34,860
+لأن ال goal ده بين الاتنين دولة المتساويين بدي
+
+389
+00:32:34,860 --> 00:32:39,670
+اختارهاوانت قل اليها وانت قالت اليها فحصت مش goal
+
+390
+00:32:39,670 --> 00:32:43,430
+طب ايش بيطلع منها؟ بيطلع منها one note اللي هي هذه
+
+391
+00:32:43,430 --> 00:32:48,050
+okay لسه
+
+392
+00:32:48,050 --> 00:32:52,590
+ببحث عارش احنا ليش بيقول من الصغر بحط في ال fringe
+
+393
+00:32:52,590 --> 00:32:58,990
+بحط في ال fringe الان جداش تكلفة تاني SBCG جداش
+
+394
+00:32:58,990 --> 00:33:07,140
+تكلفة تاني تكلفة وصول اليها تسعة تسعةزاد جديش صفر
+
+395
+00:33:07,140 --> 00:33:13,280
+الهيوريستك value تبعها بسوا تسعة حلو؟ الآن اخش
+
+396
+00:33:13,280 --> 00:33:16,920
+عليها انا مش عارف هي جود بس انا لسه مش عارف اخش
+
+397
+00:33:16,920 --> 00:33:19,280
+عليها ولا باخشش الجاد ولا هو اللي بقوللي اللي هي
+
+398
+00:33:19,280 --> 00:33:23,240
+value ايش بقوللي لأ انا في عندي لسه هذه أحسن منها
+
+399
+00:33:23,240 --> 00:33:28,720
+ابرتد إلى مين؟ لأنك بتفهم هترتد شوف كانت ماشي في
+
+400
+00:33:28,720 --> 00:33:34,510
+هذا الاتجاه الآنالخطوة الأخيرة ماخدتهاش من هنا الى
+
+401
+00:33:34,510 --> 00:33:39,310
+هنا تنتقل الى هنا هتاخد الاش النور الهادي الاش
+
+402
+00:33:39,310 --> 00:33:45,910
+متفرع منها ال C و ال B و ال G تلاتة children متفرع
+
+403
+00:33:45,910 --> 00:33:51,650
+منها ال B و ال C و ال G هتستكشفهم
+
+404
+00:33:53,030 --> 00:33:56,310
+وتحطهم على الـ fringe بعض منهم already موجودين
+
+405
+00:33:56,310 --> 00:34:01,310
+كلهم already موجودين بس هتحطهم ب values جديدة ليش؟
+
+406
+00:34:01,310 --> 00:34:06,910
+لإنه اختلفت الـ G okay الآن من هنا ال B قدش ال G
+
+407
+00:34:06,910 --> 00:34:12,350
+تبعها؟ تلاتة مع ال heuristic تبعها؟ خمسة احنا بنجي
+
+408
+00:34:12,350 --> 00:34:23,650
+لهذا بنكتب لأ س A B تلاتة زائدصح زائد اتنين زائد
+
+409
+00:34:23,650 --> 00:34:33,850
+اتنين اه Circumstance حلو بدأ بحرك هذا هيك شوية عد
+
+410
+00:34:33,850 --> 00:34:41,550
+ما رحلنا الاس كلها اس ايه و اس بيه؟ اس ايه و اس
+
+411
+00:34:41,550 --> 00:34:41,750
+بيه
+
+412
+00:35:02,290 --> 00:35:06,450
+الـ SAB قولنا قداش ال evaluation تبعها كمان زاد
+
+413
+00:35:06,450 --> 00:35:18,090
+كلمة SAC 6 زائد 7 6 زائد 1 سوى 7
+
+414
+00:35:32,270 --> 00:35:39,530
+Sagg13 احنا الأن أمامنا هدول ال choices ومن اللي
+
+415
+00:35:39,530 --> 00:35:43,630
+لسه ضايل هذا التاخدات
+
+416
+00:35:49,250 --> 00:35:54,650
+الـ S, B, C, D فحصلناها بس ما انتقلناش إليها لأ
+
+417
+00:35:54,650 --> 00:35:58,710
+نقرر ننتقل إليها ولا لأ بناء على المعوطيات دا أقل
+
+418
+00:35:58,710 --> 00:36:04,810
+واحد مين؟ S, A, B عروض S, A, B ايش فيه تفرع من S,
+
+419
+00:36:04,970 --> 00:36:14,890
+A, B؟ الـ C S, A, B, C كمان؟ الآن هنشوف .. خلاص
+
+420
+00:36:14,890 --> 00:36:21,790
+أخدنا هذه الآن الـ S, A, B, Cروحنا ال S A B C صح
+
+421
+00:36:21,790 --> 00:36:31,270
+بينا نقيمها ال C هذي بينا نقيمها هى خمسة صح واحد و
+
+422
+00:36:31,270 --> 00:36:39,930
+اتنين و اتنين خمسة و واحد ستة محطة S A B C خمسة زي
+
+423
+00:36:39,930 --> 00:36:42,130
+ال واحد و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+424
+00:36:42,130 --> 00:36:42,250
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+425
+00:36:42,250 --> 00:36:43,010
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+426
+00:36:43,010 --> 00:36:44,650
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و
+
+427
+00:36:44,650 --> 00:36:46,470
+اتنين و اتنين و اتنين و اتنين و اتنين و اتنين و ات
+
+428
+00:36:47,420 --> 00:36:50,580
+بضلها بالمقارنة مع الـ 13,7,9 هي أقل واحدة بروح
+
+429
+00:36:50,580 --> 00:36:54,540
+عليها بنتقل عليها بفحصها هل هي goal لا مش goal
+
+430
+00:36:54,540 --> 00:36:57,380
+بشوف إيش ال children تبعوناها إيش ال children
+
+431
+00:36:57,380 --> 00:37:05,660
+تبعوناها الـ G بس الـ G تمام؟ بدي أحطها أقيمها
+
+432
+00:37:05,660 --> 00:37:09,240
+بيزيدنا
+
+433
+00:37:09,240 --> 00:37:12,900
+تمانية تمانية؟ لأنه لدينا خمسة تانية تمانية و صفرة
+
+434
+00:37:12,900 --> 00:37:20,010
+أربعة و خمسة تمانيةلأ احنا جينا من هنا صح خمس زي
+
+435
+00:37:20,010 --> 00:37:23,870
+التلاتة تمانية تمانية زي الاقل صفر او تمانية يعني
+
+436
+00:37:23,870 --> 00:37:28,250
+في سبعة الان هل خلصنا منها اه يعني في سبعة في سبعة
+
+437
+00:37:28,250 --> 00:37:33,230
+صح صح ده تخليها و تشوف السبعة ده تخليها و تشوف
+
+438
+00:37:33,230 --> 00:37:40,590
+السبعة هو حتى الان واضح انه افضل في المسار بس ال
+
+439
+00:37:40,590 --> 00:37:45,960
+algorithm مش واضح مش عارفه في حاجة بتقولبتقولها لأ
+
+440
+00:37:45,960 --> 00:37:51,080
+يمكن أنا أحسن فبدا تروح على ال C على ال S A C هنا
+
+441
+00:37:51,080 --> 00:37:55,920
+صح بدا تروح علينا اللي هي S A C بدا تقيمها لأن ال
+
+442
+00:37:55,920 --> 00:38:00,200
+C مرة أخره لأ يا عم انت مش ال goal ماشي S A C صح
+
+443
+00:38:00,200 --> 00:38:06,260
+لإن ايش اللي بتفهم اللي عمل S A C ال G S A C G
+
+444
+00:38:06,260 --> 00:38:13,930
+مظموط لأن هذا الخيار S A C G كده تقييمهتسعة زائد
+
+445
+00:38:13,930 --> 00:38:22,890
+ستة خمسة خمسة ستة وتلاتة تسعة صح تسعة زائد سفر سفر
+
+446
+00:38:22,890 --> 00:38:28,050
+تساوي تسعة تسعة ثلاثة ثمانية ثم سبعة محطة ليها صح
+
+447
+00:38:28,050 --> 00:38:31,550
+الآن صرفيه عندي أه سبعة محطة ليها صح صرفيه عندي
+
+448
+00:38:31,550 --> 00:38:37,470
+هذه اللي لسه مش visited هذه تسعة تمانية وتسعة ناخد
+
+449
+00:38:37,470 --> 00:38:39,690
+أعضاء من أحد التمانية تلاتعش
+
+450
+00:38:42,420 --> 00:38:48,980
+أه اه 13 صح برضه عالي 13 بناخدها اللي هي SACG
+
+451
+00:38:48,980 --> 00:38:54,820
+SABCG اللي هي هذه اللي أخدناها بنفحصها بنجيها ال
+
+452
+00:38:54,820 --> 00:39:00,160
+goal وصلنا وصلنا و معانا برضه نفس الاشي بدك تتذكره
+
+453
+00:39:00,160 --> 00:39:04,520
+دايما و أنت في ال fringe لازم أي نود بتاخدها
+
+454
+00:39:04,520 --> 00:39:08,580
+تعملها selection تعملها test اه
+
+455
+00:39:11,430 --> 00:39:17,230
+بتعملها expansion بيسجل من وين انت وصلت لها علشان
+
+456
+00:39:17,230 --> 00:39:20,310
+اللي قال okay انا وصلت لل G انا على الورقة او على
+
+457
+00:39:20,310 --> 00:39:23,690
+الواحد مسجل بس ال algorithm لازم تسجل في ال data
+
+458
+00:39:23,690 --> 00:39:27,970
+structure عشان متى موصلت لل G تعمل backtracking
+
+459
+00:39:27,970 --> 00:39:34,270
+تمام او backtracing عشان تسجل المسار okay
+
+460
+00:39:40,720 --> 00:39:44,660
+انت لما بدك تتعامل مع المثال زي إيه ك .. بدك تاخد
+
+461
+00:39:44,660 --> 00:39:47,940
+في علمك .. بدك تطلع عليها .. بدك تقول في عندك اللي
+
+462
+00:39:47,940 --> 00:39:51,580
+هو الـH الـheuristic function هذه الـfunction
+
+463
+00:39:51,580 --> 00:39:54,640
+بمعنى إن أنا بقولها الـstate هي بتقولي
+
+464
+00:39:54,640 --> 00:39:59,080
+الـheuristic value تبعها تمام؟ و بيكون عندك جدول
+
+465
+00:39:59,080 --> 00:40:03,320
+زي هيك أو ممكن كلام هذا تروح تسجله على الـdictory
+
+466
+00:40:03,320 --> 00:40:06,320
+على طول يعني انت هنا .. هنا تحسب ليه تقولي الـF
+
+467
+00:40:06,320 --> 00:40:12,000
+بالسبب كذا كذا لكل واحد من هدولة الـF تبعهاال H
+
+468
+00:40:12,000 --> 00:40:17,180
+دايما موطن او انت لا بتحسبها ال H في مسائل .. في
+
+469
+00:40:17,180 --> 00:40:20,760
+مسائل .. في مسائل بتكون موطن في مسائل اخرى انا
+
+470
+00:40:20,760 --> 00:40:25,240
+ممكن اجي اطلب منك بس مجرد انك انت تقترح اكتر من
+
+471
+00:40:25,240 --> 00:40:29,980
+heuristic و اقولك اعطيني تقييمك مين منهم ممكن يكون
+
+472
+00:40:29,980 --> 00:40:35,780
+افضل في عنده مسألة بدي اعطيكوا هي homework و
+
+473
+00:40:35,780 --> 00:40:41,870
+تجربوا فيها و تشوفوا ايش بطلع معاكأه بتخليها home
+
+474
+00:40:41,870 --> 00:40:45,010
+work على البيت يعنى، منعطيكم العشاء
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0.srt
new file mode 100644
index 0000000000000000000000000000000000000000..0553ebf1294c7efe818edc955fa7248e47d5e55f
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0.srt
@@ -0,0 +1,1781 @@
+1
+00:00:21,020 --> 00:00:23,400
+بسم الله الرحمن الرحيم، أحنا اليوم إن شاء الله
+
+2
+00:00:23,400 --> 00:00:26,620
+بنكمل الحكي اللي بدأنا فيه المحاضرة اللي فاتت، اللي
+
+3
+00:00:26,620 --> 00:00:31,080
+هو موضوع الـ rule-based expert systems. كانت الـ
+
+4
+00:00:31,080 --> 00:00:34,480
+topics اللي عندنا كان إيه؟ فيه introduction وكان فيه
+
+5
+00:00:34,480 --> 00:00:39,840
+حكي عن الـ rules، وبعدين الـ players. بدأنا احنا في
+
+6
+00:00:39,840 --> 00:00:42,860
+الـ structure. بدأنا من هنا: structure of a rule
+
+7
+00:00:42,860 --> 00:00:46,720
+based expert system. بعد هيك انتقلنا للـ forward والـ
+
+8
+00:00:46,720 --> 00:00:50,720
+backward chaining، اللي هم آليات الـ inference، صح؟
+
+9
+00:00:50,720 --> 00:00:54,680
+وبعد هيك وقفنا عند موضوع الـ conflict resolution.
+
+10
+00:00:54,680 --> 00:00:57,980
+تتذكروا إيش حكينا؟ إيش يعني conflict resolution؟
+
+11
+00:00:57,980 --> 00:01:04,080
+يصير انتصار بين الـ rules.
+
+12
+00:01:04,080 --> 00:01:08,160
+نعم، الـ rules. اه، انتصار بمعنى أنه أكثر من واحدة
+
+13
+00:01:08,160 --> 00:01:12,540
+بتبقى بنفس الطريقة، أكثر من واحدة... أكثر من واحد
+
+14
+00:01:12,540 --> 00:01:22,440
+إيش؟ أن الـ condition تبعها true، وبالتالي الـ
+
+15
+00:01:22,440 --> 00:01:28,700
+conclusion تبعتها صار لازم تكون activated. طيب، أنهي
+
+16
+00:01:28,700 --> 00:01:33,100
+واحدة؟ إذا أكثر من واحدة من الـ rules true، فهذا
+
+17
+00:01:33,100 --> 00:01:37,870
+conflict، وبده resolution. أحنا بدنا نبدأ اليوم إن
+
+18
+00:01:37,870 --> 00:01:41,490
+شاء الله من هذه النقطة. أنا بالدرجة الأولى هرجع على آخر الـ
+
+19
+00:01:41,490 --> 00:01:45,830
+slides عشان نبدأ في هذه النقطة، وبعد هيك بدنا نشوف
+
+20
+00:01:45,830 --> 00:01:48,990
+نقاط أخرى. يعني خليني أكتبهم على السريع لأن أحنا
+
+21
+00:01:48,990 --> 00:01:52,410
+لسه في موضوع، إيش قلنا؟ قلنا اللي هو الـ expert
+
+22
+00:01:52,410 --> 00:01:56,270
+خليني أكتب: rule-based expert system.
+
+23
+00:02:07,490 --> 00:02:09,890
+أول نقطة اليوم اللي بدنا نحكي فيها، اللي هي الـ
+
+24
+00:02:09,890 --> 00:02:15,910
+conflict resolution.
+
+25
+00:02:15,910 --> 00:02:22,910
+بعد ذلك، بدنا ننتقل للمثال اللي قلنا بدنا نحكي فيه
+
+26
+00:02:22,910 --> 00:02:26,950
+المحاضرة. قلنا فيه مثال، اللي هو اسمه الـ media of
+
+27
+00:02:26,950 --> 00:02:32,530
+express systems. بالنقطة الرابعة، اللي هي الـ players.
+
+28
+00:02:32,530 --> 00:02:37,870
+والخامسة.
+
+29
+00:02:37,870 --> 00:02:46,030
+وخمسة.
+
+30
+00:02:46,030 --> 00:02:54,550
+آخر شيء، نرجع تاني على الـ rules، نحكي عن types of rules.
+
+31
+00:02:54,550 --> 00:03:01,510
+عليش نحكي؟ أحنا أصبحنا راجعين لأول الأشياء، اللي هو الـ
+
+32
+00:03:01,510 --> 00:03:02,490
+conflict resolution.
+
+33
+00:03:14,290 --> 00:03:16,910
+conflict resolution. مثال بسيط على هذا الكلام، أن
+
+34
+00:03:16,910 --> 00:03:20,750
+رول واحد (قاعدة): if the traffic light is green,
+
+35
+00:03:20,750 --> 00:03:28,050
+then the action is go. ورقم تاني: if the
+
+36
+00:03:28,050 --> 00:03:32,950
+traffic light is red, then the action is stop. ورقم
+
+37
+00:03:32,950 --> 00:03:35,690
+ثالث: if the traffic light is red, then the action
+
+38
+00:03:35,690 --> 00:03:41,440
+is go. طبعاً هذا الكلام غير منطقي، إنه إذا الـ traffic
+
+39
+00:03:41,440 --> 00:03:46,500
+light is red، نمشي، صح؟ بس للتوضيح إنه أنا في عندي
+
+40
+00:03:46,500 --> 00:03:52,020
+two rules، رقم ثلاثة ورقم اثنين، الـ condition تبعهم
+
+41
+00:03:52,020 --> 00:03:56,680
+لو أنا في عندي... لو أنا في عندي الـ fact بتقول إن
+
+42
+00:03:56,680 --> 00:04:01,200
+الـ traffic light is red، معناه ذلك، هذا الـ rule وهذا الـ rule،
+
+43
+00:04:01,200 --> 00:04:05,230
+الـ condition تبعهم true. فأي واحدة
+
+44
+00:04:05,230 --> 00:04:07,550
+منهم أطبق؟ أطبق اللي بتقول go ولا أطبق اللي
+
+45
+00:04:07,550 --> 00:04:12,070
+بتقول stop؟ فهذه خلاصة المقصود بالـ conflict، الـ
+
+46
+00:04:12,070 --> 00:04:19,750
+conflict resolution. فيه عدة methods to resolve
+
+47
+00:04:19,750 --> 00:04:24,390
+هذا الـ conflict أو الـ conflicts اللي ممكن تحصل في
+
+48
+00:04:24,390 --> 00:04:30,750
+الـ expert system. فأول method ممكن نعتمد عليها: stop الـ
+
+49
+00:04:30,750 --> 00:04:34,660
+priority. المعنى الآخر، أنه الـ rule لما بتتخزن، بيعطي
+
+50
+00:04:34,660 --> 00:04:39,840
+إليها رقم يدل على الأولوية تبعها. فخلاص، ببساطة شديدة، إذا في
+
+51
+00:04:39,840 --> 00:04:43,040
+two rules أو ثلاثة أو أربعة أو أكثر، ما
+
+52
+00:04:43,040 --> 00:04:49,560
+كان conflicting، في cycle من الـ cycles، كانوا كل الـ
+
+53
+00:04:49,560 --> 00:04:54,140
+rules اللي conflicted، بنختار من الـ environment
+
+54
+00:04:54,140 --> 00:05:00,730
+الأعلى، تمام؟ هذا واضح. الطريقة الأخرى للاختيار ما بين
+
+55
+00:05:00,730 --> 00:05:05,130
+الـ rules، اللي هي الـ most specific rule. إن بدي الـ
+
+56
+00:05:05,130 --> 00:05:09,670
+rule اللي most specific على الـ rule اللي least أو
+
+57
+00:05:09,670 --> 00:05:12,670
+less specific. less specific يعني general. امتى
+
+58
+00:05:12,670 --> 00:05:18,830
+بتكون الـ rule specific وامتى بتكون general؟ كل ما
+
+59
+00:05:18,830 --> 00:05:25,040
+بكتر عناصر الشرط تبعها، بتكون specific. يعني مثلاً لو
+
+60
+00:05:25,040 --> 00:05:29,360
+أنا عندي rule زي هذا الـ rule، بس فيها الـ if تبعها بس
+
+61
+00:05:29,360 --> 00:05:33,100
+فيه condition واحد، هذه... هذه بنعتبرها general، لكن
+
+62
+00:05:33,100 --> 00:05:37,200
+الـ rule بتقول لي: إذا كان كذا and كذا and كذا and كذا
+
+63
+00:05:37,200 --> 00:05:44,620
+or كذا and كذا، يعني عدة تركيبات من الـ... من الشروط
+
+64
+00:05:44,620 --> 00:05:49,700
+بتشكل الـ premise تبع الـ rule. معناته، هذا الـ rule
+
+65
+00:05:50,120 --> 00:05:54,940
+بتحكي عن حالة محددة جداً جداً، لأن أنا بقعد بأخصص، صح؟
+
+66
+00:05:54,940 --> 00:05:58,620
+فالـ rules اللي مخصصها، هل بنقول عنها specific؟
+
+67
+00:05:58,620 --> 00:06:02,140
+الـ rules اللي عامة، اللي يعني ممكن تنطبق في حالات
+
+68
+00:06:02,140 --> 00:06:06,200
+كثيرة، هل بنقول عنها general rule؟ فإحنا، إيش هي الـ
+
+69
+00:06:06,200 --> 00:06:10,480
+method الثانية؟ أنه إحنا بنبدأ بالـ most specific rule
+
+70
+00:06:10,480 --> 00:06:17,840
+okay. على الـ general rule. الـ most specific بتكون
+
+71
+00:06:17,840 --> 00:06:23,620
+longest matching. يعني بتبقى فيه أكثر من عنصر في الـ
+
+72
+00:06:23,620 --> 00:06:27,820
+condition تبعها، okay.
+
+73
+00:06:27,820 --> 00:06:31,520
+فإحنا صرنا حاكين الآن بالنسبة للـ conflict
+
+74
+00:06:31,520 --> 00:06:36,820
+resolution على two methods. الأولى إيش كانت؟
+
+75
+00:06:36,820 --> 00:06:42,060
+priority، والثانية إيش كانت؟
+
+76
+00:06:49,840 --> 00:06:54,520
+specification. ممكن أقول زي هيك: إني بدي أخد الـ
+
+77
+00:06:54,520 --> 00:06:57,880
+more specific. طب، والـ conflict ليش أساساً؟ صح؟
+
+78
+00:06:57,880 --> 00:07:01,600
+البرنامج بشكل sequential، والـ rule اللي بيحقق الـ
+
+79
+00:07:01,600 --> 00:07:05,660
+condition تبعها، بيتم إطلاقها وبيتم الأمر. لما
+
+80
+00:07:05,660 --> 00:07:09,640
+انحطت الـ rules، اللي حط الـ rules... يوم انحطت الـ rules،
+
+81
+00:07:09,640 --> 00:07:12,440
+سواء كان الـ human expert ولا الـ knowledge engineer،
+
+82
+00:07:13,540 --> 00:07:16,500
+تمام؟ لما حط الـ rules، في كثير من الـ rules ممكن
+
+83
+00:07:16,500 --> 00:07:19,040
+تبقى متقاطعة... يعني مش متقاطعة... يعني الـ conditions
+
+84
+00:07:19,040 --> 00:07:24,400
+تبعها، واحدة منها مثلاً في two conditions: X and Y،
+
+85
+00:07:24,400 --> 00:07:29,860
+واحدة ثانية: إذا X and Y and Z، ماشي؟ الآن، X، Y، وZ
+
+86
+00:07:29,860 --> 00:07:33,960
+متحققين، يبقى الطويلة اتحققت، والقصيرة اتحققت، اللي
+
+87
+00:07:33,960 --> 00:07:38,840
+في XY بس لحالها اتحققت، واللي في XY وZ اتحققت، صح؟
+
+88
+00:07:38,840 --> 00:07:43,650
+فهذا الـ conflict هو وارد جداً، لإنه يبقى... خاصة لو
+
+89
+00:07:43,650 --> 00:07:47,090
+يبقى الـ expert system كبير وفيه holes كثيرة، وارد
+
+90
+00:07:47,090 --> 00:07:52,070
+جداً لإنه تبقى فيه تقاطع، ويصير فيه conflict. الـ
+
+91
+00:07:52,070 --> 00:08:03,850
+method بتاعت recency.
+
+92
+00:08:03,850 --> 00:08:08,710
+يعني جاي من كلمة recency. الـ recency يعني مؤخراً، data
+
+93
+00:08:08,710 --> 00:08:12,050
+most recently entered. يعني إذا كان أنا في rule
+
+94
+00:08:12,050 --> 00:08:21,570
+بتقول: if x يساوي كذا and y بيساوي كذا and أو or z
+
+95
+00:08:21,570 --> 00:08:30,470
+بيساوي كذا، then. وفي rule أخرى، تمام، بتقول: if x
+
+96
+00:08:30,470 --> 00:08:37,470
+بيساوي... y بيساوي... وw بيساوي... then. تمام. إلى x، y، وw، و
+
+97
+00:08:37,470 --> 00:08:41,690
+x، y، وz كمان كلهم موجودين كـ facts. أي rule
+
+98
+00:08:41,690 --> 00:08:45,530
+هتتحقق؟ ولا أي rule هتتحقق، مظبوط؟ طب، آخذ من
+
+99
+00:08:45,530 --> 00:08:49,850
+فيهم الـ method اللي بتقول لي: خد الـ rule اللي الـ data
+
+100
+00:08:49,850 --> 00:08:55,550
+تبعها most recent. يعني اللي الـ x انعرفت والـ y والـ
+
+101
+00:08:55,550 --> 00:09:00,190
+الـ z انعرفوا مؤخراً. إذا هدول معطيين من زمان، و
+
+102
+00:09:00,190 --> 00:09:04,590
+هدول معطيين من جديد. يعني، افترض الـ x والـ y هي الـ
+
+103
+00:09:04,590 --> 00:09:09,740
+x والـ y والـ z مشتركين.الاختلاف بين الـ z والـ w،
+
+104
+00:09:09,740 --> 00:09:16,800
+إذا الـ z تم إدخالها more recently than الـ w، فبقى
+
+105
+00:09:16,800 --> 00:09:24,180
+فضل من؟ فضل هذه الـ rule، الـ most recent. فالـ recency
+
+106
+00:09:24,180 --> 00:09:30,220
+هي الحدث الأكثر recency من غيرها.
+
+107
+00:09:35,960 --> 00:09:38,700
+هذه الثلاثة هي اللي بنسميها أحياناً برضه
+
+108
+00:09:38,700 --> 00:09:46,140
+specificity، يعني الأكثر تحديداً، recency،
+
+109
+00:09:46,140 --> 00:09:51,080
+وpriority أحياناً.
+
+110
+00:09:51,080 --> 00:09:57,380
+إحنا، هذه الأمور، مثلاً الـ priority ممكن ندخلها في الـ
+
+111
+00:09:57,380 --> 00:10:03,460
+expert system على شكل rule آخر. إيش اللي بتتعلق به
+
+112
+00:10:03,460 --> 00:10:06,380
+كذا؟ إيش الأولوية على الـ rules اللي بتتعلق به
+
+113
+00:10:06,380 --> 00:10:13,180
+كذا؟ هذه المعلومة ندخلها كـ rule. أصبحت هذه الـ rule
+
+114
+00:10:13,180 --> 00:10:18,740
+اللي إحنا دخلناها لتوصيف الـ priority تبع الـ rules،
+
+115
+00:10:18,740 --> 00:10:24,380
+هذه أصبحت meta rule. meta rule يعني rule بتوصف الـ
+
+116
+00:10:24,380 --> 00:10:29,340
+rules. تسمع اسم المصطلح metadata مثلاً. metadata هي
+
+117
+00:10:29,340 --> 00:10:32,980
+data عن الـ data. وهو نفس الشيء، الـ meta rule هي rule
+
+118
+00:10:32,980 --> 00:10:38,260
+بتوصف الـ other rules. هنا الوصف، غرضه تحديد الـ
+
+119
+00:10:38,260 --> 00:10:41,700
+priority مثلاً، اللي ذكرته هنا، إنه إحنا ندخل الـ
+
+120
+00:10:41,700 --> 00:10:48,980
+rules بداخل الـ knowledge base لتحديد الـ priority
+
+121
+00:10:48,980 --> 00:10:56,340
+تبع الـ rules الأصلية. هنا، بنستخدم مصطلح meta rules. طيب،
+
+122
+00:10:56,340 --> 00:10:58,680
+ماهي النقطة الثانية اللي قلنا نحكي فيها؟ لأن هذول
+
+123
+00:10:58,680 --> 00:11:01,860
+... هذول الثلاث methods بدك تذكرهم كـ... كـ آليات
+
+124
+00:11:01,860 --> 00:11:07,220
+للفصل اللي هو الـ... الـ... الـ conflict ما بين الـ
+
+125
+00:11:07,220 --> 00:11:09,840
+rules. النقطة التالية اللي نحكي فيها، اللي هي
+
+126
+00:11:09,840 --> 00:11:19,740
+مثالنا تبع الـ media advisor بس.
+
+127
+00:11:19,740 --> 00:11:22,940
+نحكي، بتجده في slides في ملف ثاني.
+
+128
+00:11:26,610 --> 00:11:41,370
+هذا كله موجود عندك في dropbox. الـ
+
+129
+00:11:41,370 --> 00:11:50,430
+media
+
+130
+00:11:50,430 --> 00:11:53,610
+advisor. هذا عبارة عن expert system معقد جداً. الهدف
+
+131
+00:11:53,610 --> 00:12:00,640
+منه، أنه... في نوع من التدريب بده يعطى لناس شغالين في
+
+132
+00:12:00,640 --> 00:12:04,800
+مجالات مختلفة. هذا التدريب بده يعتمد على حسب طبيعة
+
+133
+00:12:04,800 --> 00:12:09,280
+المهنة. ماشي؟ إذا كان الشخص هو ميكانيكي، ولا إذا هو
+
+134
+00:12:09,280 --> 00:12:14,720
+موظف، إذا هو كذا... فنوع طريقة التدريب، هل هي بده تكون
+
+135
+00:12:14,720 --> 00:12:19,660
+عبارة عن workshop ولا بده تكون manual يدرسوه، ولا
+
+136
+00:12:19,660 --> 00:12:24,100
+يتفرجوا على فيديو ولا كذا؟ هذه أنواع مختلفة من الـ
+
+137
+00:12:24,710 --> 00:12:29,770
+training medium أو media. فهذا النوع بيعتمد
+
+138
+00:12:29,770 --> 00:12:33,910
+على طبيعة العمل تبع الشخص. إذا الشخص هو ميكانيكي،
+
+139
+00:12:33,910 --> 00:12:38,350
+ربما يكون أنسب له أنه workshop، نعطيه دورة تدريبية.
+
+140
+00:12:38,350 --> 00:12:42,630
+إذا كان هو موظف، ربما نعطيه video أو نعطيه
+
+141
+00:12:42,630 --> 00:12:48,930
+tutorial اللي يتعلم منه لوحده. فالموضوع هذا، اتخاذ
+
+142
+00:12:48,930 --> 00:12:54,620
+القرار بمعنى أنه إيش الـ training media أو الـ
+
+143
+00:12:54,620 --> 00:13:00,320
+medium المناسب للشخص المناسب، هذا قرار بدنا expert
+
+144
+00:13:00,320 --> 00:13:05,040
+system اللي يتولى هذا الموضوع. بدنا الـ knowledge
+
+145
+00:13:05,040 --> 00:13:10,460
+نعبر عنها على شكل الـ rules، والـ system بعدها يجي
+
+146
+00:13:10,460 --> 00:13:15,120
+يسأل شوية أسئلة، ومن خلال هذه الأسئلة يقرر أو ينصح
+
+147
+00:13:15,120 --> 00:13:20,800
+بالـ medium المناسب، تمام؟
+
+148
+00:13:22,470 --> 00:13:26,350
+الـ rules مصاغة بالشكل العادي. إنت بتلاقيها حوالي
+
+149
+00:13:26,350 --> 00:13:29,530
+أربع عشرة rules. الـ rules لو تطلع عليها، هاي الـ if،
+
+150
+00:13:29,530 --> 00:13:35,030
+هاي أول جزء من الشرط، بعدين or كذا or كذا or كذا،
+
+151
+00:13:35,030 --> 00:13:39,430
+بعدين then، الـ conclusion. طبعاً دائماً في الـ
+
+152
+00:13:39,430 --> 00:13:42,210
+conclusion فيه عندك band واحد. يكون ممكن الشرط يبقى
+
+153
+00:13:42,210 --> 00:13:45,090
+فيه أكثر من band، بس الـ conclusion هيبقى band
+
+154
+00:13:45,090 --> 00:13:48,030
+واحد. الـ band الواحد هذا في الآخر مش هو اللي مش
+
+155
+00:13:48,030 --> 00:13:51,990
+ضرورة يعطيك الإجابة. يعني الـ rule مش ضرورة تعطيك
+
+156
+00:13:54,180 --> 00:13:58,060
+الإجابة النهائية. يعني ممكن هذه الإجابة أو هذا الـ
+
+157
+00:13:58,060 --> 00:14:01,430
+variable. يصِب بعد ذلك في... مثلاً كما رأيت في المثال
+
+158
+00:14:01,430 --> 00:14:05,790
+الماضي الفات، إن عندي الـ a مثلاً بتصب في الـ y، والـ y
+
+159
+00:14:05,790 --> 00:14:10,430
+بعد ذلك مع الـ x ومع الـ z، بتصب في النهاية. فالآن
+
+160
+00:14:10,430 --> 00:14:15,390
+إحنا بنتفق بس على إن هدول المسميات، ما نسميهمش
+
+161
+00:14:15,390 --> 00:14:19,090
+linguistic variables. variables، لأنهم
+
+162
+00:14:19,090 --> 00:14:22,430
+لهم قيم. يعني مثلاً هنا: environment is buildings،
+
+163
+00:14:22,430 --> 00:14:26,370
+هي مقصود بها إن هذا المتغير قيمته تساوي buildings.
+
+164
+00:14:26,370 --> 00:14:31,440
+يعني إنه يساوي... هنا قيمته تساوي mechanics، وهنا
+
+165
+00:14:31,440 --> 00:14:37,400
+قيمته تساوي tools. فهذا متغير، وإله إيش؟ ممكن ياخد أي
+
+166
+00:14:37,400 --> 00:14:42,580
+واحد من القيم. وهذا كذلك الحال، متغير stimulus
+
+167
+00:14:42,580 --> 00:14:46,640
+situation is، برضه كمان إله قيمة. ممكن يبقى physical
+
+168
+00:14:46,640 --> 00:14:49,580
+object، ممكن يبقى computer programs، ممكن يبقى أي
+
+169
+00:14:49,580 --> 00:14:57,930
+إيش ثاني؟ مش هنستعرض الـ rules واحدة
+
+170
+00:14:57,930 --> 00:15:01,770
+واحدة، بس بدنا نفهم إيش فيه عندنا متغيرات أصلاً،
+
+171
+00:15:01,770 --> 00:15:05,130
+قبل ما نطلع على الـ rules، إيش فيه عندنا متغيرات؟
+
+172
+00:15:05,130 --> 00:15:07,410
+المتغيرات هي اللي بنسميها، إيش قلنا كأول شيء؟
+
+173
+00:15:07,410 --> 00:15:13,490
+linguistic variables.
+
+174
+00:15:13,490 --> 00:15:19,950
+أو اللي برضه بيسموها كمان objects.
+
+175
+00:15:25,320 --> 00:15:29
+
+223
+00:19:07,840 --> 00:19:14,700
+مش هنور عليهم كلهم، خلينا نكمل لقدام لأن لقدام كنا
+
+224
+00:19:14,700 --> 00:19:20,220
+هنا صح. بعد هيك بنشوف كيف الـ system ممكن يتفاعل مع
+
+225
+00:19:20,220 --> 00:19:23,900
+الـ user لأن الـ rules موجودة في الـ knowledge base
+
+226
+00:19:23,900 --> 00:19:31,900
+تبع الـ system. الـ facts من المبدأ، من الـ user عبر
+
+227
+00:19:31,900 --> 00:19:37,290
+من خلال الـ dialogue هذا في مراحل أقل، وأخيرًا
+
+228
+00:19:37,290 --> 00:19:41,230
+مراحل. رقم واحد: الـ system بيسأل: "What sort of
+
+229
+00:19:41,230 --> 00:19:47,550
+environment is a trainee dealing with on the job?"
+
+230
+00:19:47,550 --> 00:19:51,450
+هو الآن بيسأل، بده قيمة هذا الـ linguistic variable
+
+231
+00:19:51,450 --> 00:19:55,130
+أو هذا الـ object، مظبوط؟ الـ environment. فالـ user
+
+232
+00:19:55,130 --> 00:20:00,270
+بيقول له: "machines". "machines" هذه. تخيل أن الـ user عارف
+
+233
+00:20:00,270 --> 00:20:04,830
+إيش الـ values، فهو هيكون قدامه الـ list، فهَيِختار
+
+234
+00:20:04,830 --> 00:20:09,230
+"machines" ويكتبها، صح؟ طيب، ماشي. الحل الآن، الـ dialogue
+
+235
+00:20:09,230 --> 00:20:12,870
+هذا بيبدأ بأنه بيسأل، الـ system بيسأل: "What sort of
+
+236
+00:20:12,870 --> 00:20:15,870
+environment is a trainee dealing with on the job?"
+
+237
+00:20:15,870 --> 00:20:19,710
+فبنجاوبه، بيقول له "machines". الآن كلمة "machines" هذه
+
+238
+00:20:20,210 --> 00:20:25,030
+بنصرح بـ fact الآن. هي الـ fact الوحيدة في الـ database
+
+239
+00:20:25,030 --> 00:20:31,670
+تخيل أن الـ system handle 14 rules، ماشي. أي rule من
+
+240
+00:20:31,670 --> 00:20:37,070
+هدول، الـ condition تبعها له علاقة بالـ environment
+
+241
+00:20:37,070 --> 00:20:41,730
+والـ condition تبعها له علاقة بس بالـ environment
+
+242
+00:20:41,730 --> 00:20:47,610
+يفترض أنه يُعجز to fire، لأنه الآن صار فيها defect
+
+243
+00:20:47,610 --> 00:20:48,730
+بتقول الـ environment
+
+244
+00:20:52,050 --> 00:20:57,190
+بتساوي "machines" طبعًا.
+
+245
+00:20:57,190 --> 00:21:00,290
+إذا في عندي rule بتقول: "If الـ environment بتساوي
+
+246
+00:21:00,290 --> 00:21:05,850
+"machines" then..." يعني ما فيش شرط غير هذا الـ fact، يبقى
+
+247
+00:21:05,850 --> 00:21:12,710
+"should fire". طبعًا هذا الكلام بيحصل في rule رقم 3.
+
+248
+00:21:12,710 --> 00:21:18,530
+رقم ثلاثة بتقول: "If the environment is machines or
+
+249
+00:21:18,530 --> 00:21:21,130
+the environment is buildings or the environment is
+
+250
+00:21:21,130 --> 00:21:26,410
+tourists". فهذا الكلام الآن الـ
+
+251
+00:21:26,410 --> 00:21:31,090
+fact هذه بتلبي، لأنه عندي "or" أنا، صح؟ أنا عندي "or".
+
+252
+00:21:31,090 --> 00:21:35,770
+فهذه الـ fact بتلبي هذا الشرط، فبقدر أعتبر أن الـ
+
+253
+00:21:35,770 --> 00:21:40,370
+rule هذه الآن "fires". "fires" يعني صار هذا الكلام الآن.
+
+254
+00:21:40,370 --> 00:21:46,230
+يبقى عندي fact جديدة انحطت في الـ database. okay. الآن حطيت
+
+255
+00:21:46,230 --> 00:21:50,250
+في الـ database fact جديدة بتقول أن الـ situation is
+
+256
+00:21:50,250 --> 00:21:55,770
+a physical object. الآن إيش بتصير؟ دورة جديدة، cycle
+
+257
+00:21:55,770 --> 00:21:59,950
+جديدة. الساكل الجديدة، بده الـ system يسأل فيها سؤال
+
+258
+00:21:59,950 --> 00:22:06,630
+جديد. ليش؟
+
+259
+00:22:06,630 --> 00:22:12,430
+ليش هو أصلاً سأل السؤال الأولاني؟ لأنه ما عنده facts
+
+260
+00:22:12,430 --> 00:22:16,970
+بالـ database. فلو قعد يلفّ، طول الـ budget، ولا واحد من الـ
+
+261
+00:22:16,970 --> 00:22:22,570
+rules راح يـfire، ولا واحد من الـ rules حتى، فلازم
+
+262
+00:22:22,570 --> 00:22:26,310
+يسأل، ياخد data، علشان يشوف إذا في rules راح تـfire.
+
+263
+00:22:26,310 --> 00:22:31,330
+الآن بعد ما سأل السؤال هذا، و الـ rule رقم 3 fire،
+
+264
+00:22:31,330 --> 00:22:36,510
+الآن ما ضلش في rules ثانية تـfire، فلازم يسأل، مش هيضلّوا
+
+265
+00:22:36,510 --> 00:22:40,330
+ينفذ rule رقم ثلاثة إلى ما لا نهاية. لازم يسأل سؤال جديد
+
+266
+00:22:40,330 --> 00:22:45,170
+علشان يشوف إذا في rule أخرى might fire، يعني ممكن
+
+267
+00:22:45,170 --> 00:22:55,090
+تـfire. الآن بسأل عن إيش؟ عن الـ job
+
+268
+00:22:55,090 --> 00:22:59,710
+تبع الشخص.
+
+269
+00:23:01,400 --> 00:23:05,700
+بالنسبة للوضع الـ ...  الهدد
+
+270
+00:23:05,700 --> 00:23:06,400
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+271
+00:23:06,400 --> 00:23:06,920
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+272
+00:23:06,920 --> 00:23:09,100
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+273
+00:23:09,100 --> 00:23:09,940
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+274
+00:23:09,940 --> 00:23:14,540
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+275
+00:23:14,540 --> 00:23:17,960
+الهدد
+
+276
+00:23:17,960 --> 00:23:18,640
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+277
+00:23:18,640 --> 00:23:24,640
+الهدد الهدد الهدد
+
+278
+00:23:24,640 --> 00:23:28,140
+الهد
+
+279
+00:23:32,540 --> 00:23:37,540
+يمكن نروح على سبيل المثال اللي بتحقق، والـ ... الـ
+
+280
+00:23:37,540 --> 00:23:41,440
+condition ... والـ ... والـ ... والـ conclusion تبعتها
+
+281
+00:23:41,440 --> 00:23:44,400
+بده تصبح fact. الـ conclusion تبعتها أن الـ stimulus
+
+282
+00:23:44,400 --> 00:23:50,000
+response is hands on. okay. hands on. حتى الآن الـ
+
+283
+00:23:50,000 --> 00:23:52,300
+stimulus response، والـ stimulus response اللي
+
+284
+00:23:52,300 --> 00:23:54,500
+جابتها، أو الـ stimulus situation اللي جابتها
+
+285
+00:23:54,500 --> 00:24:01,060
+ما وصلتني للـ goal تبعي. الـ goal تبعي أن أنا بدي قيمة
+
+286
+00:24:01,060 --> 00:24:02,300
+الـ medium، صح؟
+
+287
+00:24:04,850 --> 00:24:09,850
+الآن في الخطوة رقم ثلاثة، وفي الـ iteration ثلاثة،
+
+288
+00:24:09,850 --> 00:24:16,790
+الـ system بيسأل عن الـ
+
+289
+00:24:16,790 --> 00:24:20,590
+feedback. الـ feedback أنا برضه واحد من الـ ... من
+
+290
+00:24:20,590 --> 00:24:25,330
+المتغيرات. "Is feedback on the trainees required
+
+291
+00:24:25,330 --> 00:24:29,570
+during training?" ولا لأ. فبقول له: "required". "required".
+
+292
+00:24:29,570 --> 00:24:34,890
+مع المواصفات اللي متوفرة الآن، بتتحقق الـ rule رقم تسعة.
+
+293
+00:24:34,890 --> 00:24:39,170
+رقم تسعة. تسعة عن الـ situation، والـ response، والـ
+
+294
+00:24:39,170 --> 00:24:43,590
+feedback. هذول الثلاث نقاط تبع الـ condition، أو ثلاث
+
+295
+00:24:43,590 --> 00:24:47,590
+عناصر تبع الـ condition تبع الـ rule رقم تسعة، ماشي.
+
+296
+00:24:47,590 --> 00:24:51,250
+إحنا للأسف، لو عندنا الـ rules مكتوبة على مرة واحدة
+
+297
+00:24:51,250 --> 00:24:54,870
+على اللوح، كان بنشوفهم، وإحنا من لحالنا بنطلع رقم
+
+298
+00:24:54,870 --> 00:24:57,370
+الـ rule. بس إحنا الآن مستخدمينهم. هو لما بيقول الـ
+
+299
+00:24:57,370 --> 00:25:03,250
+rule رقم تسعة، هي الـ affairs، بناخدها على انتقال. بس لو
+
+300
+00:25:03,250 --> 00:25:05,970
+أنه أمامنا الـ rules كلهم مرة واحدة، كان إحنا
+
+301
+00:25:05,970 --> 00:25:09,750
+بنحكي، بنقول: "الله، إحنا"، وبنتحقق من أنه كلامه صحيح، و
+
+302
+00:25:09,750 --> 00:25:13,710
+برنامج كله، مش هنطلقهم في مدينة بالضبط، مش هنطلقهم
+
+303
+00:25:13,710 --> 00:25:17,570
+في مدينة. الآن خلاص. الآن، هل تتوقع أنه بعد rule رقم 9،
+
+304
+00:25:17,570 --> 00:25:21,550
+إيه اللي بيرجع يسأل أسئلة؟ لأ، لأن هي rule رقم 9 قالت له
+
+305
+00:25:21,550 --> 00:25:26,350
+"الـ medium is workshop". تمام. فـ "الـ medium is workshop"
+
+306
+00:25:26,350 --> 00:25:31,830
+هذه، لما fired، صار عندي أنا هذا الكلام، اللي هو الـ
+
+307
+00:25:31,830 --> 00:25:35,150
+variable هذا، والـ value تبعه صار fact في الـ
+
+308
+00:25:35,150 --> 00:25:39,190
+database. وبما أنه أنا سؤالي أصلاً، مطلبي الأساسي هو
+
+309
+00:25:39,190 --> 00:25:42,610
+الـ medium، وهذا الـ goal تبعي، فالـ system اللي قبل
+
+310
+00:25:42,610 --> 00:25:47,230
+دقيقة، فهو بيطلع لي الـ output: "medium is workshop".
+
+311
+00:25:47,230 --> 00:25:52,470
+طبعًا هذا الكلام تبسيط شديد جدًا جدًا لعمل الـ expert
+
+312
+00:25:52,470 --> 00:25:55,230
+system. أنت تتخيل أن الـ expert system ممكن يبقى
+
+313
+00:25:55,230 --> 00:26:01,190
+فيه مش 14، ولا عشرات، ولا مئات، ربما آلاف الـ rules،
+
+314
+00:26:01,190 --> 00:26:07,370
+ وعدد كبير من الـ linguistic variables، وكل
+
+315
+00:26:07,370 --> 00:26:09,670
+linguistic variable له عدد كبير من الـ values،
+
+316
+00:26:09,670 --> 00:26:16,150
+وعملية الـ inference بدها تغوص في كل هذه المواصفات
+
+317
+00:26:16,150 --> 00:26:23,330
+هذه، عشان تطلع اللي هو الـ result. هذا الكلام مثالي.
+
+318
+00:26:23,330 --> 00:26:28,560
+الآن، أسلوب الـ inference كان forward chaining أو
+
+319
+00:26:28,560 --> 00:26:34,340
+backward chaining. كان forward، صح؟ بعدين من الـ data
+
+320
+00:26:34,340 --> 00:26:43,000
+ووصولنا إلى الـ goal. خلاصة
+
+321
+00:26:43,000 --> 00:26:46,880
+الـ العملية أن الـ
+
+322
+00:26:46,880 --> 00:26:49,340
+system شغّل الـ forward chaining.
+
+323
+00:26:51,830 --> 00:26:55,650
+بناءً على المواضيع اللي معانا، اللي كانت بالأول الـ
+
+324
+00:26:55,650 --> 00:26:59,550
+environment، اللي إتجمعت معانا. الـ environment، بعدين
+
+325
+00:26:59,550 --> 00:27:03,990
+الـ job، بعدين الـ feedback. الـ rules اللي، okay، الـ
+
+326
+00:27:03,990 --> 00:27:06,990
+rules اللي إتنفذت، اللي هي ثلاثة، ستة، تسعة.
+
+327
+00:27:06,990 --> 00:27:13,270
+هذا الكلام، إتخيل أنه ممكن يكون هو هذا اللي أمامنا،
+
+328
+00:27:13,270 --> 00:27:17,770
+هو الـ output، لو أنا طلبت explanation من الـ system.
+
+329
+00:27:19,070 --> 00:27:23,330
+تذكروا عنصر من عناصر بناء الـ expert system، حاجة
+
+330
+00:27:23,330 --> 00:27:27,850
+اسمها الـ explanation facility، صح؟ آه، اللي هي لو
+
+331
+00:27:27,850 --> 00:27:32,930
+بعد ما الـ system يخلص شغله، ويعطيك الـ conclusion،
+
+332
+00:27:32,930 --> 00:27:37,850
+أو يعطيك الـ decision، لو أنت حابب تعرف كيف هو وصل
+
+333
+00:27:37,850 --> 00:27:41,290
+إلى هذا. طبعًا أنا بالنسبة، مرة أخرى، بالنسبة للمثال
+
+334
+00:27:41,290 --> 00:27:44,690
+تبعنا، أنا مش هحتاج منه explanation، لأنه واضحة إيه
+
+335
+00:27:44,690 --> 00:27:49,270
+ليه. خلاص، هم ثلاثة rules وقصة بسيطة جدًا، لكن لما
+
+336
+00:27:49,270 --> 00:27:54,870
+بقول لو كان الـ system معقد وكبير، آه، غالبًا هحتاج
+
+337
+00:27:54,870 --> 00:27:58,070
+تفسير لكيف وصل هو للقرار تبعه، فبدي أعطيه إيش؟ زي
+
+338
+00:27:58,070 --> 00:28:01,550
+هذا الكلام، الـ explanation facility، بدي أعطيه إيش؟
+
+339
+00:28:01,550 --> 00:28:06,770
+زي هذا الكلام: "لخص لي ملخص، كيف الـ system وصل للـ
+
+340
+00:28:06,770 --> 00:28:13,380
+conclusion". لو بدنا نعمل backward chaining، لو كنا
+
+341
+00:28:13,380 --> 00:28:19,880
+نعمل backward chaining، إيش قلنا؟ بدي أبدأ بإيش؟
+
+342
+00:28:19,880 --> 00:28:27,220
+بأن "الـ medium is..." وحط value، افترض value، صح ولا ...
+
+343
+00:28:27,220 --> 00:28:31,340
+ولا عايزش؟ بدي أدوّر، بدي افترض أن "الـ medium is..." و
+
+344
+00:28:31,340 --> 00:28:37,900
+أشوف، وأشوف هل الفرضية هذه، لو أنا مشيت backward، آه،
+
+345
+00:28:37,900 --> 00:28:42,080
+بتسندها الحقائق أو الـ facts؟ لما أسأل الـ user، هل
+
+346
+00:28:42,080 --> 00:28:46,240
+بيطلع الـ facts اللي بيعطيه إياها الـ user، بتسند هذا
+
+347
+00:28:46,240 --> 00:28:50,520
+الفرضية ولا لأ؟ إذا لا، جيتها ما بتسندش، بعد ذلك بده
+
+348
+00:28:50,520 --> 00:28:55,980
+أرجع وأعمل فرضية أخرى، أن "الـ medium is"، مثلًا، "video
+
+349
+00:28:55,980 --> 00:28:58,320
+cassette"، أو "الـ medium is role playing".
+
+350
+00:29:08,340 --> 00:29:12,480
+هو من هنا، من أولها افترض أن "الـ medium is workshop"،
+
+351
+00:29:12,480 --> 00:29:16,600
+وبدأ يحلّل في path رقم واحد، أو في iteration رقم
+
+352
+00:29:16,600 --> 00:29:20,140
+واحد، أو في cycle رقم واحد. قال أن "medium is workshop".
+
+353
+00:29:20,140 --> 00:29:24,180
+هذا الكلام بيتطابق مع الـ conclusion تبع rule رقم 9.
+
+354
+00:29:24,180 --> 00:29:27,640
+طيب، الآن إحنا ما إحناش عارفين، يمكن لازم نفحص الـ
+
+355
+00:29:27,640 --> 00:29:31,220
+condition تبع الـ rule رقم 9. الـ condition رقم 9
+
+356
+00:29:31,220 --> 00:29:34,540
+بيسأل عن الـ stimulus situation، فبنروح نشوف الـ
+
+357
+00:29:34,540 --> 00:29:37,900
+stimulus situation. أي rule بتعطيني إياها كـ conclusion؟
+
+358
+00:29:37,900 --> 00:29:43,060
+رقم ثلاثة، اللي هي نحكي في الـ characteristics.
+
+359
+00:29:50,780 --> 00:29:58,440
+rule based expert systems.
+
+360
+00:29:58,440 --> 00:30:02,060
+هذا الكلام بيرجعنا على الـ slides الأولى اللي كنا
+
+361
+00:30:02,060 --> 00:30:10,680
+فيها، و
+
+362
+00:30:10,680 --> 00:30:14,560
+عملية الدرجة من بداية الـ slides تقريبًا.
+
+363
+00:30:23,110 --> 00:30:42,750
+بتاع الـ structure. أول
+
+364
+00:30:42,750 --> 00:30:45,470
+خاصية أن الـ expert system هو الـ basic expert
+
+365
+00:30:45,470 --> 00:30:51,130
+system. وحتى كمان كل الـ expert systems في الصفحة
+
+366
+00:30:51,130 --> 00:30:56,290
+العامة بتبقى narrow specialization، يعني ما بعملش
+
+367
+00:30:56,290 --> 00:31:01,970
+expert system أنا في كل الطب، أو في كل الصيانة،
+
+368
+00:31:01,970 --> 00:31:06,310
+أو في كل الاقتصاد، أو في كل هذا. لازم أُحدد في جانب
+
+369
+00:31:06,310 --> 00:31:10,210
+محدد بالتحديد. يعني مثلًا في الطب، لازم أختار مرض
+
+370
+00:31:10,210 --> 00:31:14,590
+محدد، أعمله expert system. حتى المرض هذا، ربما حالات
+
+371
+00:31:14,590 --> 00:31:22,220
+معينة، ما أقدرش أغطيها. هذا البرنامج مبني لإنجاز مستخدم
+
+372
+00:31:22,220 --> 00:31:24,520
+الإبداع البشري في مجال. مستخدم مستخدم مستخدم مستخدم
+
+373
+00:31:24,520 --> 00:31:28,040
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+374
+00:31:28,040 --> 00:31:28,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+375
+00:31:28,680 --> 00:31:30,000
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+376
+00:31:30,000 --> 00:31:31,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+377
+00:31:31,680 --> 00:31:32,600
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+378
+00:31:32,600 --> 00:31:34,900
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+379
+00:31:34,900 --> 00:31:40,320
+مستخدم مستخدم مست
+
+380
+00:31:40,800 --> 00:31:46,460
+أسرع، وبأخطاء أقل. هذه خاصية أخرى، اللي هي ناحية
+
+381
+00:31:46,460 --> 00:31:51,120
+السرعة، وناحية ليش الـ errors. الشيء الآخر أن الـ
+
+382
+00:31:51,120 --> 00:31:57,480
+expert system بيطبق heuristics. الـ heuristics هذه
+
+383
+00:31:57,480 --> 00:32:02,720
+ما جبناش سطحيًّا. إحنا حكينا عن قاعية عمل، ولا حتى بنية
+
+384
+00:32:02,720 --> 00:32:06,540
+الـ expert system، وين ممكن يكون في دور للـ
+
+385
+00:32:06,540 --> 00:32:09,960
+heuristics في عمل الـ expert system؟
+
+386
+00:32:12,740 --> 00:32:17,100
+بعدين هو هنا بيقول لك الـ search، وين بيحصل الـ search؟
+
+387
+00:32:17,100 --> 00:32:21,060
+هل ... هل في search في الـ expert system؟ حتى الآن
+
+388
+00:32:21,060 --> 00:32:25,680
+من اللي شفناه، هل كان في شيء له علاقة أو يتقاطع
+
+389
+00:32:25,680 --> 00:32:30,760
+مع الـ search؟ البحث عن الـ rule، بتاعة البحث عن الـ
+
+390
+00:32:30,760 --> 00:32:37,360
+rules المطابقة للـ facts، صح؟ أيوة. ف عملية البحث هذه هي
+
+391
+00:32:37,360 --> 00:32:41,360
+اللي ممكن يجي فيها heuristic، بمعنى أنه بدل ما أفلّ
+
+392
+00:32:41,360 --> 00:32:46,180
+على الـ rules كلها، واحد ورا الثاني، من الأول للآخر،
+
+393
+00:32:46,180 --> 00:32:51,160
+أنا ممكن إيش؟ أوجّه عملية الـ search باستخدام بعض الـ
+
+394
+00
+
+445
+00:37:18,120 --> 00:37:21,660
+expert بصيغ الـrules وبيحط الـdesign برضه كمان
+
+446
+00:37:21,660 --> 00:37:25,360
+تبع الـsystem بصفة عامة، وبرضه كمان بيختار إذا كان
+
+447
+00:37:25,360 --> 00:37:29,100
+احنا بأي تكنولوجيا بدنا نطبق الـsystem الـ
+
+448
+00:37:29,100 --> 00:37:33,360
+programmer وظيفته أنه يكتب code، وين ما في code
+
+449
+00:37:33,360 --> 00:37:36,440
+بديه يكتبه،الـprogrammer، الـknowledge engineer وظيفته
+
+450
+00:37:36,440 --> 00:37:40,440
+بتنتهي عند الـanalysis والـdesign، project manager
+
+451
+00:37:40,440 --> 00:37:46,920
+اللي هو مسئول عن المشروع، مسئول عن الأشخاص كلهم، و
+
+452
+00:37:46,920 --> 00:37:50,680
+في نفس الوقت أنه حلقة وصل ما بينهم وما بين الـ
+
+453
+00:37:50,680 --> 00:37:56,080
+end user، يعني في الشكل هذا بوضح لك تقريبا العلاقة
+
+454
+00:37:56,080 --> 00:38:02,060
+ما بين هذول الأطراف، الخامس الـproject manager
+
+455
+00:38:02,060 --> 00:38:06,250
+تعاملوا مع مين؟ الـProgrammer مع الـKnowledge
+
+456
+00:38:06,250 --> 00:38:11,090
+Engineer، ومع الـDomain Expert، الـEnd user ليس
+
+457
+00:38:11,090 --> 00:38:15,290
+لديه تعامل مباشر مع أحد أو أحد آخر، هو تعامل مباشر
+
+458
+00:38:15,290 --> 00:38:20,870
+مع الـExpert System، بس برضه أي ملاحظات أو أدلة
+
+459
+00:38:20,870 --> 00:38:25,710
+يراجعه يوصلها إلى Project Manager، Project Manager
+
+460
+00:38:25,710 --> 00:38:30,810
+يحكز هذا الكلام على الأخرين هؤلاء الـProgrammer و
+
+461
+00:38:30,810 --> 00:38:32,610
+Knowledge Engineer وDomain Expert
+
+462
+00:38:48,470 --> 00:38:51,950
+النقطة الأخيرة اللي بنحكي فيها اليوم هي الـtypes
+
+463
+00:38:51,950 --> 00:38:52,830
+of rules
+
+464
+00:39:04,170 --> 00:39:08,890
+أنا بصور لو أنا بديت الـslides زي ما هو بديها هنا
+
+465
+00:39:08,890 --> 00:39:14,380
+في الـ... كان في كتير كلام نظري، يأخذ معانا محاضرة
+
+466
+00:39:14,380 --> 00:39:20,360
+كاملة، ولسه قبل ما ندخل في التفاصيل العملية تبع الـ
+
+467
+00:39:20,360 --> 00:39:25,040
+expert system، لذلك فضلت ندخل في التفاصيل البنية
+
+468
+00:39:25,040 --> 00:39:29,440
+تبع الـsystem، وكيف الـreasoning أو الـforward
+
+469
+00:39:29,440 --> 00:39:31,560
+chaining والـbackward chaining، وبعدين بنشوف
+
+470
+00:39:31,560 --> 00:39:36,160
+الكلام النظري هذا براحتنا وبنفهمه بجهة أسهل، فاحنا
+
+471
+00:39:36,160 --> 00:39:41,320
+الآن بنرجع لوين؟ لـtypes of rules،  المقطع هذه تقريبا
+
+472
+00:39:42,810 --> 00:39:47,590
+بعد ما هو حاكي عن الـrules وإيش هي الـrule و
+
+473
+00:39:47,590 --> 00:39:54,290
+الهيكلية تبعتها أنه IF و then، فذكر عدد من أنواع
+
+474
+00:39:54,290 --> 00:39:59,810
+rules، أنواع rules، الـrule هذه مثلا على relation
+
+475
+00:39:59,810 --> 00:40:04,490
+type، وهدول recommendation أو هدول الـrule
+
+476
+00:40:04,490 --> 00:40:07,810
+recommendation، هدول الـrule directive، كيف يعني مثلا
+
+477
+00:40:07,810 --> 00:40:11,670
+relation، يعني the fuel tank is empty، then the car
+
+478
+00:40:11,670 --> 00:40:15,980
+is dead، هذه القوة كل غلط، بينها إن أنا أوضح القلاقة
+
+479
+00:40:15,980 --> 00:40:20,140
+بين عمل السيارة، إن السيارة بتشتغل ولا بتشتغل، وما
+
+480
+00:40:20,140 --> 00:40:24,480
+بين الـfuel tank، إذا الـfuel tank مليان فالسيارة
+
+481
+00:40:24,480 --> 00:40:29,480
+ممكن تشتغل، الـfuel tank فاضي السيارة ماشي، هذا
+
+482
+00:40:29,480 --> 00:40:34,580
+بيختلف عن لما أنا أجي أقول قوة اللي بتوصي بعمل شغل
+
+483
+00:40:34,580 --> 00:40:39,320
+أو قوة اللي بتأمر بعمل شيء، يعني هنا the season is
+
+484
+00:40:39,320 --> 00:40:43,060
+autumn and the sky is cloudy and the forecast is
+
+485
+00:40:43,060 --> 00:40:49,880
+drizzle cloud، يعني إيش؟ غائم، وdrizzle يعني مطر
+
+486
+00:40:49,880 --> 00:40:54,020
+خفيف، فإذا هذا متوقع، then the advice is take an
+
+487
+00:40:54,020 --> 00:40:59,220
+umbrella، نصيحة إن خد... بس ما بقولك خد umbrella
+
+488
+00:40:59,220 --> 00:41:04,400
+إنما advice، فهذا نوع من الـrules، عبارة عن
+
+489
+00:41:04,400 --> 00:41:07,940
+recommendation، هذا لا هو recommendation ولا هو أمر
+
+490
+00:41:07,940 --> 00:41:14,420
+هذا يوضح علاقة ما بين شيئين أو ما بين two
+
+491
+00:41:14,420 --> 00:41:20,340
+objects، هذا بيقولك خد action، if the car is dead
+
+492
+00:41:20,340 --> 00:41:26,040
+and the fuel tank is empty، then the action is لازم
+
+493
+00:41:26,040 --> 00:41:31,000
+تعبي الـfuel tank، واضح، بس عشان نفهم المصطلحات
+
+494
+00:41:31,000 --> 00:41:33,260
+هذه، إيش يعني relational rule، وإيش يعني
+
+495
+00:41:33,260 --> 00:41:36,240
+recommendation rule، وإيش يعني directive، directive
+
+496
+00:41:36,240 --> 00:41:42,600
+يعني بتعطيك أمر أو توجيه، ماشي؟ بعد هيك فيها ده
+
+497
+00:41:42,600 --> 00:41:48,660
+rules زي strategy rule، إذا الـcar is dead then the
+
+498
+00:41:48,660 --> 00:41:53,500
+action is check the fuel، وإذا ماشي يعني بتقولك
+
+499
+00:41:53,500 --> 00:42:00,240
+check the fuel، فهي كأنها directive، ولكن لأن هذا الـ
+
+500
+00:42:00,240 --> 00:42:05,300
+action ليس نهائي، هو عبارة عن خطوة من خطوات متسلسلة
+
+501
+00:42:05,300 --> 00:42:10,060
+للوصول إلى الهدف، فهي عبارة عن ما هيش strategy rule
+
+502
+00:42:10,060 --> 00:42:13,420
+ما هيش directive rule، هنا برضه نفس الشيء، step one
+
+503
+00:42:13,420 --> 00:42:15,940
+is complete، إذا step one is complete يعني بعد ما
+
+504
+00:42:15,940 --> 00:42:19,880
+تكون هذه اتحققت، وصار step one is complete، فإذا كان
+
+505
+00:42:19,880 --> 00:42:22,900
+step one is complete والـfuel tank is full then
+
+506
+00:42:22,900 --> 00:42:27,600
+the action is to check the battery، ونكون خلصنا
+
+507
+00:42:27,600 --> 00:42:33,900
+step number two، وهذا الهدف ليس خطوة
+
+508
+00:42:33,900 --> 00:42:38,380
+أخرى في عملية البرنامج، فهذا عبارة عن strategy rule
+
+509
+00:42:38,380 --> 00:42:44,540
+الـrule، هي عبارة عن كما كنا بنحكي في الـfunction
+
+510
+00:42:44,540 --> 00:42:51,260
+هي رولها لغرض منها، إمكانية تقييم لجزء من عمل الـ
+
+511
+00:42:51,260 --> 00:42:55,580
+system،the spill is liquid، يعني إذا كان الـ... الـشيء
+
+512
+00:42:55,580 --> 00:43:00,780
+اللي بيصير من السيارة سائل، and the spill pH أقل من
+
+513
+00:43:00,780 --> 00:43:05,480
+6، بيبقى قلوي ولا حامض؟ قلوي ولا حمضي؟ الأقل من 6؟
+
+514
+00:43:05,480 --> 00:43:09,620
+بتعرفوا الـpH؟ أخدتوا كيميا؟ آه، الـpH اللي هو الـ
+
+515
+00:43:09,620 --> 00:43:15,180
+... الـ... الـ... الأقل بيبقى حامضي، تمام؟ فهذا عادة
+
+516
+00:43:15,180 --> 00:43:21,270
+بيكون إيش؟ إيش اللي بيصير للبطارية ولا؟ آه؟ الأقل
+
+517
+00:43:21,270 --> 00:43:24,830
+من 6 بيبقى حامض، صح؟ المهم هنا بناء على الكلام هذا، الأقل
+
+518
+00:43:24,830 --> 00:43:29,950
+من 6 بيبقى حامضي، تمام؟ فعموما هو في الآخر الخلاصة
+
+519
+00:43:29,950 --> 00:43:36,450
+الهدف من هذا الـrole أنه يعطيك that the spill
+
+520
+00:43:36,450 --> 00:43:42,910
+material is acidic، acid، أنه يقول لك إن هو إيش النوع
+
+521
+00:43:42,910 --> 00:43:48,180
+الـ... فبيعطيك معلومة اللي بتوجهك بعد هيك في الـ
+
+522
+00:43:48,180 --> 00:43:51,260
+rules الأخرى، المعلومة هذه بتفيدك في الـrules
+
+523
+00:43:51,260 --> 00:43:54,600
+الأخرى، عشان توجه عملية اللي هو البحث عن الـ
+
+524
+00:43:54,600 --> 00:43:59,760
+solution بشكل أسرع، تمام؟ فهدول هم عبارة عن
+
+525
+00:43:59,760 --> 00:44:05,200
+الخمس types of rules، بعد هيك احنا يعني عملنا الآن
+
+526
+00:44:05,200 --> 00:44:10,000
+بنكون خلصنا كل الحكي اللي في الـslides هذه، حكينا
+
+527
+00:44:10,000 --> 00:44:13,260
+في الـintroduction، حكينا في الـrules وأنواعها،
+
+528
+00:44:13,490 --> 00:44:19,030
+حكينا في الـplayers أو الأشخاص اللي بيساهمين في
+
+529
+00:44:19,030 --> 00:44:23,210
+بناء الـsystem، طبعا هم بيشتغلوا كـteam مع بعض،
+
+530
+00:44:23,210 --> 00:44:27,350
+ما بيشتغلوش متفرقين، حكينا في الـstructure تبع الـ
+
+531
+00:44:27,350 --> 00:44:30,170
+expert system، حكينا في الـcharacteristics تبع الـ
+
+532
+00:44:30,170 --> 00:44:34,390
+expert system، حكينا في الـinference forward و
+
+533
+00:44:34,390 --> 00:44:38,210
+backward، وبعد كده آخر شيء حكينا في الـconflict
+
+534
+00:44:38,210 --> 00:44:39,570
+resolution
+
+535
+00:44:42,410 --> 00:44:48,470
+المحاضرة الجاية إن شاء الله بنحكي على role based
+
+536
+00:44:48,470 --> 00:44:56,910
+systems، بس بندخل في الـprobability، بمعنى أن الـ
+
+537
+00:44:56,910 --> 00:45:01,690
+roles ممكن يكون لها probability في الاستنتاج تبعها،
+
+538
+00:45:01,690 --> 00:45:04,950
+يعني الاستنتاج تبعها بيبقى مش أكيد وكذا كده، حتى
+
+539
+00:45:04,950 --> 00:45:09,430
+الـcondition بيبقى مش أكيد، هذا كله بنستخدم الـ
+
+540
+00:45:09,430 --> 00:45:12,770
+probability، لما أنا ما أكونش متأكد من البيانات اللي
+
+541
+00:45:12,770 --> 00:45:16,910
+بيعطيني إياها، فبيبقى في uncertainty، في هذه الحالة لازم
+
+542
+00:45:16,910 --> 00:45:22,390
+أستخدم probability علشان أحلل أو أعمل inference
+
+543
+00:45:22,390 --> 00:45:23,850
+بشكل منطقي
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..8b84753b5c03ea060de53fce64d0b336067e9605
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_postprocess.srt
@@ -0,0 +1,2172 @@
+1
+00:00:21,020 --> 00:00:23,400
+بسم الله الرحمن الرحيم احنا اليوم ان شاء الله
+
+2
+00:00:23,400 --> 00:00:26,620
+بنكمل الحكي اللى بدأنا فيه المحاضرة اللى فاتت اللى
+
+3
+00:00:26,620 --> 00:00:31,080
+هو موضوع ال rule based expert systems كانت ال
+
+4
+00:00:31,080 --> 00:00:34,480
+topics اللى عندنا كان ايه فيه introduction وكان في
+
+5
+00:00:34,480 --> 00:00:39,840
+حكي عن ال rules و بعدين ال players بدأنا احنا في
+
+6
+00:00:39,840 --> 00:00:42,860
+ال structure بدأنا من هنا structure of a rule
+
+7
+00:00:42,860 --> 00:00:46,720
+based expert systemبعد هيك انتقلنا لل forward و ال
+
+8
+00:00:46,720 --> 00:00:50,720
+backward chaining اللي هم آليات ال inference صح
+
+9
+00:00:50,720 --> 00:00:54,680
+وبعد هيك وقفنا عن مفتوح ال conflict resolution
+
+10
+00:00:54,680 --> 00:00:57,980
+تتذكروا ايش حكينا ايش يعني conflict resolution
+
+11
+00:00:57,980 --> 00:01:04,080
+يصير انتصار بين ال rules
+
+12
+00:01:04,080 --> 00:01:08,160
+نعم ال rules اه انتصاره بمعنى انه اكتر من واحدة
+
+13
+00:01:08,160 --> 00:01:12,540
+بتبقى على نفس الطريقة اكتر من واحدةاكتر من واحد
+
+14
+00:01:12,540 --> 00:01:22,440
+ايش؟ ان ال condition تبعها true و بالتالي ال
+
+15
+00:01:22,440 --> 00:01:28,700
+conclusion تبعتها صار لازم تكون activated طيب انهي
+
+16
+00:01:28,700 --> 00:01:33,100
+واحدة اذا اكتر من واحدة من ال rules true فهذا
+
+17
+00:01:33,100 --> 00:01:37,870
+conflict و بده resolutionأحنا بدا نبدأ اليوم ان
+
+18
+00:01:37,870 --> 00:01:41,490
+شاء الله من هذا النقطة انا بالدرجة هرجع على آخر ال
+
+19
+00:01:41,490 --> 00:01:45,830
+slides عشان نبدأ في هذا النقطة و بعد هيك بدنا نشوف
+
+20
+00:01:45,830 --> 00:01:48,990
+نقاط أخرى يعني خليني اكتبهم على السريع لان احنا
+
+21
+00:01:48,990 --> 00:01:52,410
+لسه في موضوع ايش قلناه قلناه اللي هو ال expert
+
+22
+00:01:52,410 --> 00:01:56,270
+خليني اكتب role based expert system
+
+23
+00:02:07,490 --> 00:02:09,890
+أول نقطة اليوم اللي بدنا نحكي فيها اللي هي ال
+
+24
+00:02:09,890 --> 00:02:15,910
+conflict is
+
+25
+00:02:15,910 --> 00:02:22,910
+emotion بعد
+
+26
+00:02:22,910 --> 00:02:26,950
+ذلك بدنا نتقل على المثال اللي قلنا بدنا نحكي فيه
+
+27
+00:02:26,950 --> 00:02:32,530
+المحاضرة فقلنا فيه مثال اللي هو اسم ال media of
+
+28
+00:02:32,530 --> 00:02:37,870
+express systemsبالنقطة الرابعة اللي هي ال players
+
+29
+00:02:37,870 --> 00:02:46,030
+وخمسة
+
+30
+00:02:46,030 --> 00:02:54,550
+أخر إشي نرجع تاني على rules نحكي عن types of rules
+
+31
+00:02:54,550 --> 00:03:01,510
+عليش تحكي أحنا أصبحنا راجعين أول أشياء اللي هو ال
+
+32
+00:03:01,510 --> 00:03:02,490
+conflict resolution
+
+33
+00:03:14,290 --> 00:03:16,910
+conflict resolution مثال بسيط على هذا الكلام أن
+
+34
+00:03:16,910 --> 00:03:20,750
+رول واحد الشرطة بحق if the traffic light is green
+
+35
+00:03:20,750 --> 00:03:28,050
+then the action is go ورقم تاني if the
+
+36
+00:03:28,050 --> 00:03:32,950
+traffic light is red then the action is stop ورقم
+
+37
+00:03:32,950 --> 00:03:35,690
+تلاتي if the traffic light is red then the action
+
+38
+00:03:35,690 --> 00:03:41,440
+is goطبعا هذا الكلام غير منطقي إنه إذا ال traffic
+
+39
+00:03:41,440 --> 00:03:46,500
+light is red نمشي صح بس لاتوضيح إنه أنا في عندي
+
+40
+00:03:46,500 --> 00:03:52,020
+two rules رقم تلتة و رقم اتنين ال condition تبعهم
+
+41
+00:03:52,020 --> 00:03:56,680
+لو أنا في عندي .. لو أنا في عندي ال fact بتقول إن
+
+42
+00:03:56,680 --> 00:04:01,200
+ال traffic light is red معناه ذلك هذا ال rule و
+
+43
+00:04:01,200 --> 00:04:05,230
+هذا ال rule ال condition تبعهم مش trueفأي واحدة
+
+44
+00:04:05,230 --> 00:04:07,550
+منهم أطبّق؟ أطبّق اللي بتقولي go ولا أطبّق اللي
+
+45
+00:04:07,550 --> 00:04:12,070
+بتقولي stop؟ فهذه خلاصة المقصود بال conflict ال
+
+46
+00:04:12,070 --> 00:04:19,750
+conflict resolution في أن عدة methods to resolve
+
+47
+00:04:19,750 --> 00:04:24,390
+هذا ال conflict أو ال conflicts اللي ممكن تحصل في
+
+48
+00:04:24,390 --> 00:04:30,750
+ال expert system فأول method ممكن هتمد على سطوب ال
+
+49
+00:04:30,750 --> 00:04:34,660
+priorityالمعنى الآخر أنه ال rule لما بتتخزن بيعطي
+
+50
+00:04:34,660 --> 00:04:39,840
+إليها رقم يدل على الأولوية تبعتها فخلاص ببساطة
+
+51
+00:04:39,840 --> 00:04:43,040
+شديد إذا في two rules أو تلاتة أو أربعة أو جد ما
+
+52
+00:04:43,040 --> 00:04:49,560
+كان conflicting في cycle من ال cycles كانوا كل ال
+
+53
+00:04:49,560 --> 00:04:54,140
+rules اللي conflicted بنختار من ال environment
+
+54
+00:04:54,140 --> 00:05:00,730
+أعلى تمام، هذا واضحالقالية الأخرى للاختيار ما بين
+
+55
+00:05:00,730 --> 00:05:05,130
+ال rules اللي هي ال most specific rule ان بدي ال
+
+56
+00:05:05,130 --> 00:05:09,670
+rule اللي most specific على ال rule اللي least أو
+
+57
+00:05:09,670 --> 00:05:12,670
+less specific less specific يعني general امتى
+
+58
+00:05:12,670 --> 00:05:18,830
+بتكون ال rule specific و امتى بتكون general كل ما
+
+59
+00:05:18,830 --> 00:05:25,040
+بكترعناصر الشرط تبعها بتكون specific يعني مثلا لو
+
+60
+00:05:25,040 --> 00:05:29,360
+أنا عندي rule زي هذا ال rule بس فيها الف تبعها بس
+
+61
+00:05:29,360 --> 00:05:33,100
+في condition واحد هذه .. هذه بنعتبرها general لكن
+
+62
+00:05:33,100 --> 00:05:37,200
+ال rule بتقولي إذا كان كذا and كذا and كذا and كذا
+
+63
+00:05:37,200 --> 00:05:44,620
+or كذا and كذا يعني عدة تركيبة من ال .. من الشروط
+
+64
+00:05:44,620 --> 00:05:49,700
+بتشكل ال premise تبع ال rule معنادلك هذا ال rule
+
+65
+00:05:50,120 --> 00:05:54,940
+بتحكي عن حالة محددة جدا جدا لإن أنا بقعد بأخصص صح
+
+66
+00:05:54,940 --> 00:05:58,620
+ف ال rules اللي مخصصها هل بنقول عنها specific
+
+67
+00:05:58,620 --> 00:06:02,140
+rules اللي عامة اللي يعني ممكن تنطبق في حالات
+
+68
+00:06:02,140 --> 00:06:06,200
+كثيرة هل بنقول عنها general rule فإحنا إيش هي ال
+
+69
+00:06:06,200 --> 00:06:10,480
+method التاني أنه إحنا بنبدأ ال most specific rule
+
+70
+00:06:10,480 --> 00:06:17,840
+okayعلى ال general rule ال most specific بتكون
+
+71
+00:06:17,840 --> 00:06:23,620
+longest matching يعني تبقى فيه أكتر من عنصر في ال
+
+72
+00:06:23,620 --> 00:06:27,820
+condition تبعها okay
+
+73
+00:06:27,820 --> 00:06:31,520
+فأحنا صارنا حاكين الآن بالنسبة لل conflict
+
+74
+00:06:31,520 --> 00:06:36,820
+resolution على two methods ال أولى إيش كانت
+
+75
+00:06:36,820 --> 00:06:42,060
+priority و التاني إيش كانت
+
+76
+00:06:49,840 --> 00:06:54,520
+specification ممكن أقول زي هيك انه هبدي أخد ال
+
+77
+00:06:54,520 --> 00:06:57,880
+more specific طب و ال conflict ليش أساساً صح
+
+78
+00:06:57,880 --> 00:07:01,600
+برنامج بشكل sequential و ال rule اللي بيطلخ ال
+
+79
+00:07:01,600 --> 00:07:05,660
+condition تبعها بيتم إطلاقها و بيتهر الأمر لما
+
+80
+00:07:05,660 --> 00:07:09,640
+انحطت ال rules اللي حط ال rules يوم انحطت ال rules
+
+81
+00:07:09,640 --> 00:07:12,440
+سواء كان ال human expert ولا ال knowledge engineer
+
+82
+00:07:13,540 --> 00:07:16,500
+تمام؟ لما حط ال rules في كتير من ال rules ممكن
+
+83
+00:07:16,500 --> 00:07:19,040
+تبقى متقاطعة يعني مش متقاطعة يعني ال conditions
+
+84
+00:07:19,040 --> 00:07:24,400
+تبعتها واحد منها مثلا في two conditions X and Y
+
+85
+00:07:24,400 --> 00:07:29,860
+واحد التاني اذا X and Y and Z ماشي؟ الآن X Y و Z
+
+86
+00:07:29,860 --> 00:07:33,960
+متحققين يبقى الطويلة اتحققت و الجسيرة اتحقت اللي
+
+87
+00:07:33,960 --> 00:07:38,840
+في XY بس لحالها اتحققت و اللي في XY و Z اتحقت صح؟
+
+88
+00:07:38,840 --> 00:07:43,650
+فهذا ال conflictهو وارد جدا لإنه يبقى .. خاصة لو
+
+89
+00:07:43,650 --> 00:07:47,090
+يبقى ال express system كبير وفيه holes كثيرة وارد
+
+90
+00:07:47,090 --> 00:07:52,070
+جدا لإنه تبقى فيها تقاطع ويصير فيه conflict ال
+
+91
+00:07:52,070 --> 00:08:03,850
+method بتاعة recent
+
+92
+00:08:03,850 --> 00:08:08,710
+يعني جاي من كلمة recent ال recent يعني مؤخراdata
+
+93
+00:08:08,710 --> 00:08:12,050
+most recently entered يعني إذا كان أنا في أد رول
+
+94
+00:08:12,050 --> 00:08:21,570
+بتقول if x يساوي كده and y بيساوي كده and أو or z
+
+95
+00:08:21,570 --> 00:08:30,470
+بيساوي كده then وفي رول أخرى تمام بتقول if x
+
+96
+00:08:30,470 --> 00:08:37,470
+بيساوي y بيساوي و w بيساوي then تمام إلى x y و wو
+
+97
+00:08:37,470 --> 00:08:41,690
+X و Y و Z كمان كلهم موجودين ك facts جهاز ال rule
+
+98
+00:08:41,690 --> 00:08:45,530
+هتتحقق و لا جهاز ال rule هتتحقق مظبوط؟ طب اخد من
+
+99
+00:08:45,530 --> 00:08:49,850
+فيهم ال method اللي بتقولي خد ال rule اللي ال data
+
+100
+00:08:49,850 --> 00:08:55,550
+تبعتها most recent يعني اللي ال X انعرفت و ال Y و
+
+101
+00:08:55,550 --> 00:09:00,190
+ال Z انعرفوا مؤخرا اذا هدولة معطيين من زمان و
+
+102
+00:09:00,190 --> 00:09:04,590
+هدولة معطيين من جديد يعني افترض ال X و ال Y هي ال
+
+103
+00:09:04,590 --> 00:09:09,740
+X و ال Y و ال Z مشتركينالاختلاف بين ال z و ال w
+
+104
+00:09:09,740 --> 00:09:16,800
+إذا ال z تم إدخالها more recently than ال w فبقى
+
+105
+00:09:16,800 --> 00:09:24,180
+فضل من؟ فضل ال rule هذه ال most recent فال recent
+
+106
+00:09:24,180 --> 00:09:30,220
+هي الحدثة التي أكتر recent من غيرها
+
+107
+00:09:35,960 --> 00:09:38,700
+هذه التلاتة هى اللى بنسميها احيانا برضه
+
+108
+00:09:38,700 --> 00:09:46,140
+specificity يعني الاكثر تحديدا ريسنسي
+
+109
+00:09:46,140 --> 00:09:51,080
+و priority احيانا
+
+110
+00:09:51,080 --> 00:09:57,380
+احنا هذه الأمور مثلا ال priority ممكن ندخلها في ال
+
+111
+00:09:57,380 --> 00:10:03,460
+express system على شكل rule اخرإيه اللي بتتعلق بيه
+
+112
+00:10:03,460 --> 00:10:06,380
+كذا؟ إيه الأولوية على ال rules اللي بتتعلق بيه
+
+113
+00:10:06,380 --> 00:10:13,180
+كذا؟ هذه المعلومة ندخلها ك rule أصبحت ال rule هذه
+
+114
+00:10:13,180 --> 00:10:18,740
+اللي احنا دخلناها لتوصيف ال priority تبع ال rules
+
+115
+00:10:18,740 --> 00:10:24,380
+هذه أصبحت meta rule meta rule يعني rule بتوصف ال
+
+116
+00:10:24,380 --> 00:10:29,340
+rulesتسمع اسم المصطلح metadata مثلا metadata هي
+
+117
+00:10:29,340 --> 00:10:32,980
+data عن ال data وهو نفس الشيء ال meta rule هي rule
+
+118
+00:10:32,980 --> 00:10:38,260
+بتوصف ال other rules هنا الوصف غبط تحديد ال
+
+119
+00:10:38,260 --> 00:10:41,700
+priority مثلا اللي ذكرته هنا أنه احنا ندخل ال
+
+120
+00:10:41,700 --> 00:10:48,980
+rules بداخل ال knowledge base لتحديد ال priority
+
+121
+00:10:48,980 --> 00:10:56,340
+تبع ال rules الأصلية هنا أجرأ مصطلح meta rulesطيب،
+
+122
+00:10:56,340 --> 00:10:58,680
+ماهو النقطة التانية اللي قلنا بناكي فيها لأن هدا
+
+123
+00:10:58,680 --> 00:11:01,860
+.. هدولة التلاتة methods بدك تذكرهم ل .. كقليات
+
+124
+00:11:01,860 --> 00:11:07,220
+لفضل اللي هو ال .. ال .. ال conflict ما بين ال
+
+125
+00:11:07,220 --> 00:11:09,840
+rules النقطة التالية اللي بناكي فيها لأن اللي هي
+
+126
+00:11:09,840 --> 00:11:19,740
+مثلانة تبع ال media advisor بس،
+
+127
+00:11:19,740 --> 00:11:22,940
+بناكي تجيله slideات في ملف تاني
+
+128
+00:11:26,610 --> 00:11:41,370
+هذا كله موجود عندك في drop box ال
+
+129
+00:11:41,370 --> 00:11:50,430
+media
+
+130
+00:11:50,430 --> 00:11:53,610
+advisor هذا عبارة عن express system مصيد جدا الهدف
+
+131
+00:11:53,610 --> 00:12:00,640
+منه أنهفي نوع من التدريب بده يعطى لناس شغالين في
+
+132
+00:12:00,640 --> 00:12:04,800
+مجال مختلفة التدريب هذا بده يعتمد على حسب طبيعة
+
+133
+00:12:04,800 --> 00:12:09,280
+المهنة ماشي اذا كان الله هو ميكانيكي ولا اذا هو
+
+134
+00:12:09,280 --> 00:12:14,720
+موظف اذا هو كده فنوع طريقة التدريب هل هي بده تكون
+
+135
+00:12:14,720 --> 00:12:19,660
+عبارة عن workshop ولا بده تكون manual يدرسوا ولا
+
+136
+00:12:19,660 --> 00:12:24,100
+يتفرجوا على فيديو ولا كده هذا أنواع مختلفة من الاش
+
+137
+00:12:24,710 --> 00:12:29,770
+من ال training medium او media فهذا النوع بيعتمد
+
+138
+00:12:29,770 --> 00:12:33,910
+على طبيعة العمل تبعه الشخص اذا الشخص الله ميكانيك
+
+139
+00:12:33,910 --> 00:12:38,350
+ربما يكون أنسبله انه workshop اعطيله دورة تدريبية
+
+140
+00:12:38,350 --> 00:12:42,630
+اذا كان هو موظف ربما بيعطيله video او بيعطيله
+
+141
+00:12:42,630 --> 00:12:48,930
+tutorial اللي يتعلم منه لوحده فالموضوع هذا اتخاذ
+
+142
+00:12:48,930 --> 00:12:54,620
+القرار بمعنى انه ايشالـ training media أو ال
+
+143
+00:12:54,620 --> 00:13:00,320
+medium المناسب للشخص المناسب هذا قرار بدنا expert
+
+144
+00:13:00,320 --> 00:13:05,040
+system اللي يتولى الموضوع هذا بدنا ال knowledge
+
+145
+00:13:05,040 --> 00:13:10,460
+انعبر عنها على شكل ال rules و ال system بعدها يجي
+
+146
+00:13:10,460 --> 00:13:15,120
+يسأل شوية أسئلة و من خلال الأسئلة هذه يقرر أو ينصح
+
+147
+00:13:15,120 --> 00:13:20,800
+بال medium المناسب تمام؟
+
+148
+00:13:22,470 --> 00:13:26,350
+ال rules مصادرة بالشكل العادى انت تلافيها حوالي
+
+149
+00:13:26,350 --> 00:13:29,530
+اربعتاشر rules ال rules لو تطلعك عليها هاي ال F
+
+150
+00:13:29,530 --> 00:13:35,030
+هاي اول جزء من الشرط بعدين or كده or كده or كده
+
+151
+00:13:35,030 --> 00:13:39,430
+بعدين then ال conclusion طبعا دايما في ال
+
+152
+00:13:39,430 --> 00:13:42,210
+conclusion فيه عندك band واحد يكون ممكن الشرط يبقى
+
+153
+00:13:42,210 --> 00:13:45,090
+فيه اكتر من ال band بس ال conclusion هيبقاش band
+
+154
+00:13:45,090 --> 00:13:48,030
+واحد ال band الواحد هذا في الآخر مش هو اللي مش
+
+155
+00:13:48,030 --> 00:13:51,990
+ضرورة يعطيلك الإجابة يعني ال rule مش ضرورة تعطيلك
+
+156
+00:13:54,180 --> 00:13:58,060
+الإجابة النهائية يعني ممكن هذه الإجابة أو هذا ال
+
+157
+00:13:58,060 --> 00:14:01,430
+variableيصب بعد ذلك في مثلًا كما رأيت في المثال
+
+158
+00:14:01,430 --> 00:14:05,790
+الماضي فاتر ان عندي ال a مثلا بتصب في ال y و ال y
+
+159
+00:14:05,790 --> 00:14:10,430
+بعد ذلك مع ال x و مع ال z بتصب في النهاية فالان
+
+160
+00:14:10,430 --> 00:14:15,390
+احنا بنتفق بس على ان هدول المسميات ماسميهمش
+
+161
+00:14:15,390 --> 00:14:19,090
+linguistic variables variables هم variables لأنهم
+
+162
+00:14:19,090 --> 00:14:22,430
+يلهم قيم يعني مثلًا هنا environment is buildings
+
+163
+00:14:22,430 --> 00:14:26,370
+هي مقصود بيها ان هذا المتغير قيمته تساوي buildings
+
+164
+00:14:26,370 --> 00:14:31,440
+يعني انه يساويوهنا قيمته تساوي mechanics وهنا
+
+165
+00:14:31,440 --> 00:14:37,400
+قيمته تساوي tools فهذا متغير ويله إيش ممكن ياخد أي
+
+166
+00:14:37,400 --> 00:14:42,580
+واحد من القيم وهذا كذلك الحال متغير stimulus
+
+167
+00:14:42,580 --> 00:14:46,640
+situation is برضه كمان إله قيمة ممكن يبقى physical
+
+168
+00:14:46,640 --> 00:14:49,580
+object ممكن يبقى computer programs ممكن يبقى أي
+
+169
+00:14:49,580 --> 00:14:57,930
+إيش تانيمش هنستعرض الروز واحدة
+
+170
+00:14:57,930 --> 00:15:01,770
+واحدة، بس بدنا نفهم إيش في أننا متغيرات بالاصل،
+
+171
+00:15:01,770 --> 00:15:05,130
+قبل ما نطلع على الروز، إيش في أننا متغيرات؟
+
+172
+00:15:05,130 --> 00:15:07,410
+المتغيرات هي اللي بنسميها، إيش قولنا كأول،
+
+173
+00:15:07,410 --> 00:15:13,490
+linguistic variables
+
+174
+00:15:13,490 --> 00:15:19,950
+أو اللي برضه بيسميها كمان objects
+
+175
+00:15:25,320 --> 00:15:29,020
+فال media advisor هذا فيه ستة linguistic objects
+
+176
+00:15:29,020 --> 00:15:33,180
+أو linguistic variables اللي هم كما شوفنا رعب منهم
+
+177
+00:15:33,180 --> 00:15:39,400
+ال environment، situation، job، response، feedback
+
+178
+00:15:39,400 --> 00:15:43,380
+و media واحد، اتنين، تلاتة، اربع، خمس، ست، مظبوط
+
+179
+00:15:43,380 --> 00:15:49,630
+اه؟ each object can take one of the allowedvalues
+
+180
+00:15:49,630 --> 00:15:53,250
+صح اللي قالولك values هذه موجودة في الجدول الارض
+
+181
+00:15:53,250 --> 00:15:56,970
+بتطلع عليهم بس an object and its value constitute
+
+182
+00:15:56,970 --> 00:16:00,880
+a factال object و ال value تبعه يعني ال variable و
+
+183
+00:16:00,880 --> 00:16:04,300
+ال value تبعه هذا fact لما نقول مثلا environment
+
+184
+00:16:04,300 --> 00:16:09,220
+is machines خلاص environment is machine هذي is a
+
+185
+00:16:09,220 --> 00:16:12,440
+fact يعني كأنك بتقوله ان ال environment مناخ العمل
+
+186
+00:16:12,440 --> 00:16:15,640
+تبع هذا الشخص انه فيه machines فيه machines في
+
+187
+00:16:15,640 --> 00:16:18,880
+مناخ العمل هذا او في بيئة العمل المهم هذا المقصود
+
+188
+00:16:18,880 --> 00:16:22,700
+بال fact ال fact اللي هي عبارة عن ال variable او
+
+189
+00:16:22,700 --> 00:16:27,920
+ال object مع ال value تبعهAll facts are placed in
+
+190
+00:16:27,920 --> 00:16:31,860
+the database ال database اللي هي short term memory
+
+191
+00:16:31,860 --> 00:16:35,940
+ال values و ال variables و ال objects و ال values
+
+192
+00:16:35,940 --> 00:16:39,580
+تبعتها ال learned values هي تحسرية نخد بس عينة
+
+193
+00:16:39,580 --> 00:16:42,200
+منها تحسرية لإن ال environment ممكن تكون فيه
+
+194
+00:16:42,200 --> 00:16:44,920
+pathos مهمي و لا ذاكي بس هنا مقصود بأكبر عن
+
+195
+00:16:44,920 --> 00:16:48,320
+artifacts أو عناصر أو ميوات موجودة في بيئة العمل
+
+196
+00:16:48,320 --> 00:16:52,290
+تبع تبع الشخصال job قد تكون lecturing advising
+
+197
+00:16:52,290 --> 00:16:56,590
+counseling ممكن أي واحد من هدولة طبعا غير هي كال
+
+198
+00:16:56,590 --> 00:17:02,550
+system مابيعرفش هذه هي ال allowed values لكل واحد
+
+199
+00:17:02,550 --> 00:17:06,410
+من هذه ال .. stimulus response ممكن تبقى oral
+
+200
+00:17:06,410 --> 00:17:11,350
+hands-on هنا هدولة عبارة عن اكم واحد هي واحد اتنين
+
+201
+00:17:11,350 --> 00:17:19,370
+تلاتة اربعة خمسة اشخمسة ايش؟ objects أو خمسة ايش؟
+
+202
+00:17:19,370 --> 00:17:24,810
+linguistics خمسة
+
+203
+00:17:24,810 --> 00:17:29,910
+linguistic variables والسادس؟ شمسة ستة السادس ايش
+
+204
+00:17:29,910 --> 00:17:35,910
+كان؟ ال medium بالظبط ال medium السادس هو اصلا
+
+205
+00:17:35,910 --> 00:17:41,990
+اللي احنا هو اصلا اللي احنا طالبين ال system
+
+206
+00:17:41,990 --> 00:17:47,400
+يجاوبنا عليهال variables أو ال values تبعته ممكن
+
+207
+00:17:47,400 --> 00:17:51,560
+يكون workshop أو lecture أو tutorial أو video
+
+208
+00:17:51,560 --> 00:17:57,140
+cassette أو roleplay exercise بمعنى اخر ان احنا
+
+209
+00:17:57,140 --> 00:18:03,600
+لما نشغل ال system هنشغله عشان هو اللي يعطيني واحد
+
+210
+00:18:03,600 --> 00:18:06,400
+من هدول ال values للشخص اللي
+
+211
+00:18:09,120 --> 00:18:14,840
+الشخص اللي احنا بنستفسر بالنسبة له تمام؟ الهدف
+
+212
+00:18:14,840 --> 00:18:17,180
+الأخير .. الهدف الأخير لـ Rule Based Express
+
+213
+00:18:17,180 --> 00:18:23,520
+System هو إنتاج حلول للمشكلة باستخدام الـ Input
+
+214
+00:18:23,520 --> 00:18:28,080
+Data Media Advisor الهدف هو ميديام ميديام يعني
+
+215
+00:18:28,080 --> 00:18:32,760
+الوسط .. زي ما قلنا وسط التقديم للمادة التدريبية
+
+216
+00:18:32,760 --> 00:18:35,140
+مختار من رقم 4
+
+217
+00:18:37,800 --> 00:18:40,900
+نرجع تاني على ال roles الآن بس على السريع نرجع في
+
+218
+00:18:40,900 --> 00:18:45,620
+الداخل هذه ال roles 13 و14 if the stimulus
+
+219
+00:18:45,620 --> 00:18:49,280
+situation is verbal and if the stimulus response
+
+220
+00:18:49,280 --> 00:18:53,540
+is analytical هذه القيم إذا بدك تراجع تانية هي
+
+221
+00:18:53,540 --> 00:18:58,760
+واحدة من القيام اللي allowed مش هيكون هنا في إشي
+
+222
+00:18:58,760 --> 00:19:06,480
+غير اللي allowed في الجدول صح؟ تمام okay
+
+223
+00:19:07,840 --> 00:19:14,700
+مش هنور عليهم كلهم خلينا نكمل لقدام لان لقدام كنا
+
+224
+00:19:14,700 --> 00:19:20,220
+هنا صح بعد هيك بنشوف كيف ال system ممكن يتفاعل مع
+
+225
+00:19:20,220 --> 00:19:23,900
+ال user لان ال rules موجودة في ال knowledge base
+
+226
+00:19:23,900 --> 00:19:31,900
+تبع ال system ال facts من المبدأ TG من ال user عبر
+
+227
+00:19:31,900 --> 00:19:37,290
+من خلال dialogueالديالوج هذا في مراحل أقل و أخير
+
+228
+00:19:37,290 --> 00:19:41,230
+مراحل رقم واحد ال system بيسأل what sort of
+
+229
+00:19:41,230 --> 00:19:47,550
+environment is a trainee dealing with on the job؟
+
+230
+00:19:47,550 --> 00:19:51,450
+هو الآن بيسأل بده قيمة هذا ال linguistic variable
+
+231
+00:19:51,450 --> 00:19:55,130
+أو هذا ال object، مظبوط؟ ال environment فال user
+
+232
+00:19:55,130 --> 00:20:00,270
+بيقوله machines، machines هذهتخيل ان ال user عارف
+
+233
+00:20:00,270 --> 00:20:04,830
+ايش ال values فهو هيبقى قدامه ال list فهيختار
+
+234
+00:20:04,830 --> 00:20:09,230
+ماشيز و يكتبها صح؟ طيب ماشي الحل الان ال dialogue
+
+235
+00:20:09,230 --> 00:20:12,870
+هذا بيبدأ بانه بيسأل ال system بيسأل what sort of
+
+236
+00:20:12,870 --> 00:20:15,870
+environment is a trainee dealing with on a job
+
+237
+00:20:15,870 --> 00:20:19,710
+فبنجوبه و بيقوله machines الان كلمة machines هذه
+
+238
+00:20:20,210 --> 00:20:25,030
+بنصرح fact الان هي ال fact الوحيدة في ال database
+
+239
+00:20:25,030 --> 00:20:31,670
+تخيل ان ال system handle 14 rules ماشي اي rule من
+
+240
+00:20:31,670 --> 00:20:37,070
+هدولة ال condition تبعها له علاقة بال environment
+
+241
+00:20:37,070 --> 00:20:41,730
+و ال condition تبعها له علاقة بس بال environment
+
+242
+00:20:41,730 --> 00:20:47,610
+يفترض انها يعيش to fire لأنه الان صار فيها defect
+
+243
+00:20:47,610 --> 00:20:48,730
+بتقول ال environment
+
+244
+00:20:52,050 --> 00:20:57,190
+بتساويش machines طبعا
+
+245
+00:20:57,190 --> 00:21:00,290
+إذا في أيدي rule بتقول if ال environment بتساوي
+
+246
+00:21:00,290 --> 00:21:05,850
+machines then يعني مافيش شرط غير هذا ال fact يبقى
+
+247
+00:21:05,850 --> 00:21:12,710
+should fire طبعا هذا الكلام بيحصل في rule رقم 3
+
+248
+00:21:12,710 --> 00:21:18,530
+رقم تلاتة بتقول if the environment is machinesor
+
+249
+00:21:18,530 --> 00:21:21,130
+the environment is buildings or the environment is
+
+250
+00:21:21,130 --> 00:21:26,410
+tourists فهذا الكلام الآن ال
+
+251
+00:21:26,410 --> 00:21:31,090
+fact هذه بتلبي لأنه عندي or أنا صح أنا عندي or
+
+252
+00:21:31,090 --> 00:21:35,770
+فهذه ال fact بتلبي هذا الشرط فبقدر اش اعتبر ان ال
+
+253
+00:21:35,770 --> 00:21:40,370
+rule هذه الان fires fires يعني صار هذا الكلام الآن
+
+254
+00:21:40,370 --> 00:21:46,230
+يبقى عن fact مدة انحط في ال database okayالان حطت
+
+255
+00:21:46,230 --> 00:21:50,250
+في ال database فاكت شديد بتقول ان ال situation is
+
+256
+00:21:50,250 --> 00:21:55,770
+a physical object الان ايش بتصير دورة جديدة ساكل
+
+257
+00:21:55,770 --> 00:21:59,950
+جديدة الساكل الجديدة بدو ال system يسأل فيها سؤال
+
+258
+00:21:59,950 --> 00:22:06,630
+جديد لأنه ليش؟
+
+259
+00:22:06,630 --> 00:22:12,430
+ليش هو أصلا سأل السؤال الأولاني؟ لأنه ماعنده facts
+
+260
+00:22:12,430 --> 00:22:16,970
+بالمرض فلو قعد يلفطول ال budget ولا واحد من ال
+
+261
+00:22:16,970 --> 00:22:22,570
+rules و ال fire ولا واحد من ال rules حتى فلازم
+
+262
+00:22:22,570 --> 00:22:26,310
+يسأل ياخد data علشان يشوف إذا في rules كان fire
+
+263
+00:22:26,310 --> 00:22:31,330
+الان بعد ما سأل السؤال هذا و ال rule رقم 3 fire
+
+264
+00:22:31,330 --> 00:22:36,510
+الان ماضلش في rules تاني fire فلازم يسألمش هيظلوا
+
+265
+00:22:36,510 --> 00:22:40,330
+ينفس رول رقم تلاتة إلى ما نهاي لازم يسأل سؤال شديد
+
+266
+00:22:40,330 --> 00:22:45,170
+علشان يشوف اذا في رول اخرى might fire يعني ممكن
+
+267
+00:22:45,170 --> 00:22:55,090
+فالان بسأل عن ايش عن ال job
+
+268
+00:22:55,090 --> 00:22:59,710
+تبع الشخص
+
+269
+00:23:01,400 --> 00:23:05,700
+بالنسبة للوضع الهدد
+
+270
+00:23:05,700 --> 00:23:06,400
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+271
+00:23:06,400 --> 00:23:06,920
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+272
+00:23:06,920 --> 00:23:09,100
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+273
+00:23:09,100 --> 00:23:09,940
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+274
+00:23:09,940 --> 00:23:14,540
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+275
+00:23:14,540 --> 00:23:17,960
+الهدد
+
+276
+00:23:17,960 --> 00:23:18,640
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+277
+00:23:18,640 --> 00:23:24,640
+الهدد الهدد الهدد
+
+278
+00:23:24,640 --> 00:23:28,140
+الهد
+
+279
+00:23:32,540 --> 00:23:37,540
+يمكن روحك على سبيل المثال اللي بتحقق و ال .. ال
+
+280
+00:23:37,540 --> 00:23:41,440
+condition .. و ال .. و ال .. ال conclusion تبعتها
+
+281
+00:23:41,440 --> 00:23:44,400
+بده تصبح fact ال conclusion تبعتها ان ال stimulus
+
+282
+00:23:44,400 --> 00:23:50,000
+response is hands on okay hands on حتى الآن ال
+
+283
+00:23:50,000 --> 00:23:52,300
+stimulus response و ال stimulus response اللي
+
+284
+00:23:52,300 --> 00:23:54,500
+جابلها او ال stimulus situation اللي جابلها
+
+285
+00:23:54,500 --> 00:24:01,060
+ماوصلولي لل goal تبعي ال goal تبعي ان انا بدي قيمة
+
+286
+00:24:01,060 --> 00:24:02,300
+ال medium صح؟
+
+287
+00:24:04,850 --> 00:24:09,850
+الان في الخطوة الرقم تلاتة وفي ال iteration تلاتة
+
+288
+00:24:09,850 --> 00:24:16,790
+ال system بيسأل عن ال
+
+289
+00:24:16,790 --> 00:24:20,590
+feedback ال feedback انا برضه واحد من الاشه من
+
+290
+00:24:20,590 --> 00:24:25,330
+المتغيرات is feedback on the trainees required
+
+291
+00:24:25,330 --> 00:24:29,570
+during training ولا لأ فبقول له required required
+
+292
+00:24:29,570 --> 00:24:34,890
+مع المواطيات اللي متوفرة الآن تتحققالرول رقم تسعة
+
+293
+00:24:34,890 --> 00:24:39,170
+رقم تسعة تسعة عن ال situation و ال response و ال
+
+294
+00:24:39,170 --> 00:24:43,590
+feedback هذول التلات نقاط تبع ال condition أو تلات
+
+295
+00:24:43,590 --> 00:24:47,590
+عناصر تبع ال condition تبع ال role رقم تسعة ماشي
+
+296
+00:24:47,590 --> 00:24:51,250
+احنا للأسف لو عندنا ال roles مكتوبات على مرة واحدة
+
+297
+00:24:51,250 --> 00:24:54,870
+على اللوح كان بنشوفهم و احنا منه لحالنا بنطلع رقم
+
+298
+00:24:54,870 --> 00:24:57,370
+ال role بس احنا الان مستدقينهم هو لما بيقول ال
+
+299
+00:24:57,370 --> 00:25:03,250
+role رقم تسعة هي ال affairs بناخد على انتقالبس لو
+
+300
+00:25:03,250 --> 00:25:05,970
+أنه أمامنا ال rules كلهم مرة واحدة كان احنا
+
+301
+00:25:05,970 --> 00:25:09,750
+ببنحانه بقول الله احنا و بنتحقق من انه كلامه سيء و
+
+302
+00:25:09,750 --> 00:25:13,710
+برنامج كلها مش هتطلقهم في مدينة بالظبط مش هتطلقهم
+
+303
+00:25:13,710 --> 00:25:17,570
+في مدينة الان خلاص الان هل تتوقع انه بعد رول رقم 9
+
+304
+00:25:17,570 --> 00:25:21,550
+ايه اللي رجع يسأل اسئلة لأ لأن هي رول رقم 9 قلتله
+
+305
+00:25:21,550 --> 00:25:26,350
+ال medium is workshop تمام ف ال medium is workshop
+
+306
+00:25:26,350 --> 00:25:31,830
+هدره لما firedصار عندى انا هذا الكلام اللى هو ال
+
+307
+00:25:31,830 --> 00:25:35,150
+variable هذا و ال value تبعه صار fact فى ال
+
+308
+00:25:35,150 --> 00:25:39,190
+database و بما انه انا سؤالى اصلا مطلبى الاساسى هو
+
+309
+00:25:39,190 --> 00:25:42,610
+ال medium و هذا ال goal تبعى فال system اللى قبل
+
+310
+00:25:42,610 --> 00:25:47,230
+دقيقة فهو يطلعلى ال output انه medium is workshop
+
+311
+00:25:47,230 --> 00:25:52,470
+طبعا هذه الكلام تبسيط شديد جدا جدا لعمل ال express
+
+312
+00:25:52,470 --> 00:25:55,230
+system انت تتخيل ان ال express system ممكن يبقى
+
+313
+00:25:55,230 --> 00:26:01,190
+فيه مش 14 ولا عشراتولا مئات ربما ألاف ال rules
+
+314
+00:26:01,190 --> 00:26:07,370
+وعدد كبير من ال linguistic variables وكل
+
+315
+00:26:07,370 --> 00:26:09,670
+linguistic variable له عدد كبير من ال values
+
+316
+00:26:09,670 --> 00:26:16,150
+وعملية ال inference بدها تغوص في كل هذه المواطيات
+
+317
+00:26:16,150 --> 00:26:23,330
+هذه عشان تطلع اللي هو ال result هذا الكلام مثالي
+
+318
+00:26:23,330 --> 00:26:28,560
+الآنأسلوب في ال influence كان forward chaining او
+
+319
+00:26:28,560 --> 00:26:34,340
+backward chaining كان forward صح بعدين من ال data
+
+320
+00:26:34,340 --> 00:26:43,000
+وصولنا الى ال goal خلاصة
+
+321
+00:26:43,000 --> 00:26:46,880
+الأملية ان ال
+
+322
+00:26:46,880 --> 00:26:49,340
+system شغل ال forward chaining
+
+323
+00:26:51,830 --> 00:26:55,650
+بنان على المواضيع اللي معانا اللي كانت بالأول ال
+
+324
+00:26:55,650 --> 00:26:59,550
+environment اللي اتجمعت معانا ال environment بعدين
+
+325
+00:26:59,550 --> 00:27:03,990
+ال job بعدين ال feedback ال rules اللي okay ال
+
+326
+00:27:03,990 --> 00:27:06,990
+rules اللي اتنفذت اللي هي تلاتة هذه تلاتة ستة تسعة
+
+327
+00:27:06,990 --> 00:27:13,270
+هذا الكلام اتخيل انه ممكن يكون هو هذا اللي أمامنا
+
+328
+00:27:13,270 --> 00:27:17,770
+هو ال output لو أنا طلبت explanation من ال system
+
+329
+00:27:19,070 --> 00:27:23,330
+تذكروا عنصر من عناصر بناء ال expert system حاجة
+
+330
+00:27:23,330 --> 00:27:27,850
+اسمها ال explanation facility صح؟ اه اللي هي لو
+
+331
+00:27:27,850 --> 00:27:32,930
+بعد ما ال system يخلص شغله و يعطيلك ال conclusion
+
+332
+00:27:32,930 --> 00:27:37,850
+او يعطيلك ال decision لو انت حابب تعرف كيف هو وصل
+
+333
+00:27:37,850 --> 00:27:41,290
+الى هذا طبعا انا بالنسبة مرة اخرى بالنسبة للمثال
+
+334
+00:27:41,290 --> 00:27:44,690
+تبعناأنا مش هحتاج منه explanation لأنه واضحة ايه
+
+335
+00:27:44,690 --> 00:27:49,270
+ليه خلاص هم تلاتة rules و قصة بسيطة جدا لكن لما
+
+336
+00:27:49,270 --> 00:27:54,870
+بقول لو كان ال system معقد و كبير اه غالبا هحتاج
+
+337
+00:27:54,870 --> 00:27:58,070
+تفسير لكيف وصل هو القرار تبعه فبدي اعطيه ايش زي
+
+338
+00:27:58,070 --> 00:28:01,550
+هذا الكلام ال explanation facilitate بدي اعطيه ايش
+
+339
+00:28:01,550 --> 00:28:06,770
+زي هذا الكلام تلخصلي ملخص كيف ال system وصل ال
+
+340
+00:28:06,770 --> 00:28:13,380
+conclusion لو بدنا نعمل backward trainingلو كنا
+
+341
+00:28:13,380 --> 00:28:19,880
+نعمل backward chaining ايش قلنا؟ بدي ابدأ بإيش؟
+
+342
+00:28:19,880 --> 00:28:27,220
+بإن ال medium is وحط value افترض value صح ولا ..
+
+343
+00:28:27,220 --> 00:28:31,340
+ولا عايزش بدي ادور بدي افترض ان ال medium is و
+
+344
+00:28:31,340 --> 00:28:37,900
+اشرب وشوف هل الفرضية هذه لو انا مشيت backwardأه
+
+345
+00:28:37,900 --> 00:28:42,080
+بتسندها الحقائق أو ال facts لما أسأل ال user هل
+
+346
+00:28:42,080 --> 00:28:46,240
+بيطلع ال facts اللي بيعطيه هي ال user بتسند هذا
+
+347
+00:28:46,240 --> 00:28:50,520
+الفرضية ولا لا إذا لا جيتها بتسندش بعد ذلك بده
+
+348
+00:28:50,520 --> 00:28:55,980
+أرجع وأعمل فرضية أخرى أن ال medium is مثلا video
+
+349
+00:28:55,980 --> 00:28:58,320
+cassette أو ال medium is role playing
+
+350
+00:29:08,340 --> 00:29:12,480
+هو من هنا من أولها افترض ان ال medium is workshop
+
+351
+00:29:12,480 --> 00:29:16,600
+و بدأ يحلل في path رقم واحد او في iteration رقم
+
+352
+00:29:16,600 --> 00:29:20,140
+واحد او في cycle رقم واحدجال ان medium is workshop
+
+353
+00:29:20,140 --> 00:29:24,180
+هذا الكلام يتطابق مع ال conclusion تبع rule رقم 9
+
+354
+00:29:24,180 --> 00:29:27,640
+طيب الآن احنا ماحناش عارفين يمكن لازم نفحص ال
+
+355
+00:29:27,640 --> 00:29:31,220
+condition تبع ال rule رقم 9 ال condition رقم 9
+
+356
+00:29:31,220 --> 00:29:34,540
+بيسأل عن ال stimulus situation فبنروح نشوف ال
+
+357
+00:29:34,540 --> 00:29:37,900
+stimulus situation اي rule تعطينيها ك conclusion
+
+358
+00:29:37,900 --> 00:29:43,060
+رقم تلاتة اللي هي نحكي في ال characteristics
+
+359
+00:29:50,780 --> 00:29:58,440
+rule based expert systems
+
+360
+00:29:58,440 --> 00:30:02,060
+هذا الكلام برجعنا على ال slides الأولى اللي كنا
+
+361
+00:30:02,060 --> 00:30:10,680
+فيها و
+
+362
+00:30:10,680 --> 00:30:14,560
+عملية الدرجة من بداية ال slides تقريبا
+
+363
+00:30:23,110 --> 00:30:42,750
+بتاع ال structure أول
+
+364
+00:30:42,750 --> 00:30:45,470
+خاصية ان ال express system هو ال basic express
+
+365
+00:30:45,470 --> 00:30:51,130
+systemوحتى كمان كل ال expert systems في الصفحة
+
+366
+00:30:51,130 --> 00:30:56,290
+العامة تبقى narrow specialization يعني ما بعمل
+
+367
+00:30:56,290 --> 00:31:01,970
+expert system انا اللي في كل الطب او في كل الصيانة
+
+368
+00:31:01,970 --> 00:31:06,310
+او في كل الاقتصاد او في كل هذا لازم احدد في جانب
+
+369
+00:31:06,310 --> 00:31:10,210
+محدد بالتحديد يعني مثلا في الطب لازم اختار مرض
+
+370
+00:31:10,210 --> 00:31:14,590
+محدد اعمله expert system حتى المرض هذا ربما حالات
+
+371
+00:31:14,590 --> 00:31:22,220
+معينة ماقدرش اغطيهذا البرنامج مبني لإنجاز مستخدم
+
+372
+00:31:22,220 --> 00:31:24,520
+الإبداع البشري في مجال مستخدم مستخدم مستخدم مستخدم
+
+373
+00:31:24,520 --> 00:31:28,040
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+374
+00:31:28,040 --> 00:31:28,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+375
+00:31:28,680 --> 00:31:30,000
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+376
+00:31:30,000 --> 00:31:31,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+377
+00:31:31,680 --> 00:31:32,600
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+378
+00:31:32,600 --> 00:31:34,900
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+379
+00:31:34,900 --> 00:31:40,320
+مستخدم مستخدم مست
+
+380
+00:31:40,800 --> 00:31:46,460
+أسرع و بأخطاء أقل هذه خاصية أخرى انه اللي هي ناحية
+
+381
+00:31:46,460 --> 00:31:51,120
+السرعة و ناحية ليش ال errors الشيء الأخر ان ال
+
+382
+00:31:51,120 --> 00:31:57,480
+express system بيطبق heuristics ال heuristics هذه
+
+383
+00:31:57,480 --> 00:32:02,720
+ماجيبناش سلطة احنا حكينا عن قالية عمل ولا حتى بنية
+
+384
+00:32:02,720 --> 00:32:06,540
+ال express system وين ممكن يكون في دور لل
+
+385
+00:32:06,540 --> 00:32:09,960
+heuristics في عمل ال express system
+
+386
+00:32:12,740 --> 00:32:17,100
+بعدين هو هنا بيقولك ال search وين بيحصل ال search
+
+387
+00:32:17,100 --> 00:32:21,060
+هل .. هل في search في ال express system حتى الآن
+
+388
+00:32:21,060 --> 00:32:25,680
+من اللي شوفناه، هل كان في إشي إيه علاقة أو يتقاطع
+
+389
+00:32:25,680 --> 00:32:30,760
+مع ال search؟ ببحث عن ال role بتاعةالبحث عن ال
+
+390
+00:32:30,760 --> 00:32:37,360
+rules مطابقة لل facts صح؟ ايوة فعملية البحث هذه هي
+
+391
+00:32:37,360 --> 00:32:41,360
+اللي ممكن ييجي فيها heuristic بمعنى انه بدل ما الف
+
+392
+00:32:41,360 --> 00:32:46,180
+على ال rules كلها واحد ورا التاني من الأول للآخر
+
+393
+00:32:46,180 --> 00:32:51,160
+انا ممكن ايش اوجه عملية ال search باستخدام بعض ال
+
+394
+00:32:51,160 --> 00:32:55,400
+heuristics اللي توجه عملية ال search بحيث انه تقفز
+
+395
+00:32:55,400 --> 00:33:04,580
+إلى ruleأسرع من بدل من أن نشغل Sequentially هل
+
+396
+00:33:04,580 --> 00:33:10,660
+ميزة أخرى من مميزات ال express system هي أنه بيقدم
+
+397
+00:33:10,660 --> 00:33:15,740
+explanation يعني ممكن بحكم أن ال influence engine
+
+398
+00:33:15,740 --> 00:33:20,900
+بيمشي rule by rule وهذا الكلام ممكن يسجلفممكن ناخد
+
+399
+00:33:20,900 --> 00:33:26,240
+explanation بتفسيرنا كيف وصل القرأة تبعها هل الأمر
+
+400
+00:33:26,240 --> 00:33:32,380
+مش متوفر في التقنيات الأخرى اللي بتتعامل مع ال
+
+401
+00:33:32,380 --> 00:33:36,560
+problem solving يعني ال genetic algorithm مثلا ال
+
+402
+00:33:36,560 --> 00:33:41,220
+neural network ما بتمكنك انك تعرف كيف وصلت
+
+403
+00:33:41,220 --> 00:33:43,660
+للاستنتاج okay
+
+404
+00:33:46,820 --> 00:33:51,080
+الشيء التاني اللي هي ان ال reasoning قالية ال
+
+405
+00:33:51,080 --> 00:33:54,340
+inference احنا قلنا inference و هنا بيقول
+
+406
+00:33:54,340 --> 00:33:59,520
+reasoning ايش يعني reasoning ال reasoning يعني
+
+407
+00:33:59,520 --> 00:34:04,460
+التفكير ولأ و ال inference هو فعلا قالية التفكير
+
+408
+00:34:04,460 --> 00:34:09,820
+استنباط الاستنتاج هو قالية reasoning فال reasoning
+
+409
+00:34:09,820 --> 00:34:13,580
+هذا symbolic ايش يعني symbolic يعني انا باكتب ال
+
+410
+00:34:13,580 --> 00:34:21,230
+rules كتابة على شكلف و then و بحط ال values بحط ال
+
+411
+00:34:21,230 --> 00:34:25,650
+variables و بحط ال values تبعتها فهذا عبارة عن هذه
+
+412
+00:34:25,650 --> 00:34:28,910
+ال symbols ال rules و ال variables و ال values هذه
+
+413
+00:34:28,910 --> 00:34:32,990
+ال symbols ب symbolic reasoning هذا يعني تكنولوجيا
+
+414
+00:34:32,990 --> 00:34:42,850
+already مستخدمة من زمان وسهل جدا انه يتطبق و يتم
+
+415
+00:34:42,850 --> 00:34:49,570
+التعامل معهاهذه هي الخصائص الأساسية لـ Express
+
+416
+00:34:49,570 --> 00:34:53,890
+Systems بصفة مثلا role based أو مش role based ايش
+
+417
+00:34:53,890 --> 00:34:56,630
+النقطة الأخرى اللي بعد هي كبار ال characteristics؟
+
+418
+00:34:56,630 --> 00:35:04,430
+لنفهم مين هم الأشخاص اللي
+
+419
+00:35:04,430 --> 00:35:12,870
+لهم دور في بناء و تصميم ال express system هذا كلام
+
+420
+00:35:12,870 --> 00:35:14,410
+نرجع جوا لورا
+
+421
+00:35:20,970 --> 00:35:30,090
+the main players أه؟
+
+422
+00:35:30,090 --> 00:35:35,810
+أتذكر بيه إما إحنا حكينا في ال .. في
+
+423
+00:35:35,810 --> 00:35:38,930
+ال architecture أو في البنية تبع ال express system
+
+424
+00:35:38,930 --> 00:35:44,430
+و أقفنا عند ال interface و قلنا فيه ال user
+
+425
+00:35:44,430 --> 00:35:48,410
+interface و فيه أيش كمان ال .. أيش ال developer
+
+426
+00:35:48,410 --> 00:35:52,510
+interface صح؟و ال developer interface كانت تحت هنا
+
+427
+00:35:52,510 --> 00:35:55,230
+كان هنا ال user interface و ال developer interface
+
+428
+00:35:55,230 --> 00:35:59,310
+بيستخدموها طرفين اللي هم ال knowledge engineer و
+
+429
+00:35:59,310 --> 00:36:06,270
+ال human expert عمليا ال أشخاص أو ال players
+
+430
+00:36:06,270 --> 00:36:10,990
+المساهمين في بناء ال system أو في التعامل مع ال
+
+431
+00:36:10,990 --> 00:36:15,390
+system هم ال
+
+432
+00:36:15,390 --> 00:36:19,950
+domain expert ال knowledge engineer ال programmerو
+
+433
+00:36:19,950 --> 00:36:27,450
+مين في الآخر ال project manager و ال end user
+
+434
+00:36:27,450 --> 00:36:34,830
+الترتيب هذا برضه براعي الأهمية يعني أهم شخص في
+
+435
+00:36:34,830 --> 00:36:37,350
+بناء ال express system هو ال human expert من غير
+
+436
+00:36:37,350 --> 00:36:42,430
+أن أنا ماعنديش express system صح ولا لا؟بدون human
+
+437
+00:36:42,430 --> 00:36:45,670
+expert بدون أن يكون في عندي شخص مختص طبيب هل بقدر
+
+438
+00:36:45,670 --> 00:36:51,250
+أنا أبني expert system يشخص أمراض ولا هذا؟ بظبط
+
+439
+00:36:51,250 --> 00:36:55,370
+طبعا لأ ال knowledge engineer هو عبارة عن شخص اللي
+
+440
+00:36:55,370 --> 00:36:58,550
+تقدر تقول زي system analyst هو وثيق ما بين ال
+
+441
+00:36:58,550 --> 00:37:01,910
+domain expert و ما بين ال programmer يعني هو بيفهم
+
+442
+00:37:01,910 --> 00:37:06,340
+من ال domain expert إيش آليةكيف هو بيتعامل مع
+
+443
+00:37:06,340 --> 00:37:12,840
+المرض هذا أو القضية إذا كانت سيانة أو قضية في
+
+444
+00:37:12,840 --> 00:37:18,120
+الاقتصاد بفهم و بعد ذلك بيصيغ بالتعامل مع ال human
+
+445
+00:37:18,120 --> 00:37:21,660
+expert بصيغ ال rules و بيحط ال design برضه كمان
+
+446
+00:37:21,660 --> 00:37:25,360
+تبع ال system بصفة عامة و برضه كمان بيختار إذا كان
+
+447
+00:37:25,360 --> 00:37:29,100
+احنا بأي تكنولوجيا بدنا نطبق ال system ال
+
+448
+00:37:29,100 --> 00:37:33,360
+programmer وظيفته أنه يكتب code وين ما في code
+
+449
+00:37:33,360 --> 00:37:36,440
+بديه يكتبالبروجرامر ال knowledge engineer مظيفته
+
+450
+00:37:36,440 --> 00:37:40,440
+بتنتهي عند ال analysis و ال design project manager
+
+451
+00:37:40,440 --> 00:37:46,920
+اللي هو مسئول عن المشروع مسئول عن الأشخاص كلهم و
+
+452
+00:37:46,920 --> 00:37:50,680
+في نفس الوقت انتهوا حلقة وصل ما بينهم و ما بين ال
+
+453
+00:37:50,680 --> 00:37:56,080
+end user يعني في الشكل هذا بوضح لك تقريبا العلاقة
+
+454
+00:37:56,080 --> 00:38:02,060
+ما بين هذول الأطراف الخامسة ال project manager
+
+455
+00:38:02,060 --> 00:38:06,250
+تعاملوا مع مين؟الـ Programmer مع الـ Knowledge
+
+456
+00:38:06,250 --> 00:38:11,090
+Engineer ومع الـ Domain Expert الـ End user ليس
+
+457
+00:38:11,090 --> 00:38:15,290
+لديه تعامل مباشرة مع أحد أو أحد آخر هو تعامل مباشر
+
+458
+00:38:15,290 --> 00:38:20,870
+مع الـ Expert System بس برضه أي ملاحظات أو أدلة
+
+459
+00:38:20,870 --> 00:38:25,710
+يراجعه يوصلها إلى Project Manager Project Manager
+
+460
+00:38:25,710 --> 00:38:30,810
+يحكز هذا الكلام على الأخرين هؤلاء الـ Programmer و
+
+461
+00:38:30,810 --> 00:38:32,610
+Knowledge Engineer وDomain Expert
+
+462
+00:38:48,470 --> 00:38:51,950
+النقطة الأخيرة اللي بنحكي فيها اليوم هي ال types
+
+463
+00:38:51,950 --> 00:38:52,830
+of rules
+
+464
+00:39:04,170 --> 00:39:08,890
+أنا بصور لو أنا بديت ال slides زي ما هو بديها هنا
+
+465
+00:39:08,890 --> 00:39:14,380
+في ال .. كان في كتير كلام نظريأخذ معانا محاضرة
+
+466
+00:39:14,380 --> 00:39:20,360
+كاملة و لسه قبل ما ندخل في التفاصيل العملية تبع ال
+
+467
+00:39:20,360 --> 00:39:25,040
+express system لذلك فضلت ندخل في التفاصيل البنية
+
+468
+00:39:25,040 --> 00:39:29,440
+تبع ال system و كيف ال reasoning أو ال forward
+
+469
+00:39:29,440 --> 00:39:31,560
+chaining و ال backward chaining و بعدين بنشوف
+
+470
+00:39:31,560 --> 00:39:36,160
+الكلام النظري هذا براحتنا و بنفهمه بجهة أسهل فاحنا
+
+471
+00:39:36,160 --> 00:39:41,320
+الآن بنرجع لوين ل types of rules مقطة هذه تقريبا
+
+472
+00:39:42,810 --> 00:39:47,590
+بعد ما هو حاكي عن ال rules و إيش هي ال rule و
+
+473
+00:39:47,590 --> 00:39:54,290
+الهيكلية تبعتها أنه F و then فذكر عدد من أنواع
+
+474
+00:39:54,290 --> 00:39:59,810
+rules أنواع rules ال rule هذه مثلا على relation
+
+475
+00:39:59,810 --> 00:40:04,490
+type وهدولة recommendation أو هد ال rule
+
+476
+00:40:04,490 --> 00:40:07,810
+recommendation هد ال rule directive كيف يعني مثلا
+
+477
+00:40:07,810 --> 00:40:11,670
+relation يعني the fuel tank is empty then the car
+
+478
+00:40:11,670 --> 00:40:15,980
+is deadهذه القوة كل غلط بينها ان انا اتوضح القلاقة
+
+479
+00:40:15,980 --> 00:40:20,140
+بين عمل السيارة ان السيارة بتشتغل و لا بتشتغل و ما
+
+480
+00:40:20,140 --> 00:40:24,480
+بين ال fuel tank اذا ال fuel tank مليان فالسيارة
+
+481
+00:40:24,480 --> 00:40:29,480
+ممكن تشتغل ال fuel tank فاضي السيارة ماشي هذا
+
+482
+00:40:29,480 --> 00:40:34,580
+بختلف عن لما انا اجي اقول قوة اللي بتوصي بعمل شغل
+
+483
+00:40:34,580 --> 00:40:39,320
+او قوة اللي بتأمر بعمل اشي يعني هناthe season is
+
+484
+00:40:39,320 --> 00:40:43,060
+autumn and the sky is cloudy and the forecast is
+
+485
+00:40:43,060 --> 00:40:49,880
+drizzle cloud يعني إيش غائم و drizzle يعني مطر
+
+486
+00:40:49,880 --> 00:40:54,020
+خفيف فإذا هذا متحركتك then the advice is take an
+
+487
+00:40:54,020 --> 00:40:59,220
+umbrella مصيحة إن خد .. بس ما بقولك خد umbrella
+
+488
+00:40:59,220 --> 00:41:04,400
+إنما advice فهذا نوع من ال rules عبارة عن
+
+489
+00:41:04,400 --> 00:41:07,940
+recommendationهذا لا هو recommendation ولا هو أمر
+
+490
+00:41:07,940 --> 00:41:14,420
+هذا مجربة يوضح علاقة ما بين أنصارين او ما بين two
+
+491
+00:41:14,420 --> 00:41:20,340
+objects هذا بيقولك خد action if the car is dead
+
+492
+00:41:20,340 --> 00:41:26,040
+and the fuel tank is empty then the action is لازم
+
+493
+00:41:26,040 --> 00:41:31,000
+تعبي الاش the fuel tankواضح بس عشان نفهم المصطلحات
+
+494
+00:41:31,000 --> 00:41:33,260
+هذه إيش يعني relational rule وإيش يعني
+
+495
+00:41:33,260 --> 00:41:36,240
+recommendation rule وإيش يعني directive directive
+
+496
+00:41:36,240 --> 00:41:42,600
+يعني بتعطيلك أمر أو توجيه ماشي بعد هيك فيها ده
+
+497
+00:41:42,600 --> 00:41:48,660
+rules زي strategy rule إذا ال car is dead then the
+
+498
+00:41:48,660 --> 00:41:53,500
+action is check the fuel وإذا ماشي يعني بتقولك
+
+499
+00:41:53,500 --> 00:42:00,240
+check the fuel فهي كأنهاdirective ولكن لأن هذا ال
+
+500
+00:42:00,240 --> 00:42:05,300
+action ليس نهائي هو عبارة عن خطوة من خطوات متسلسلة
+
+501
+00:42:05,300 --> 00:42:10,060
+للوصول الى الهدف فهي عبارة عن ما هيش strategy rule
+
+502
+00:42:10,060 --> 00:42:13,420
+ما هيش directive rule هنا برضه نفس الشيء step one
+
+503
+00:42:13,420 --> 00:42:15,940
+is complete إذا step one is complete يعني بعد ما
+
+504
+00:42:15,940 --> 00:42:19,880
+تكون هذه اتحققت وصار step one is complete فإذا كان
+
+505
+00:42:19,880 --> 00:42:22,900
+step one is complete و the fuel tank is full then
+
+506
+00:42:22,900 --> 00:42:27,600
+the action is to check the batteryو نكون خلصنا
+
+507
+00:42:27,600 --> 00:42:33,900
+step number two وهذا الهدف ليس خطوة
+
+508
+00:42:33,900 --> 00:42:38,380
+أخرى في عملية البرنامج فهذا عبارة عن strategy rule
+
+509
+00:42:38,380 --> 00:42:44,540
+ال rule الهي عبارة عن كما كنا بنحكي في ال function
+
+510
+00:42:44,540 --> 00:42:51,260
+الهي رولها لغرض منها أطاق تقييم لجزء من عمل ال
+
+511
+00:42:51,260 --> 00:42:55,580
+systemthe spill is liquid يعني إذا كان ال .. الاشي
+
+512
+00:42:55,580 --> 00:43:00,780
+اللي بصير من السيارة سائل and the spill pH أقل من
+
+513
+00:43:00,780 --> 00:43:05,480
+6 بيبقى قلوي ولا حامض؟ قلوي ولا حمضي؟ الأقل من 6؟
+
+514
+00:43:05,480 --> 00:43:09,620
+بتعرفوا ال pH؟ أخدتوا كيميا؟ اه ال pH اللي هو ال
+
+515
+00:43:09,620 --> 00:43:15,180
+.. ال .. ال .. الأقل بيبقى قلوي، تمام؟ فهذا عادة
+
+516
+00:43:15,180 --> 00:43:21,270
+بيكون إيش؟ إيش يقال عميل البطارية و لا؟ أه؟الأقل
+
+517
+00:43:21,270 --> 00:43:24,830
+بيبدأ حامض صح؟ المهم هنا بناء على الكلام هذا الأقل
+
+518
+00:43:24,830 --> 00:43:29,950
+اللي بيبقى حامضي تمام؟ فعموما هو في الآخر الخلاصة
+
+519
+00:43:29,950 --> 00:43:36,450
+الهدف من هذا ال role انه تعطيلك that the spill
+
+520
+00:43:36,450 --> 00:43:42,910
+material is acidic acid انه تقولك ان هو ايش النوع
+
+521
+00:43:42,910 --> 00:43:48,180
+ال .. فتعطيلك معلومة اللي توجهك بعد هيكافي ال
+
+522
+00:43:48,180 --> 00:43:51,260
+rules الأخرى المعلومة هذه بتفيدك في ال rules
+
+523
+00:43:51,260 --> 00:43:54,600
+الأخرى عشان توجه عملية اللي هو البحث عن ال
+
+524
+00:43:54,600 --> 00:43:59,760
+solution بشكل بشكل أسرع تمام فهدول هم عبارة عن
+
+525
+00:43:59,760 --> 00:44:05,200
+الخمس types of rules بعد هيك احنا يعني عملينا الان
+
+526
+00:44:05,200 --> 00:44:10,000
+بنكون خلصنا كل الحكي اللي في ال slides هذه حكينا
+
+527
+00:44:10,000 --> 00:44:13,260
+في ال introduction حكينا في ال rules و أي نوعها
+
+528
+00:44:13,490 --> 00:44:19,030
+حكينا في ال players أو الأشخاص اللي بيساهمين في
+
+529
+00:44:19,030 --> 00:44:23,210
+بناء ال system طبعا هم بيشتغلوا ك team مع بعض
+
+530
+00:44:23,210 --> 00:44:27,350
+مابيشتغلوش متفرطين حكينا في ال structure تبع ال
+
+531
+00:44:27,350 --> 00:44:30,170
+express system حكينا في ال characteristics تبع ال
+
+532
+00:44:30,170 --> 00:44:34,390
+express system حكينا في ال inference forward و
+
+533
+00:44:34,390 --> 00:44:38,210
+backward و بعد ك آخر اشي حكينا في ال conflict
+
+534
+00:44:38,210 --> 00:44:39,570
+resolution
+
+535
+00:44:42,410 --> 00:44:48,470
+المحاضرة الجاية ان شاء الله بنحكي على role based
+
+536
+00:44:48,470 --> 00:44:56,910
+systems بس بندخل في ال probability بمعنى ان ال
+
+537
+00:44:56,910 --> 00:45:01,690
+roles ممكن يكون لها probability في الاستنتاج تبعها
+
+538
+00:45:01,690 --> 00:45:04,950
+يعني الاستنتاج تبعها بيبقى مش اكيد و كذا كدا حتى
+
+539
+00:45:04,950 --> 00:45:09,430
+ال condition بيبقى مش اكيدهذا كله يستخدم ال
+
+540
+00:45:09,430 --> 00:45:12,770
+probability لما لا انا متأكد من البيانات اللي
+
+541
+00:45:12,770 --> 00:45:16,910
+بيعطيها فبيبقى في uncertainty في هذا الحالة لازم
+
+542
+00:45:16,910 --> 00:45:22,390
+استخدم probability علشان احلل او اعمل inference
+
+543
+00:45:22,390 --> 00:45:23,850
+بشكل منطقي
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1b68f502f703d4925306c5926e3ab5571406bbb
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 4388, "start": 21.02, "end": 43.88, "text": "بسم الله الرحمن الرحيم احنا اليوم ان شاء الله بنكمل الحكي اللى بدأنا فيه المحاضرة اللى فاتت اللى هو موضوع ال rule based expert systems كانت ال topics اللى عندنا كان ايه فيه introduction وكان في حكي عن ال rules و بعدين ال players بدأنا احنا في ال structure بدأنا من هنا structure of a rule based expert system", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 1975, 5016, 8315, 45595, 20498, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 21542, 4117, 1829, 13672, 7578, 47525, 10721, 8315, 8978, 3224, 9673, 5016, 46958, 25720, 13672, 7578, 6156, 9307, 2655, 13672, 7578, 31439, 3714, 2407, 11242, 45367, 2423, 4978, 2361, 5844, 3652, 25961, 2655, 2423, 8378, 13672, 7578, 43242, 8315, 25961, 1975, 1829, 3224, 8978, 3224, 9339, 4032, 41361, 8978, 11331, 4117, 1829, 18871, 2423, 4474, 4032, 39182, 9957, 2423, 4150, 47525, 10721, 8315, 1975, 5016, 8315, 8978, 2423, 3877, 47525, 10721, 8315, 9154, 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للشخص المناسب هذا قرار بدنا expert system اللي يتولى الموضوع هذا بدنا ال knowledge انعبر عنها على شكل ال rules و ال system بعدها يجي يسأل شوية أسئلة و من خلال الأسئلة هذه يقرر أو ينصح بال medium المناسب تمام؟", "tokens": [6027, 39184, 3097, 3021, 34051, 2423, 6399, 9673, 8315, 35457, 24976, 8592, 9778, 9381, 9673, 8315, 35457, 23758, 12174, 2288, 9640, 47525, 8315, 5844, 1185, 13672, 1829, 7251, 2655, 12610, 7578, 9673, 2407, 11242, 45367, 23758, 47525, 8315, 2423, 3601, 16472, 3615, 3555, 2288, 18871, 11296, 15844, 13412, 28820, 2423, 4474, 4032, 2423, 1185, 39182, 11296, 7251, 7435, 1829, 7251, 3794, 10721, 1211, 13412, 2407, 10632, 5551, 3794, 19986, 37977, 4032, 9154, 16490, 1211, 6027, 16247, 3794, 19986, 37977, 29538, 7251, 4587, 2288, 2288, 34051, 7251, 1863, 9381, 5016, 20666, 6399, 9673, 8315, 35457, 46811, 10943, 22807], "avg_logprob": -0.18096300716302832, "compression_ratio": 1.7236842105263157, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 772.18, "end": 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variables اللي هم كما شوفنا رعب منهم ال environment، situation، job، response، feedback و media واحد، اتنين، تلاتة، اربع، خمس، ست، مظبوط اه؟ each object can take one of the allowed", "tokens": [5172, 6027, 3021, 19161, 23758, 8978, 3224, 8608, 2655, 3660, 43002, 6565, 34051, 43002, 9102, 13672, 1829, 8032, 2304, 9122, 15042, 13412, 38688, 8315, 12602, 3615, 3555, 9154, 16095, 2423, 2823, 12399, 2590, 12399, 1691, 12399, 4134, 12399, 5824, 4032, 3021, 36764, 24401, 12399, 1975, 2655, 1863, 9957, 12399, 6055, 1211, 9307, 3660, 12399, 1975, 25513, 3615, 12399, 16490, 2304, 3794, 12399, 8608, 2655, 12399, 3714, 19913, 3555, 2407, 9566, 1975, 3224, 22807, 1184, 2657, 393, 747, 472, 295, 264, 4350], "avg_logprob": -0.3086890243902439, "compression_ratio": 1.376068376068376, "no_speech_prob": 0.0, "words": [{"start": 925.32, "end": 925.76, "word": "فال", "probability": 0.390350341796875}, {"start": 925.76, "end": 925.98, "word": " media", "probability": 0.533203125}, {"start": 925.98, "end": 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"end": 1304.75, "text": "or the environment is buildings or the environment is tourists فهذا الكلام الآن ال fact هذه بتلبي لأنه عندي or أنا صح أنا عندي or فهذه ال fact بتلبي هذا الشرط فبقدر اش اعتبر ان ال rule هذه الان fires fires يعني صار هذا الكلام الآن يبقى عن fact مدة انحط في ال database okay", "tokens": [284, 264, 2823, 307, 7446, 420, 264, 2823, 307, 20273, 6156, 3224, 15730, 2423, 28820, 10943, 6024, 48506, 2423, 1186, 29538, 39894, 46152, 1829, 5296, 33456, 3224, 18871, 16254, 420, 41850, 20328, 5016, 41850, 18871, 16254, 420, 6156, 3224, 24192, 2423, 1186, 39894, 46152, 1829, 23758, 25124, 2288, 9566, 6156, 3555, 28543, 2288, 1975, 8592, 1975, 34268, 26890, 16472, 2423, 4978, 29538, 2423, 7649, 15044, 15044, 37495, 22653, 20328, 9640, 23758, 2423, 28820, 10943, 6024, 48506, 7251, 3555, 4587, 7578, 18871, 1186, 3714, 41891, 16472, 5016, 9566, 8978, 2423, 8149, 1392], "avg_logprob": -0.3415421296073043, "compression_ratio": 1.8544600938967135, "no_speech_prob": 0.0, "words": 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بنحكي فيها اليوم هي ال types of rules", "tokens": [6027, 1863, 47432, 3660, 16247, 9778, 48923, 13672, 1829, 44945, 5016, 4117, 1829, 8978, 11296, 45595, 20498, 39896, 2423, 3467, 295, 4474], "avg_logprob": -0.25152854038321454, "compression_ratio": 1.0574712643678161, "no_speech_prob": 0.0, "words": [{"start": 2328.4700000000003, "end": 2329.19, "word": "النقطة", "probability": 0.7415771484375}, {"start": 2329.19, "end": 2329.55, "word": " الأخيرة", "probability": 0.8701171875}, {"start": 2329.55, "end": 2329.65, "word": " اللي", "probability": 0.759765625}, {"start": 2329.65, "end": 2329.97, "word": " بنحكي", "probability": 0.845947265625}, {"start": 2329.97, "end": 2330.17, "word": " فيها", "probability": 0.89111328125}, {"start": 2330.17, "end": 2330.51, "word": " اليوم", "probability": 0.983154296875}, {"start": 2330.51, "end": 2330.99, "word": " هي", "probability": 0.4052734375}, {"start": 2330.99, "end": 2331.63, "word": " ال", "probability": 0.5546875}, {"start": 2331.63, 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strategy rule إذا ال car is dead then the action is check the fuel وإذا ماشي يعني بتقولك check the fuel فهي كأنها", "tokens": [2407, 46958, 5016, 4724, 3794, 6225, 8592, 7649, 8717, 5172, 16095, 9673, 9381, 9566, 1211, 5016, 9307, 29538, 11933, 1829, 8592, 37495, 22653, 38444, 4978, 4032, 28814, 1829, 8592, 37495, 22653, 11879, 4978, 4032, 28814, 1829, 8592, 37495, 22653, 45444, 45444, 37495, 22653, 39894, 3615, 9566, 1829, 23275, 5551, 29973, 34051, 33427, 7435, 1829, 3224, 3714, 33599, 1829, 39182, 39896, 4117, 8978, 11296, 11778, 3224, 4474, 30767, 1829, 5206, 4978, 11933, 15730, 2423, 1032, 307, 3116, 550, 264, 3069, 307, 1520, 264, 6616, 4032, 28814, 15730, 3714, 33599, 1829, 37495, 22653, 39894, 39648, 4117, 1520, 264, 6616, 6156, 3224, 1829, 9122, 33456, 11296], "avg_logprob": -0.19876802282837722, "compression_ratio": 1.7088607594936709, "no_speech_prob": 0.0, "words": [{"start": 2488.98, "end": 2489.4, "word": "واضح", "probability": 0.9314778645833334}, {"start": 2489.4, 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"probability": 0.92724609375}, {"start": 2514.9, "end": 2515.32, "word": " fuel", "probability": 0.90771484375}, {"start": 2515.32, "end": 2515.76, "word": " فهي", "probability": 0.974609375}, {"start": 2515.76, "end": 2516.46, "word": " كأنها", "probability": 0.9728190104166666}], "temperature": 1.0}, {"id": 94, "seek": 254534, "start": 2517.5, "end": 2545.34, "text": "directive ولكن لأن هذا ال action ليس نهائي هو عبارة عن خطوة من خطوات متسلسلة للوصول الى الهدف فهي عبارة عن ما هيش strategy rule ما هيش directive rule هنا برضه نفس الشيء step one is complete إذا step one is complete يعني بعد ما تكون هذه اتحققت وصار step one is complete فإذا كان step one is complete و the fuel tank is full then the action is to check the battery", "tokens": [44868, 488, 35525, 19452, 5296, 33456, 23758, 2423, 3069, 32239, 3794, 8717, 3224, 16373, 1829, 31439, 6225, 3555, 9640, 3660, 18871, 16490, 9566, 2407, 3660, 9154, 16490, 9566, 2407, 9307, 44650, 3794, 1211, 3794, 37977, 24976, 2407, 9381, 12610, 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"word": " البيانات", "probability": 0.86474609375}, {"start": 2712.65, "end": 2712.77, "word": " اللي", "probability": 0.568359375}, {"start": 2712.77, "end": 2713.37, "word": " بيعطيها", "probability": 0.7921875}, {"start": 2713.37, "end": 2714.65, "word": " فبيبقى", "probability": 0.5940755208333334}, {"start": 2714.65, "end": 2714.77, "word": " في", "probability": 0.445068359375}, {"start": 2714.77, "end": 2715.39, "word": " uncertainty", "probability": 0.5634765625}, {"start": 2715.39, "end": 2715.77, "word": " في", "probability": 0.5693359375}, {"start": 2715.77, "end": 2715.95, "word": " هذا", "probability": 0.74609375}, {"start": 2715.95, "end": 2716.43, "word": " الحالة", "probability": 0.87548828125}, {"start": 2716.43, "end": 2716.91, "word": " لازم", "probability": 0.9762369791666666}, {"start": 2716.91, "end": 2717.33, "word": " استخدم", "probability": 0.81146240234375}, {"start": 2717.33, "end": 2717.85, "word": " probability", "probability": 0.6962890625}, {"start": 2717.85, "end": 2719.01, "word": " علشان", "probability": 0.8829752604166666}, {"start": 2719.01, "end": 2721.05, "word": " احلل", "probability": 0.8177490234375}, {"start": 2721.05, "end": 2721.77, "word": " او", "probability": 0.7191162109375}, {"start": 2721.77, "end": 2722.03, "word": " اعمل", "probability": 0.9552408854166666}, {"start": 2722.03, "end": 2722.39, "word": " inference", "probability": 0.89501953125}, {"start": 2722.39, "end": 2723.03, "word": " بشكل", "probability": 0.990234375}, {"start": 2723.03, "end": 2723.85, "word": " منطقي", "probability": 0.900390625}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2725.001, "duration_after_vad": 2595.8493749999907}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..8b84753b5c03ea060de53fce64d0b336067e9605
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+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/u-vQvsJX4-0_raw.srt
@@ -0,0 +1,2172 @@
+1
+00:00:21,020 --> 00:00:23,400
+بسم الله الرحمن الرحيم احنا اليوم ان شاء الله
+
+2
+00:00:23,400 --> 00:00:26,620
+بنكمل الحكي اللى بدأنا فيه المحاضرة اللى فاتت اللى
+
+3
+00:00:26,620 --> 00:00:31,080
+هو موضوع ال rule based expert systems كانت ال
+
+4
+00:00:31,080 --> 00:00:34,480
+topics اللى عندنا كان ايه فيه introduction وكان في
+
+5
+00:00:34,480 --> 00:00:39,840
+حكي عن ال rules و بعدين ال players بدأنا احنا في
+
+6
+00:00:39,840 --> 00:00:42,860
+ال structure بدأنا من هنا structure of a rule
+
+7
+00:00:42,860 --> 00:00:46,720
+based expert systemبعد هيك انتقلنا لل forward و ال
+
+8
+00:00:46,720 --> 00:00:50,720
+backward chaining اللي هم آليات ال inference صح
+
+9
+00:00:50,720 --> 00:00:54,680
+وبعد هيك وقفنا عن مفتوح ال conflict resolution
+
+10
+00:00:54,680 --> 00:00:57,980
+تتذكروا ايش حكينا ايش يعني conflict resolution
+
+11
+00:00:57,980 --> 00:01:04,080
+يصير انتصار بين ال rules
+
+12
+00:01:04,080 --> 00:01:08,160
+نعم ال rules اه انتصاره بمعنى انه اكتر من واحدة
+
+13
+00:01:08,160 --> 00:01:12,540
+بتبقى على نفس الطريقة اكتر من واحدةاكتر من واحد
+
+14
+00:01:12,540 --> 00:01:22,440
+ايش؟ ان ال condition تبعها true و بالتالي ال
+
+15
+00:01:22,440 --> 00:01:28,700
+conclusion تبعتها صار لازم تكون activated طيب انهي
+
+16
+00:01:28,700 --> 00:01:33,100
+واحدة اذا اكتر من واحدة من ال rules true فهذا
+
+17
+00:01:33,100 --> 00:01:37,870
+conflict و بده resolutionأحنا بدا نبدأ اليوم ان
+
+18
+00:01:37,870 --> 00:01:41,490
+شاء الله من هذا النقطة انا بالدرجة هرجع على آخر ال
+
+19
+00:01:41,490 --> 00:01:45,830
+slides عشان نبدأ في هذا النقطة و بعد هيك بدنا نشوف
+
+20
+00:01:45,830 --> 00:01:48,990
+نقاط أخرى يعني خليني اكتبهم على السريع لان احنا
+
+21
+00:01:48,990 --> 00:01:52,410
+لسه في موضوع ايش قلناه قلناه اللي هو ال expert
+
+22
+00:01:52,410 --> 00:01:56,270
+خليني اكتب role based expert system
+
+23
+00:02:07,490 --> 00:02:09,890
+أول نقطة اليوم اللي بدنا نحكي فيها اللي هي ال
+
+24
+00:02:09,890 --> 00:02:15,910
+conflict is
+
+25
+00:02:15,910 --> 00:02:22,910
+emotion بعد
+
+26
+00:02:22,910 --> 00:02:26,950
+ذلك بدنا نتقل على المثال اللي قلنا بدنا نحكي فيه
+
+27
+00:02:26,950 --> 00:02:32,530
+المحاضرة فقلنا فيه مثال اللي هو اسم ال media of
+
+28
+00:02:32,530 --> 00:02:37,870
+express systemsبالنقطة الرابعة اللي هي ال players
+
+29
+00:02:37,870 --> 00:02:46,030
+وخمسة
+
+30
+00:02:46,030 --> 00:02:54,550
+أخر إشي نرجع تاني على rules نحكي عن types of rules
+
+31
+00:02:54,550 --> 00:03:01,510
+عليش تحكي أحنا أصبحنا راجعين أول أشياء اللي هو ال
+
+32
+00:03:01,510 --> 00:03:02,490
+conflict resolution
+
+33
+00:03:14,290 --> 00:03:16,910
+conflict resolution مثال بسيط على هذا الكلام أن
+
+34
+00:03:16,910 --> 00:03:20,750
+رول واحد الشرطة بحق if the traffic light is green
+
+35
+00:03:20,750 --> 00:03:28,050
+then the action is go ورقم تاني if the
+
+36
+00:03:28,050 --> 00:03:32,950
+traffic light is red then the action is stop ورقم
+
+37
+00:03:32,950 --> 00:03:35,690
+تلاتي if the traffic light is red then the action
+
+38
+00:03:35,690 --> 00:03:41,440
+is goطبعا هذا الكلام غير منطقي إنه إذا ال traffic
+
+39
+00:03:41,440 --> 00:03:46,500
+light is red نمشي صح بس لاتوضيح إنه أنا في عندي
+
+40
+00:03:46,500 --> 00:03:52,020
+two rules رقم تلتة و رقم اتنين ال condition تبعهم
+
+41
+00:03:52,020 --> 00:03:56,680
+لو أنا في عندي .. لو أنا في عندي ال fact بتقول إن
+
+42
+00:03:56,680 --> 00:04:01,200
+ال traffic light is red معناه ذلك هذا ال rule و
+
+43
+00:04:01,200 --> 00:04:05,230
+هذا ال rule ال condition تبعهم مش trueفأي واحدة
+
+44
+00:04:05,230 --> 00:04:07,550
+منهم أطبّق؟ أطبّق اللي بتقولي go ولا أطبّق اللي
+
+45
+00:04:07,550 --> 00:04:12,070
+بتقولي stop؟ فهذه خلاصة المقصود بال conflict ال
+
+46
+00:04:12,070 --> 00:04:19,750
+conflict resolution في أن عدة methods to resolve
+
+47
+00:04:19,750 --> 00:04:24,390
+هذا ال conflict أو ال conflicts اللي ممكن تحصل في
+
+48
+00:04:24,390 --> 00:04:30,750
+ال expert system فأول method ممكن هتمد على سطوب ال
+
+49
+00:04:30,750 --> 00:04:34,660
+priorityالمعنى الآخر أنه ال rule لما بتتخزن بيعطي
+
+50
+00:04:34,660 --> 00:04:39,840
+إليها رقم يدل على الأولوية تبعتها فخلاص ببساطة
+
+51
+00:04:39,840 --> 00:04:43,040
+شديد إذا في two rules أو تلاتة أو أربعة أو جد ما
+
+52
+00:04:43,040 --> 00:04:49,560
+كان conflicting في cycle من ال cycles كانوا كل ال
+
+53
+00:04:49,560 --> 00:04:54,140
+rules اللي conflicted بنختار من ال environment
+
+54
+00:04:54,140 --> 00:05:00,730
+أعلى تمام، هذا واضحالقالية الأخرى للاختيار ما بين
+
+55
+00:05:00,730 --> 00:05:05,130
+ال rules اللي هي ال most specific rule ان بدي ال
+
+56
+00:05:05,130 --> 00:05:09,670
+rule اللي most specific على ال rule اللي least أو
+
+57
+00:05:09,670 --> 00:05:12,670
+less specific less specific يعني general امتى
+
+58
+00:05:12,670 --> 00:05:18,830
+بتكون ال rule specific و امتى بتكون general كل ما
+
+59
+00:05:18,830 --> 00:05:25,040
+بكترعناصر الشرط تبعها بتكون specific يعني مثلا لو
+
+60
+00:05:25,040 --> 00:05:29,360
+أنا عندي rule زي هذا ال rule بس فيها الف تبعها بس
+
+61
+00:05:29,360 --> 00:05:33,100
+في condition واحد هذه .. هذه بنعتبرها general لكن
+
+62
+00:05:33,100 --> 00:05:37,200
+ال rule بتقولي إذا كان كذا and كذا and كذا and كذا
+
+63
+00:05:37,200 --> 00:05:44,620
+or كذا and كذا يعني عدة تركيبة من ال .. من الشروط
+
+64
+00:05:44,620 --> 00:05:49,700
+بتشكل ال premise تبع ال rule معنادلك هذا ال rule
+
+65
+00:05:50,120 --> 00:05:54,940
+بتحكي عن حالة محددة جدا جدا لإن أنا بقعد بأخصص صح
+
+66
+00:05:54,940 --> 00:05:58,620
+ف ال rules اللي مخصصها هل بنقول عنها specific
+
+67
+00:05:58,620 --> 00:06:02,140
+rules اللي عامة اللي يعني ممكن تنطبق في حالات
+
+68
+00:06:02,140 --> 00:06:06,200
+كثيرة هل بنقول عنها general rule فإحنا إيش هي ال
+
+69
+00:06:06,200 --> 00:06:10,480
+method التاني أنه إحنا بنبدأ ال most specific rule
+
+70
+00:06:10,480 --> 00:06:17,840
+okayعلى ال general rule ال most specific بتكون
+
+71
+00:06:17,840 --> 00:06:23,620
+longest matching يعني تبقى فيه أكتر من عنصر في ال
+
+72
+00:06:23,620 --> 00:06:27,820
+condition تبعها okay
+
+73
+00:06:27,820 --> 00:06:31,520
+فأحنا صارنا حاكين الآن بالنسبة لل conflict
+
+74
+00:06:31,520 --> 00:06:36,820
+resolution على two methods ال أولى إيش كانت
+
+75
+00:06:36,820 --> 00:06:42,060
+priority و التاني إيش كانت
+
+76
+00:06:49,840 --> 00:06:54,520
+specification ممكن أقول زي هيك انه هبدي أخد ال
+
+77
+00:06:54,520 --> 00:06:57,880
+more specific طب و ال conflict ليش أساساً صح
+
+78
+00:06:57,880 --> 00:07:01,600
+برنامج بشكل sequential و ال rule اللي بيطلخ ال
+
+79
+00:07:01,600 --> 00:07:05,660
+condition تبعها بيتم إطلاقها و بيتهر الأمر لما
+
+80
+00:07:05,660 --> 00:07:09,640
+انحطت ال rules اللي حط ال rules يوم انحطت ال rules
+
+81
+00:07:09,640 --> 00:07:12,440
+سواء كان ال human expert ولا ال knowledge engineer
+
+82
+00:07:13,540 --> 00:07:16,500
+تمام؟ لما حط ال rules في كتير من ال rules ممكن
+
+83
+00:07:16,500 --> 00:07:19,040
+تبقى متقاطعة يعني مش متقاطعة يعني ال conditions
+
+84
+00:07:19,040 --> 00:07:24,400
+تبعتها واحد منها مثلا في two conditions X and Y
+
+85
+00:07:24,400 --> 00:07:29,860
+واحد التاني اذا X and Y and Z ماشي؟ الآن X Y و Z
+
+86
+00:07:29,860 --> 00:07:33,960
+متحققين يبقى الطويلة اتحققت و الجسيرة اتحقت اللي
+
+87
+00:07:33,960 --> 00:07:38,840
+في XY بس لحالها اتحققت و اللي في XY و Z اتحقت صح؟
+
+88
+00:07:38,840 --> 00:07:43,650
+فهذا ال conflictهو وارد جدا لإنه يبقى .. خاصة لو
+
+89
+00:07:43,650 --> 00:07:47,090
+يبقى ال express system كبير وفيه holes كثيرة وارد
+
+90
+00:07:47,090 --> 00:07:52,070
+جدا لإنه تبقى فيها تقاطع ويصير فيه conflict ال
+
+91
+00:07:52,070 --> 00:08:03,850
+method بتاعة recent
+
+92
+00:08:03,850 --> 00:08:08,710
+يعني جاي من كلمة recent ال recent يعني مؤخراdata
+
+93
+00:08:08,710 --> 00:08:12,050
+most recently entered يعني إذا كان أنا في أد رول
+
+94
+00:08:12,050 --> 00:08:21,570
+بتقول if x يساوي كده and y بيساوي كده and أو or z
+
+95
+00:08:21,570 --> 00:08:30,470
+بيساوي كده then وفي رول أخرى تمام بتقول if x
+
+96
+00:08:30,470 --> 00:08:37,470
+بيساوي y بيساوي و w بيساوي then تمام إلى x y و wو
+
+97
+00:08:37,470 --> 00:08:41,690
+X و Y و Z كمان كلهم موجودين ك facts جهاز ال rule
+
+98
+00:08:41,690 --> 00:08:45,530
+هتتحقق و لا جهاز ال rule هتتحقق مظبوط؟ طب اخد من
+
+99
+00:08:45,530 --> 00:08:49,850
+فيهم ال method اللي بتقولي خد ال rule اللي ال data
+
+100
+00:08:49,850 --> 00:08:55,550
+تبعتها most recent يعني اللي ال X انعرفت و ال Y و
+
+101
+00:08:55,550 --> 00:09:00,190
+ال Z انعرفوا مؤخرا اذا هدولة معطيين من زمان و
+
+102
+00:09:00,190 --> 00:09:04,590
+هدولة معطيين من جديد يعني افترض ال X و ال Y هي ال
+
+103
+00:09:04,590 --> 00:09:09,740
+X و ال Y و ال Z مشتركينالاختلاف بين ال z و ال w
+
+104
+00:09:09,740 --> 00:09:16,800
+إذا ال z تم إدخالها more recently than ال w فبقى
+
+105
+00:09:16,800 --> 00:09:24,180
+فضل من؟ فضل ال rule هذه ال most recent فال recent
+
+106
+00:09:24,180 --> 00:09:30,220
+هي الحدثة التي أكتر recent من غيرها
+
+107
+00:09:35,960 --> 00:09:38,700
+هذه التلاتة هى اللى بنسميها احيانا برضه
+
+108
+00:09:38,700 --> 00:09:46,140
+specificity يعني الاكثر تحديدا ريسنسي
+
+109
+00:09:46,140 --> 00:09:51,080
+و priority احيانا
+
+110
+00:09:51,080 --> 00:09:57,380
+احنا هذه الأمور مثلا ال priority ممكن ندخلها في ال
+
+111
+00:09:57,380 --> 00:10:03,460
+express system على شكل rule اخرإيه اللي بتتعلق بيه
+
+112
+00:10:03,460 --> 00:10:06,380
+كذا؟ إيه الأولوية على ال rules اللي بتتعلق بيه
+
+113
+00:10:06,380 --> 00:10:13,180
+كذا؟ هذه المعلومة ندخلها ك rule أصبحت ال rule هذه
+
+114
+00:10:13,180 --> 00:10:18,740
+اللي احنا دخلناها لتوصيف ال priority تبع ال rules
+
+115
+00:10:18,740 --> 00:10:24,380
+هذه أصبحت meta rule meta rule يعني rule بتوصف ال
+
+116
+00:10:24,380 --> 00:10:29,340
+rulesتسمع اسم المصطلح metadata مثلا metadata هي
+
+117
+00:10:29,340 --> 00:10:32,980
+data عن ال data وهو نفس الشيء ال meta rule هي rule
+
+118
+00:10:32,980 --> 00:10:38,260
+بتوصف ال other rules هنا الوصف غبط تحديد ال
+
+119
+00:10:38,260 --> 00:10:41,700
+priority مثلا اللي ذكرته هنا أنه احنا ندخل ال
+
+120
+00:10:41,700 --> 00:10:48,980
+rules بداخل ال knowledge base لتحديد ال priority
+
+121
+00:10:48,980 --> 00:10:56,340
+تبع ال rules الأصلية هنا أجرأ مصطلح meta rulesطيب،
+
+122
+00:10:56,340 --> 00:10:58,680
+ماهو النقطة التانية اللي قلنا بناكي فيها لأن هدا
+
+123
+00:10:58,680 --> 00:11:01,860
+.. هدولة التلاتة methods بدك تذكرهم ل .. كقليات
+
+124
+00:11:01,860 --> 00:11:07,220
+لفضل اللي هو ال .. ال .. ال conflict ما بين ال
+
+125
+00:11:07,220 --> 00:11:09,840
+rules النقطة التالية اللي بناكي فيها لأن اللي هي
+
+126
+00:11:09,840 --> 00:11:19,740
+مثلانة تبع ال media advisor بس،
+
+127
+00:11:19,740 --> 00:11:22,940
+بناكي تجيله slideات في ملف تاني
+
+128
+00:11:26,610 --> 00:11:41,370
+هذا كله موجود عندك في drop box ال
+
+129
+00:11:41,370 --> 00:11:50,430
+media
+
+130
+00:11:50,430 --> 00:11:53,610
+advisor هذا عبارة عن express system مصيد جدا الهدف
+
+131
+00:11:53,610 --> 00:12:00,640
+منه أنهفي نوع من التدريب بده يعطى لناس شغالين في
+
+132
+00:12:00,640 --> 00:12:04,800
+مجال مختلفة التدريب هذا بده يعتمد على حسب طبيعة
+
+133
+00:12:04,800 --> 00:12:09,280
+المهنة ماشي اذا كان الله هو ميكانيكي ولا اذا هو
+
+134
+00:12:09,280 --> 00:12:14,720
+موظف اذا هو كده فنوع طريقة التدريب هل هي بده تكون
+
+135
+00:12:14,720 --> 00:12:19,660
+عبارة عن workshop ولا بده تكون manual يدرسوا ولا
+
+136
+00:12:19,660 --> 00:12:24,100
+يتفرجوا على فيديو ولا كده هذا أنواع مختلفة من الاش
+
+137
+00:12:24,710 --> 00:12:29,770
+من ال training medium او media فهذا النوع بيعتمد
+
+138
+00:12:29,770 --> 00:12:33,910
+على طبيعة العمل تبعه الشخص اذا الشخص الله ميكانيك
+
+139
+00:12:33,910 --> 00:12:38,350
+ربما يكون أنسبله انه workshop اعطيله دورة تدريبية
+
+140
+00:12:38,350 --> 00:12:42,630
+اذا كان هو موظف ربما بيعطيله video او بيعطيله
+
+141
+00:12:42,630 --> 00:12:48,930
+tutorial اللي يتعلم منه لوحده فالموضوع هذا اتخاذ
+
+142
+00:12:48,930 --> 00:12:54,620
+القرار بمعنى انه ايشالـ training media أو ال
+
+143
+00:12:54,620 --> 00:13:00,320
+medium المناسب للشخص المناسب هذا قرار بدنا expert
+
+144
+00:13:00,320 --> 00:13:05,040
+system اللي يتولى الموضوع هذا بدنا ال knowledge
+
+145
+00:13:05,040 --> 00:13:10,460
+انعبر عنها على شكل ال rules و ال system بعدها يجي
+
+146
+00:13:10,460 --> 00:13:15,120
+يسأل شوية أسئلة و من خلال الأسئلة هذه يقرر أو ينصح
+
+147
+00:13:15,120 --> 00:13:20,800
+بال medium المناسب تمام؟
+
+148
+00:13:22,470 --> 00:13:26,350
+ال rules مصادرة بالشكل العادى انت تلافيها حوالي
+
+149
+00:13:26,350 --> 00:13:29,530
+اربعتاشر rules ال rules لو تطلعك عليها هاي ال F
+
+150
+00:13:29,530 --> 00:13:35,030
+هاي اول جزء من الشرط بعدين or كده or كده or كده
+
+151
+00:13:35,030 --> 00:13:39,430
+بعدين then ال conclusion طبعا دايما في ال
+
+152
+00:13:39,430 --> 00:13:42,210
+conclusion فيه عندك band واحد يكون ممكن الشرط يبقى
+
+153
+00:13:42,210 --> 00:13:45,090
+فيه اكتر من ال band بس ال conclusion هيبقاش band
+
+154
+00:13:45,090 --> 00:13:48,030
+واحد ال band الواحد هذا في الآخر مش هو اللي مش
+
+155
+00:13:48,030 --> 00:13:51,990
+ضرورة يعطيلك الإجابة يعني ال rule مش ضرورة تعطيلك
+
+156
+00:13:54,180 --> 00:13:58,060
+الإجابة النهائية يعني ممكن هذه الإجابة أو هذا ال
+
+157
+00:13:58,060 --> 00:14:01,430
+variableيصب بعد ذلك في مثلًا كما رأيت في المثال
+
+158
+00:14:01,430 --> 00:14:05,790
+الماضي فاتر ان عندي ال a مثلا بتصب في ال y و ال y
+
+159
+00:14:05,790 --> 00:14:10,430
+بعد ذلك مع ال x و مع ال z بتصب في النهاية فالان
+
+160
+00:14:10,430 --> 00:14:15,390
+احنا بنتفق بس على ان هدول المسميات ماسميهمش
+
+161
+00:14:15,390 --> 00:14:19,090
+linguistic variables variables هم variables لأنهم
+
+162
+00:14:19,090 --> 00:14:22,430
+يلهم قيم يعني مثلًا هنا environment is buildings
+
+163
+00:14:22,430 --> 00:14:26,370
+هي مقصود بيها ان هذا المتغير قيمته تساوي buildings
+
+164
+00:14:26,370 --> 00:14:31,440
+يعني انه يساويوهنا قيمته تساوي mechanics وهنا
+
+165
+00:14:31,440 --> 00:14:37,400
+قيمته تساوي tools فهذا متغير ويله إيش ممكن ياخد أي
+
+166
+00:14:37,400 --> 00:14:42,580
+واحد من القيم وهذا كذلك الحال متغير stimulus
+
+167
+00:14:42,580 --> 00:14:46,640
+situation is برضه كمان إله قيمة ممكن يبقى physical
+
+168
+00:14:46,640 --> 00:14:49,580
+object ممكن يبقى computer programs ممكن يبقى أي
+
+169
+00:14:49,580 --> 00:14:57,930
+إيش تانيمش هنستعرض الروز واحدة
+
+170
+00:14:57,930 --> 00:15:01,770
+واحدة، بس بدنا نفهم إيش في أننا متغيرات بالاصل،
+
+171
+00:15:01,770 --> 00:15:05,130
+قبل ما نطلع على الروز، إيش في أننا متغيرات؟
+
+172
+00:15:05,130 --> 00:15:07,410
+المتغيرات هي اللي بنسميها، إيش قولنا كأول،
+
+173
+00:15:07,410 --> 00:15:13,490
+linguistic variables
+
+174
+00:15:13,490 --> 00:15:19,950
+أو اللي برضه بيسميها كمان objects
+
+175
+00:15:25,320 --> 00:15:29,020
+فال media advisor هذا فيه ستة linguistic objects
+
+176
+00:15:29,020 --> 00:15:33,180
+أو linguistic variables اللي هم كما شوفنا رعب منهم
+
+177
+00:15:33,180 --> 00:15:39,400
+ال environment، situation، job، response، feedback
+
+178
+00:15:39,400 --> 00:15:43,380
+و media واحد، اتنين، تلاتة، اربع، خمس، ست، مظبوط
+
+179
+00:15:43,380 --> 00:15:49,630
+اه؟ each object can take one of the allowedvalues
+
+180
+00:15:49,630 --> 00:15:53,250
+صح اللي قالولك values هذه موجودة في الجدول الارض
+
+181
+00:15:53,250 --> 00:15:56,970
+بتطلع عليهم بس an object and its value constitute
+
+182
+00:15:56,970 --> 00:16:00,880
+a factال object و ال value تبعه يعني ال variable و
+
+183
+00:16:00,880 --> 00:16:04,300
+ال value تبعه هذا fact لما نقول مثلا environment
+
+184
+00:16:04,300 --> 00:16:09,220
+is machines خلاص environment is machine هذي is a
+
+185
+00:16:09,220 --> 00:16:12,440
+fact يعني كأنك بتقوله ان ال environment مناخ العمل
+
+186
+00:16:12,440 --> 00:16:15,640
+تبع هذا الشخص انه فيه machines فيه machines في
+
+187
+00:16:15,640 --> 00:16:18,880
+مناخ العمل هذا او في بيئة العمل المهم هذا المقصود
+
+188
+00:16:18,880 --> 00:16:22,700
+بال fact ال fact اللي هي عبارة عن ال variable او
+
+189
+00:16:22,700 --> 00:16:27,920
+ال object مع ال value تبعهAll facts are placed in
+
+190
+00:16:27,920 --> 00:16:31,860
+the database ال database اللي هي short term memory
+
+191
+00:16:31,860 --> 00:16:35,940
+ال values و ال variables و ال objects و ال values
+
+192
+00:16:35,940 --> 00:16:39,580
+تبعتها ال learned values هي تحسرية نخد بس عينة
+
+193
+00:16:39,580 --> 00:16:42,200
+منها تحسرية لإن ال environment ممكن تكون فيه
+
+194
+00:16:42,200 --> 00:16:44,920
+pathos مهمي و لا ذاكي بس هنا مقصود بأكبر عن
+
+195
+00:16:44,920 --> 00:16:48,320
+artifacts أو عناصر أو ميوات موجودة في بيئة العمل
+
+196
+00:16:48,320 --> 00:16:52,290
+تبع تبع الشخصال job قد تكون lecturing advising
+
+197
+00:16:52,290 --> 00:16:56,590
+counseling ممكن أي واحد من هدولة طبعا غير هي كال
+
+198
+00:16:56,590 --> 00:17:02,550
+system مابيعرفش هذه هي ال allowed values لكل واحد
+
+199
+00:17:02,550 --> 00:17:06,410
+من هذه ال .. stimulus response ممكن تبقى oral
+
+200
+00:17:06,410 --> 00:17:11,350
+hands-on هنا هدولة عبارة عن اكم واحد هي واحد اتنين
+
+201
+00:17:11,350 --> 00:17:19,370
+تلاتة اربعة خمسة اشخمسة ايش؟ objects أو خمسة ايش؟
+
+202
+00:17:19,370 --> 00:17:24,810
+linguistics خمسة
+
+203
+00:17:24,810 --> 00:17:29,910
+linguistic variables والسادس؟ شمسة ستة السادس ايش
+
+204
+00:17:29,910 --> 00:17:35,910
+كان؟ ال medium بالظبط ال medium السادس هو اصلا
+
+205
+00:17:35,910 --> 00:17:41,990
+اللي احنا هو اصلا اللي احنا طالبين ال system
+
+206
+00:17:41,990 --> 00:17:47,400
+يجاوبنا عليهال variables أو ال values تبعته ممكن
+
+207
+00:17:47,400 --> 00:17:51,560
+يكون workshop أو lecture أو tutorial أو video
+
+208
+00:17:51,560 --> 00:17:57,140
+cassette أو roleplay exercise بمعنى اخر ان احنا
+
+209
+00:17:57,140 --> 00:18:03,600
+لما نشغل ال system هنشغله عشان هو اللي يعطيني واحد
+
+210
+00:18:03,600 --> 00:18:06,400
+من هدول ال values للشخص اللي
+
+211
+00:18:09,120 --> 00:18:14,840
+الشخص اللي احنا بنستفسر بالنسبة له تمام؟ الهدف
+
+212
+00:18:14,840 --> 00:18:17,180
+الأخير .. الهدف الأخير لـ Rule Based Express
+
+213
+00:18:17,180 --> 00:18:23,520
+System هو إنتاج حلول للمشكلة باستخدام الـ Input
+
+214
+00:18:23,520 --> 00:18:28,080
+Data Media Advisor الهدف هو ميديام ميديام يعني
+
+215
+00:18:28,080 --> 00:18:32,760
+الوسط .. زي ما قلنا وسط التقديم للمادة التدريبية
+
+216
+00:18:32,760 --> 00:18:35,140
+مختار من رقم 4
+
+217
+00:18:37,800 --> 00:18:40,900
+نرجع تاني على ال roles الآن بس على السريع نرجع في
+
+218
+00:18:40,900 --> 00:18:45,620
+الداخل هذه ال roles 13 و14 if the stimulus
+
+219
+00:18:45,620 --> 00:18:49,280
+situation is verbal and if the stimulus response
+
+220
+00:18:49,280 --> 00:18:53,540
+is analytical هذه القيم إذا بدك تراجع تانية هي
+
+221
+00:18:53,540 --> 00:18:58,760
+واحدة من القيام اللي allowed مش هيكون هنا في إشي
+
+222
+00:18:58,760 --> 00:19:06,480
+غير اللي allowed في الجدول صح؟ تمام okay
+
+223
+00:19:07,840 --> 00:19:14,700
+مش هنور عليهم كلهم خلينا نكمل لقدام لان لقدام كنا
+
+224
+00:19:14,700 --> 00:19:20,220
+هنا صح بعد هيك بنشوف كيف ال system ممكن يتفاعل مع
+
+225
+00:19:20,220 --> 00:19:23,900
+ال user لان ال rules موجودة في ال knowledge base
+
+226
+00:19:23,900 --> 00:19:31,900
+تبع ال system ال facts من المبدأ TG من ال user عبر
+
+227
+00:19:31,900 --> 00:19:37,290
+من خلال dialogueالديالوج هذا في مراحل أقل و أخير
+
+228
+00:19:37,290 --> 00:19:41,230
+مراحل رقم واحد ال system بيسأل what sort of
+
+229
+00:19:41,230 --> 00:19:47,550
+environment is a trainee dealing with on the job؟
+
+230
+00:19:47,550 --> 00:19:51,450
+هو الآن بيسأل بده قيمة هذا ال linguistic variable
+
+231
+00:19:51,450 --> 00:19:55,130
+أو هذا ال object، مظبوط؟ ال environment فال user
+
+232
+00:19:55,130 --> 00:20:00,270
+بيقوله machines، machines هذهتخيل ان ال user عارف
+
+233
+00:20:00,270 --> 00:20:04,830
+ايش ال values فهو هيبقى قدامه ال list فهيختار
+
+234
+00:20:04,830 --> 00:20:09,230
+ماشيز و يكتبها صح؟ طيب ماشي الحل الان ال dialogue
+
+235
+00:20:09,230 --> 00:20:12,870
+هذا بيبدأ بانه بيسأل ال system بيسأل what sort of
+
+236
+00:20:12,870 --> 00:20:15,870
+environment is a trainee dealing with on a job
+
+237
+00:20:15,870 --> 00:20:19,710
+فبنجوبه و بيقوله machines الان كلمة machines هذه
+
+238
+00:20:20,210 --> 00:20:25,030
+بنصرح fact الان هي ال fact الوحيدة في ال database
+
+239
+00:20:25,030 --> 00:20:31,670
+تخيل ان ال system handle 14 rules ماشي اي rule من
+
+240
+00:20:31,670 --> 00:20:37,070
+هدولة ال condition تبعها له علاقة بال environment
+
+241
+00:20:37,070 --> 00:20:41,730
+و ال condition تبعها له علاقة بس بال environment
+
+242
+00:20:41,730 --> 00:20:47,610
+يفترض انها يعيش to fire لأنه الان صار فيها defect
+
+243
+00:20:47,610 --> 00:20:48,730
+بتقول ال environment
+
+244
+00:20:52,050 --> 00:20:57,190
+بتساويش machines طبعا
+
+245
+00:20:57,190 --> 00:21:00,290
+إذا في أيدي rule بتقول if ال environment بتساوي
+
+246
+00:21:00,290 --> 00:21:05,850
+machines then يعني مافيش شرط غير هذا ال fact يبقى
+
+247
+00:21:05,850 --> 00:21:12,710
+should fire طبعا هذا الكلام بيحصل في rule رقم 3
+
+248
+00:21:12,710 --> 00:21:18,530
+رقم تلاتة بتقول if the environment is machinesor
+
+249
+00:21:18,530 --> 00:21:21,130
+the environment is buildings or the environment is
+
+250
+00:21:21,130 --> 00:21:26,410
+tourists فهذا الكلام الآن ال
+
+251
+00:21:26,410 --> 00:21:31,090
+fact هذه بتلبي لأنه عندي or أنا صح أنا عندي or
+
+252
+00:21:31,090 --> 00:21:35,770
+فهذه ال fact بتلبي هذا الشرط فبقدر اش اعتبر ان ال
+
+253
+00:21:35,770 --> 00:21:40,370
+rule هذه الان fires fires يعني صار هذا الكلام الآن
+
+254
+00:21:40,370 --> 00:21:46,230
+يبقى عن fact مدة انحط في ال database okayالان حطت
+
+255
+00:21:46,230 --> 00:21:50,250
+في ال database فاكت شديد بتقول ان ال situation is
+
+256
+00:21:50,250 --> 00:21:55,770
+a physical object الان ايش بتصير دورة جديدة ساكل
+
+257
+00:21:55,770 --> 00:21:59,950
+جديدة الساكل الجديدة بدو ال system يسأل فيها سؤال
+
+258
+00:21:59,950 --> 00:22:06,630
+جديد لأنه ليش؟
+
+259
+00:22:06,630 --> 00:22:12,430
+ليش هو أصلا سأل السؤال الأولاني؟ لأنه ماعنده facts
+
+260
+00:22:12,430 --> 00:22:16,970
+بالمرض فلو قعد يلفطول ال budget ولا واحد من ال
+
+261
+00:22:16,970 --> 00:22:22,570
+rules و ال fire ولا واحد من ال rules حتى فلازم
+
+262
+00:22:22,570 --> 00:22:26,310
+يسأل ياخد data علشان يشوف إذا في rules كان fire
+
+263
+00:22:26,310 --> 00:22:31,330
+الان بعد ما سأل السؤال هذا و ال rule رقم 3 fire
+
+264
+00:22:31,330 --> 00:22:36,510
+الان ماضلش في rules تاني fire فلازم يسألمش هيظلوا
+
+265
+00:22:36,510 --> 00:22:40,330
+ينفس رول رقم تلاتة إلى ما نهاي لازم يسأل سؤال شديد
+
+266
+00:22:40,330 --> 00:22:45,170
+علشان يشوف اذا في رول اخرى might fire يعني ممكن
+
+267
+00:22:45,170 --> 00:22:55,090
+فالان بسأل عن ايش عن ال job
+
+268
+00:22:55,090 --> 00:22:59,710
+تبع الشخص
+
+269
+00:23:01,400 --> 00:23:05,700
+بالنسبة للوضع الهدد
+
+270
+00:23:05,700 --> 00:23:06,400
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+271
+00:23:06,400 --> 00:23:06,920
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+272
+00:23:06,920 --> 00:23:09,100
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+273
+00:23:09,100 --> 00:23:09,940
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+274
+00:23:09,940 --> 00:23:14,540
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+275
+00:23:14,540 --> 00:23:17,960
+الهدد
+
+276
+00:23:17,960 --> 00:23:18,640
+الهدد الهدد الهدد الهدد الهدد الهدد الهدد الهدد
+
+277
+00:23:18,640 --> 00:23:24,640
+الهدد الهدد الهدد
+
+278
+00:23:24,640 --> 00:23:28,140
+الهد
+
+279
+00:23:32,540 --> 00:23:37,540
+يمكن روحك على سبيل المثال اللي بتحقق و ال .. ال
+
+280
+00:23:37,540 --> 00:23:41,440
+condition .. و ال .. و ال .. ال conclusion تبعتها
+
+281
+00:23:41,440 --> 00:23:44,400
+بده تصبح fact ال conclusion تبعتها ان ال stimulus
+
+282
+00:23:44,400 --> 00:23:50,000
+response is hands on okay hands on حتى الآن ال
+
+283
+00:23:50,000 --> 00:23:52,300
+stimulus response و ال stimulus response اللي
+
+284
+00:23:52,300 --> 00:23:54,500
+جابلها او ال stimulus situation اللي جابلها
+
+285
+00:23:54,500 --> 00:24:01,060
+ماوصلولي لل goal تبعي ال goal تبعي ان انا بدي قيمة
+
+286
+00:24:01,060 --> 00:24:02,300
+ال medium صح؟
+
+287
+00:24:04,850 --> 00:24:09,850
+الان في الخطوة الرقم تلاتة وفي ال iteration تلاتة
+
+288
+00:24:09,850 --> 00:24:16,790
+ال system بيسأل عن ال
+
+289
+00:24:16,790 --> 00:24:20,590
+feedback ال feedback انا برضه واحد من الاشه من
+
+290
+00:24:20,590 --> 00:24:25,330
+المتغيرات is feedback on the trainees required
+
+291
+00:24:25,330 --> 00:24:29,570
+during training ولا لأ فبقول له required required
+
+292
+00:24:29,570 --> 00:24:34,890
+مع المواطيات اللي متوفرة الآن تتحققالرول رقم تسعة
+
+293
+00:24:34,890 --> 00:24:39,170
+رقم تسعة تسعة عن ال situation و ال response و ال
+
+294
+00:24:39,170 --> 00:24:43,590
+feedback هذول التلات نقاط تبع ال condition أو تلات
+
+295
+00:24:43,590 --> 00:24:47,590
+عناصر تبع ال condition تبع ال role رقم تسعة ماشي
+
+296
+00:24:47,590 --> 00:24:51,250
+احنا للأسف لو عندنا ال roles مكتوبات على مرة واحدة
+
+297
+00:24:51,250 --> 00:24:54,870
+على اللوح كان بنشوفهم و احنا منه لحالنا بنطلع رقم
+
+298
+00:24:54,870 --> 00:24:57,370
+ال role بس احنا الان مستدقينهم هو لما بيقول ال
+
+299
+00:24:57,370 --> 00:25:03,250
+role رقم تسعة هي ال affairs بناخد على انتقالبس لو
+
+300
+00:25:03,250 --> 00:25:05,970
+أنه أمامنا ال rules كلهم مرة واحدة كان احنا
+
+301
+00:25:05,970 --> 00:25:09,750
+ببنحانه بقول الله احنا و بنتحقق من انه كلامه سيء و
+
+302
+00:25:09,750 --> 00:25:13,710
+برنامج كلها مش هتطلقهم في مدينة بالظبط مش هتطلقهم
+
+303
+00:25:13,710 --> 00:25:17,570
+في مدينة الان خلاص الان هل تتوقع انه بعد رول رقم 9
+
+304
+00:25:17,570 --> 00:25:21,550
+ايه اللي رجع يسأل اسئلة لأ لأن هي رول رقم 9 قلتله
+
+305
+00:25:21,550 --> 00:25:26,350
+ال medium is workshop تمام ف ال medium is workshop
+
+306
+00:25:26,350 --> 00:25:31,830
+هدره لما firedصار عندى انا هذا الكلام اللى هو ال
+
+307
+00:25:31,830 --> 00:25:35,150
+variable هذا و ال value تبعه صار fact فى ال
+
+308
+00:25:35,150 --> 00:25:39,190
+database و بما انه انا سؤالى اصلا مطلبى الاساسى هو
+
+309
+00:25:39,190 --> 00:25:42,610
+ال medium و هذا ال goal تبعى فال system اللى قبل
+
+310
+00:25:42,610 --> 00:25:47,230
+دقيقة فهو يطلعلى ال output انه medium is workshop
+
+311
+00:25:47,230 --> 00:25:52,470
+طبعا هذه الكلام تبسيط شديد جدا جدا لعمل ال express
+
+312
+00:25:52,470 --> 00:25:55,230
+system انت تتخيل ان ال express system ممكن يبقى
+
+313
+00:25:55,230 --> 00:26:01,190
+فيه مش 14 ولا عشراتولا مئات ربما ألاف ال rules
+
+314
+00:26:01,190 --> 00:26:07,370
+وعدد كبير من ال linguistic variables وكل
+
+315
+00:26:07,370 --> 00:26:09,670
+linguistic variable له عدد كبير من ال values
+
+316
+00:26:09,670 --> 00:26:16,150
+وعملية ال inference بدها تغوص في كل هذه المواطيات
+
+317
+00:26:16,150 --> 00:26:23,330
+هذه عشان تطلع اللي هو ال result هذا الكلام مثالي
+
+318
+00:26:23,330 --> 00:26:28,560
+الآنأسلوب في ال influence كان forward chaining او
+
+319
+00:26:28,560 --> 00:26:34,340
+backward chaining كان forward صح بعدين من ال data
+
+320
+00:26:34,340 --> 00:26:43,000
+وصولنا الى ال goal خلاصة
+
+321
+00:26:43,000 --> 00:26:46,880
+الأملية ان ال
+
+322
+00:26:46,880 --> 00:26:49,340
+system شغل ال forward chaining
+
+323
+00:26:51,830 --> 00:26:55,650
+بنان على المواضيع اللي معانا اللي كانت بالأول ال
+
+324
+00:26:55,650 --> 00:26:59,550
+environment اللي اتجمعت معانا ال environment بعدين
+
+325
+00:26:59,550 --> 00:27:03,990
+ال job بعدين ال feedback ال rules اللي okay ال
+
+326
+00:27:03,990 --> 00:27:06,990
+rules اللي اتنفذت اللي هي تلاتة هذه تلاتة ستة تسعة
+
+327
+00:27:06,990 --> 00:27:13,270
+هذا الكلام اتخيل انه ممكن يكون هو هذا اللي أمامنا
+
+328
+00:27:13,270 --> 00:27:17,770
+هو ال output لو أنا طلبت explanation من ال system
+
+329
+00:27:19,070 --> 00:27:23,330
+تذكروا عنصر من عناصر بناء ال expert system حاجة
+
+330
+00:27:23,330 --> 00:27:27,850
+اسمها ال explanation facility صح؟ اه اللي هي لو
+
+331
+00:27:27,850 --> 00:27:32,930
+بعد ما ال system يخلص شغله و يعطيلك ال conclusion
+
+332
+00:27:32,930 --> 00:27:37,850
+او يعطيلك ال decision لو انت حابب تعرف كيف هو وصل
+
+333
+00:27:37,850 --> 00:27:41,290
+الى هذا طبعا انا بالنسبة مرة اخرى بالنسبة للمثال
+
+334
+00:27:41,290 --> 00:27:44,690
+تبعناأنا مش هحتاج منه explanation لأنه واضحة ايه
+
+335
+00:27:44,690 --> 00:27:49,270
+ليه خلاص هم تلاتة rules و قصة بسيطة جدا لكن لما
+
+336
+00:27:49,270 --> 00:27:54,870
+بقول لو كان ال system معقد و كبير اه غالبا هحتاج
+
+337
+00:27:54,870 --> 00:27:58,070
+تفسير لكيف وصل هو القرار تبعه فبدي اعطيه ايش زي
+
+338
+00:27:58,070 --> 00:28:01,550
+هذا الكلام ال explanation facilitate بدي اعطيه ايش
+
+339
+00:28:01,550 --> 00:28:06,770
+زي هذا الكلام تلخصلي ملخص كيف ال system وصل ال
+
+340
+00:28:06,770 --> 00:28:13,380
+conclusion لو بدنا نعمل backward trainingلو كنا
+
+341
+00:28:13,380 --> 00:28:19,880
+نعمل backward chaining ايش قلنا؟ بدي ابدأ بإيش؟
+
+342
+00:28:19,880 --> 00:28:27,220
+بإن ال medium is وحط value افترض value صح ولا ..
+
+343
+00:28:27,220 --> 00:28:31,340
+ولا عايزش بدي ادور بدي افترض ان ال medium is و
+
+344
+00:28:31,340 --> 00:28:37,900
+اشرب وشوف هل الفرضية هذه لو انا مشيت backwardأه
+
+345
+00:28:37,900 --> 00:28:42,080
+بتسندها الحقائق أو ال facts لما أسأل ال user هل
+
+346
+00:28:42,080 --> 00:28:46,240
+بيطلع ال facts اللي بيعطيه هي ال user بتسند هذا
+
+347
+00:28:46,240 --> 00:28:50,520
+الفرضية ولا لا إذا لا جيتها بتسندش بعد ذلك بده
+
+348
+00:28:50,520 --> 00:28:55,980
+أرجع وأعمل فرضية أخرى أن ال medium is مثلا video
+
+349
+00:28:55,980 --> 00:28:58,320
+cassette أو ال medium is role playing
+
+350
+00:29:08,340 --> 00:29:12,480
+هو من هنا من أولها افترض ان ال medium is workshop
+
+351
+00:29:12,480 --> 00:29:16,600
+و بدأ يحلل في path رقم واحد او في iteration رقم
+
+352
+00:29:16,600 --> 00:29:20,140
+واحد او في cycle رقم واحدجال ان medium is workshop
+
+353
+00:29:20,140 --> 00:29:24,180
+هذا الكلام يتطابق مع ال conclusion تبع rule رقم 9
+
+354
+00:29:24,180 --> 00:29:27,640
+طيب الآن احنا ماحناش عارفين يمكن لازم نفحص ال
+
+355
+00:29:27,640 --> 00:29:31,220
+condition تبع ال rule رقم 9 ال condition رقم 9
+
+356
+00:29:31,220 --> 00:29:34,540
+بيسأل عن ال stimulus situation فبنروح نشوف ال
+
+357
+00:29:34,540 --> 00:29:37,900
+stimulus situation اي rule تعطينيها ك conclusion
+
+358
+00:29:37,900 --> 00:29:43,060
+رقم تلاتة اللي هي نحكي في ال characteristics
+
+359
+00:29:50,780 --> 00:29:58,440
+rule based expert systems
+
+360
+00:29:58,440 --> 00:30:02,060
+هذا الكلام برجعنا على ال slides الأولى اللي كنا
+
+361
+00:30:02,060 --> 00:30:10,680
+فيها و
+
+362
+00:30:10,680 --> 00:30:14,560
+عملية الدرجة من بداية ال slides تقريبا
+
+363
+00:30:23,110 --> 00:30:42,750
+بتاع ال structure أول
+
+364
+00:30:42,750 --> 00:30:45,470
+خاصية ان ال express system هو ال basic express
+
+365
+00:30:45,470 --> 00:30:51,130
+systemوحتى كمان كل ال expert systems في الصفحة
+
+366
+00:30:51,130 --> 00:30:56,290
+العامة تبقى narrow specialization يعني ما بعمل
+
+367
+00:30:56,290 --> 00:31:01,970
+expert system انا اللي في كل الطب او في كل الصيانة
+
+368
+00:31:01,970 --> 00:31:06,310
+او في كل الاقتصاد او في كل هذا لازم احدد في جانب
+
+369
+00:31:06,310 --> 00:31:10,210
+محدد بالتحديد يعني مثلا في الطب لازم اختار مرض
+
+370
+00:31:10,210 --> 00:31:14,590
+محدد اعمله expert system حتى المرض هذا ربما حالات
+
+371
+00:31:14,590 --> 00:31:22,220
+معينة ماقدرش اغطيهذا البرنامج مبني لإنجاز مستخدم
+
+372
+00:31:22,220 --> 00:31:24,520
+الإبداع البشري في مجال مستخدم مستخدم مستخدم مستخدم
+
+373
+00:31:24,520 --> 00:31:28,040
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+374
+00:31:28,040 --> 00:31:28,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+375
+00:31:28,680 --> 00:31:30,000
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+376
+00:31:30,000 --> 00:31:31,680
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+377
+00:31:31,680 --> 00:31:32,600
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+378
+00:31:32,600 --> 00:31:34,900
+مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم مستخدم
+
+379
+00:31:34,900 --> 00:31:40,320
+مستخدم مستخدم مست
+
+380
+00:31:40,800 --> 00:31:46,460
+أسرع و بأخطاء أقل هذه خاصية أخرى انه اللي هي ناحية
+
+381
+00:31:46,460 --> 00:31:51,120
+السرعة و ناحية ليش ال errors الشيء الأخر ان ال
+
+382
+00:31:51,120 --> 00:31:57,480
+express system بيطبق heuristics ال heuristics هذه
+
+383
+00:31:57,480 --> 00:32:02,720
+ماجيبناش سلطة احنا حكينا عن قالية عمل ولا حتى بنية
+
+384
+00:32:02,720 --> 00:32:06,540
+ال express system وين ممكن يكون في دور لل
+
+385
+00:32:06,540 --> 00:32:09,960
+heuristics في عمل ال express system
+
+386
+00:32:12,740 --> 00:32:17,100
+بعدين هو هنا بيقولك ال search وين بيحصل ال search
+
+387
+00:32:17,100 --> 00:32:21,060
+هل .. هل في search في ال express system حتى الآن
+
+388
+00:32:21,060 --> 00:32:25,680
+من اللي شوفناه، هل كان في إشي إيه علاقة أو يتقاطع
+
+389
+00:32:25,680 --> 00:32:30,760
+مع ال search؟ ببحث عن ال role بتاعةالبحث عن ال
+
+390
+00:32:30,760 --> 00:32:37,360
+rules مطابقة لل facts صح؟ ايوة فعملية البحث هذه هي
+
+391
+00:32:37,360 --> 00:32:41,360
+اللي ممكن ييجي فيها heuristic بمعنى انه بدل ما الف
+
+392
+00:32:41,360 --> 00:32:46,180
+على ال rules كلها واحد ورا التاني من الأول للآخر
+
+393
+00:32:46,180 --> 00:32:51,160
+انا ممكن ايش اوجه عملية ال search باستخدام بعض ال
+
+394
+00:32:51,160 --> 00:32:55,400
+heuristics اللي توجه عملية ال search بحيث انه تقفز
+
+395
+00:32:55,400 --> 00:33:04,580
+إلى ruleأسرع من بدل من أن نشغل Sequentially هل
+
+396
+00:33:04,580 --> 00:33:10,660
+ميزة أخرى من مميزات ال express system هي أنه بيقدم
+
+397
+00:33:10,660 --> 00:33:15,740
+explanation يعني ممكن بحكم أن ال influence engine
+
+398
+00:33:15,740 --> 00:33:20,900
+بيمشي rule by rule وهذا الكلام ممكن يسجلفممكن ناخد
+
+399
+00:33:20,900 --> 00:33:26,240
+explanation بتفسيرنا كيف وصل القرأة تبعها هل الأمر
+
+400
+00:33:26,240 --> 00:33:32,380
+مش متوفر في التقنيات الأخرى اللي بتتعامل مع ال
+
+401
+00:33:32,380 --> 00:33:36,560
+problem solving يعني ال genetic algorithm مثلا ال
+
+402
+00:33:36,560 --> 00:33:41,220
+neural network ما بتمكنك انك تعرف كيف وصلت
+
+403
+00:33:41,220 --> 00:33:43,660
+للاستنتاج okay
+
+404
+00:33:46,820 --> 00:33:51,080
+الشيء التاني اللي هي ان ال reasoning قالية ال
+
+405
+00:33:51,080 --> 00:33:54,340
+inference احنا قلنا inference و هنا بيقول
+
+406
+00:33:54,340 --> 00:33:59,520
+reasoning ايش يعني reasoning ال reasoning يعني
+
+407
+00:33:59,520 --> 00:34:04,460
+التفكير ولأ و ال inference هو فعلا قالية التفكير
+
+408
+00:34:04,460 --> 00:34:09,820
+استنباط الاستنتاج هو قالية reasoning فال reasoning
+
+409
+00:34:09,820 --> 00:34:13,580
+هذا symbolic ايش يعني symbolic يعني انا باكتب ال
+
+410
+00:34:13,580 --> 00:34:21,230
+rules كتابة على شكلف و then و بحط ال values بحط ال
+
+411
+00:34:21,230 --> 00:34:25,650
+variables و بحط ال values تبعتها فهذا عبارة عن هذه
+
+412
+00:34:25,650 --> 00:34:28,910
+ال symbols ال rules و ال variables و ال values هذه
+
+413
+00:34:28,910 --> 00:34:32,990
+ال symbols ب symbolic reasoning هذا يعني تكنولوجيا
+
+414
+00:34:32,990 --> 00:34:42,850
+already مستخدمة من زمان وسهل جدا انه يتطبق و يتم
+
+415
+00:34:42,850 --> 00:34:49,570
+التعامل معهاهذه هي الخصائص الأساسية لـ Express
+
+416
+00:34:49,570 --> 00:34:53,890
+Systems بصفة مثلا role based أو مش role based ايش
+
+417
+00:34:53,890 --> 00:34:56,630
+النقطة الأخرى اللي بعد هي كبار ال characteristics؟
+
+418
+00:34:56,630 --> 00:35:04,430
+لنفهم مين هم الأشخاص اللي
+
+419
+00:35:04,430 --> 00:35:12,870
+لهم دور في بناء و تصميم ال express system هذا كلام
+
+420
+00:35:12,870 --> 00:35:14,410
+نرجع جوا لورا
+
+421
+00:35:20,970 --> 00:35:30,090
+the main players أه؟
+
+422
+00:35:30,090 --> 00:35:35,810
+أتذكر بيه إما إحنا حكينا في ال .. في
+
+423
+00:35:35,810 --> 00:35:38,930
+ال architecture أو في البنية تبع ال express system
+
+424
+00:35:38,930 --> 00:35:44,430
+و أقفنا عند ال interface و قلنا فيه ال user
+
+425
+00:35:44,430 --> 00:35:48,410
+interface و فيه أيش كمان ال .. أيش ال developer
+
+426
+00:35:48,410 --> 00:35:52,510
+interface صح؟و ال developer interface كانت تحت هنا
+
+427
+00:35:52,510 --> 00:35:55,230
+كان هنا ال user interface و ال developer interface
+
+428
+00:35:55,230 --> 00:35:59,310
+بيستخدموها طرفين اللي هم ال knowledge engineer و
+
+429
+00:35:59,310 --> 00:36:06,270
+ال human expert عمليا ال أشخاص أو ال players
+
+430
+00:36:06,270 --> 00:36:10,990
+المساهمين في بناء ال system أو في التعامل مع ال
+
+431
+00:36:10,990 --> 00:36:15,390
+system هم ال
+
+432
+00:36:15,390 --> 00:36:19,950
+domain expert ال knowledge engineer ال programmerو
+
+433
+00:36:19,950 --> 00:36:27,450
+مين في الآخر ال project manager و ال end user
+
+434
+00:36:27,450 --> 00:36:34,830
+الترتيب هذا برضه براعي الأهمية يعني أهم شخص في
+
+435
+00:36:34,830 --> 00:36:37,350
+بناء ال express system هو ال human expert من غير
+
+436
+00:36:37,350 --> 00:36:42,430
+أن أنا ماعنديش express system صح ولا لا؟بدون human
+
+437
+00:36:42,430 --> 00:36:45,670
+expert بدون أن يكون في عندي شخص مختص طبيب هل بقدر
+
+438
+00:36:45,670 --> 00:36:51,250
+أنا أبني expert system يشخص أمراض ولا هذا؟ بظبط
+
+439
+00:36:51,250 --> 00:36:55,370
+طبعا لأ ال knowledge engineer هو عبارة عن شخص اللي
+
+440
+00:36:55,370 --> 00:36:58,550
+تقدر تقول زي system analyst هو وثيق ما بين ال
+
+441
+00:36:58,550 --> 00:37:01,910
+domain expert و ما بين ال programmer يعني هو بيفهم
+
+442
+00:37:01,910 --> 00:37:06,340
+من ال domain expert إيش آليةكيف هو بيتعامل مع
+
+443
+00:37:06,340 --> 00:37:12,840
+المرض هذا أو القضية إذا كانت سيانة أو قضية في
+
+444
+00:37:12,840 --> 00:37:18,120
+الاقتصاد بفهم و بعد ذلك بيصيغ بالتعامل مع ال human
+
+445
+00:37:18,120 --> 00:37:21,660
+expert بصيغ ال rules و بيحط ال design برضه كمان
+
+446
+00:37:21,660 --> 00:37:25,360
+تبع ال system بصفة عامة و برضه كمان بيختار إذا كان
+
+447
+00:37:25,360 --> 00:37:29,100
+احنا بأي تكنولوجيا بدنا نطبق ال system ال
+
+448
+00:37:29,100 --> 00:37:33,360
+programmer وظيفته أنه يكتب code وين ما في code
+
+449
+00:37:33,360 --> 00:37:36,440
+بديه يكتبالبروجرامر ال knowledge engineer مظيفته
+
+450
+00:37:36,440 --> 00:37:40,440
+بتنتهي عند ال analysis و ال design project manager
+
+451
+00:37:40,440 --> 00:37:46,920
+اللي هو مسئول عن المشروع مسئول عن الأشخاص كلهم و
+
+452
+00:37:46,920 --> 00:37:50,680
+في نفس الوقت انتهوا حلقة وصل ما بينهم و ما بين ال
+
+453
+00:37:50,680 --> 00:37:56,080
+end user يعني في الشكل هذا بوضح لك تقريبا العلاقة
+
+454
+00:37:56,080 --> 00:38:02,060
+ما بين هذول الأطراف الخامسة ال project manager
+
+455
+00:38:02,060 --> 00:38:06,250
+تعاملوا مع مين؟الـ Programmer مع الـ Knowledge
+
+456
+00:38:06,250 --> 00:38:11,090
+Engineer ومع الـ Domain Expert الـ End user ليس
+
+457
+00:38:11,090 --> 00:38:15,290
+لديه تعامل مباشرة مع أحد أو أحد آخر هو تعامل مباشر
+
+458
+00:38:15,290 --> 00:38:20,870
+مع الـ Expert System بس برضه أي ملاحظات أو أدلة
+
+459
+00:38:20,870 --> 00:38:25,710
+يراجعه يوصلها إلى Project Manager Project Manager
+
+460
+00:38:25,710 --> 00:38:30,810
+يحكز هذا الكلام على الأخرين هؤلاء الـ Programmer و
+
+461
+00:38:30,810 --> 00:38:32,610
+Knowledge Engineer وDomain Expert
+
+462
+00:38:48,470 --> 00:38:51,950
+النقطة الأخيرة اللي بنحكي فيها اليوم هي ال types
+
+463
+00:38:51,950 --> 00:38:52,830
+of rules
+
+464
+00:39:04,170 --> 00:39:08,890
+أنا بصور لو أنا بديت ال slides زي ما هو بديها هنا
+
+465
+00:39:08,890 --> 00:39:14,380
+في ال .. كان في كتير كلام نظريأخذ معانا محاضرة
+
+466
+00:39:14,380 --> 00:39:20,360
+كاملة و لسه قبل ما ندخل في التفاصيل العملية تبع ال
+
+467
+00:39:20,360 --> 00:39:25,040
+express system لذلك فضلت ندخل في التفاصيل البنية
+
+468
+00:39:25,040 --> 00:39:29,440
+تبع ال system و كيف ال reasoning أو ال forward
+
+469
+00:39:29,440 --> 00:39:31,560
+chaining و ال backward chaining و بعدين بنشوف
+
+470
+00:39:31,560 --> 00:39:36,160
+الكلام النظري هذا براحتنا و بنفهمه بجهة أسهل فاحنا
+
+471
+00:39:36,160 --> 00:39:41,320
+الآن بنرجع لوين ل types of rules مقطة هذه تقريبا
+
+472
+00:39:42,810 --> 00:39:47,590
+بعد ما هو حاكي عن ال rules و إيش هي ال rule و
+
+473
+00:39:47,590 --> 00:39:54,290
+الهيكلية تبعتها أنه F و then فذكر عدد من أنواع
+
+474
+00:39:54,290 --> 00:39:59,810
+rules أنواع rules ال rule هذه مثلا على relation
+
+475
+00:39:59,810 --> 00:40:04,490
+type وهدولة recommendation أو هد ال rule
+
+476
+00:40:04,490 --> 00:40:07,810
+recommendation هد ال rule directive كيف يعني مثلا
+
+477
+00:40:07,810 --> 00:40:11,670
+relation يعني the fuel tank is empty then the car
+
+478
+00:40:11,670 --> 00:40:15,980
+is deadهذه القوة كل غلط بينها ان انا اتوضح القلاقة
+
+479
+00:40:15,980 --> 00:40:20,140
+بين عمل السيارة ان السيارة بتشتغل و لا بتشتغل و ما
+
+480
+00:40:20,140 --> 00:40:24,480
+بين ال fuel tank اذا ال fuel tank مليان فالسيارة
+
+481
+00:40:24,480 --> 00:40:29,480
+ممكن تشتغل ال fuel tank فاضي السيارة ماشي هذا
+
+482
+00:40:29,480 --> 00:40:34,580
+بختلف عن لما انا اجي اقول قوة اللي بتوصي بعمل شغل
+
+483
+00:40:34,580 --> 00:40:39,320
+او قوة اللي بتأمر بعمل اشي يعني هناthe season is
+
+484
+00:40:39,320 --> 00:40:43,060
+autumn and the sky is cloudy and the forecast is
+
+485
+00:40:43,060 --> 00:40:49,880
+drizzle cloud يعني إيش غائم و drizzle يعني مطر
+
+486
+00:40:49,880 --> 00:40:54,020
+خفيف فإذا هذا متحركتك then the advice is take an
+
+487
+00:40:54,020 --> 00:40:59,220
+umbrella مصيحة إن خد .. بس ما بقولك خد umbrella
+
+488
+00:40:59,220 --> 00:41:04,400
+إنما advice فهذا نوع من ال rules عبارة عن
+
+489
+00:41:04,400 --> 00:41:07,940
+recommendationهذا لا هو recommendation ولا هو أمر
+
+490
+00:41:07,940 --> 00:41:14,420
+هذا مجربة يوضح علاقة ما بين أنصارين او ما بين two
+
+491
+00:41:14,420 --> 00:41:20,340
+objects هذا بيقولك خد action if the car is dead
+
+492
+00:41:20,340 --> 00:41:26,040
+and the fuel tank is empty then the action is لازم
+
+493
+00:41:26,040 --> 00:41:31,000
+تعبي الاش the fuel tankواضح بس عشان نفهم المصطلحات
+
+494
+00:41:31,000 --> 00:41:33,260
+هذه إيش يعني relational rule وإيش يعني
+
+495
+00:41:33,260 --> 00:41:36,240
+recommendation rule وإيش يعني directive directive
+
+496
+00:41:36,240 --> 00:41:42,600
+يعني بتعطيلك أمر أو توجيه ماشي بعد هيك فيها ده
+
+497
+00:41:42,600 --> 00:41:48,660
+rules زي strategy rule إذا ال car is dead then the
+
+498
+00:41:48,660 --> 00:41:53,500
+action is check the fuel وإذا ماشي يعني بتقولك
+
+499
+00:41:53,500 --> 00:42:00,240
+check the fuel فهي كأنهاdirective ولكن لأن هذا ال
+
+500
+00:42:00,240 --> 00:42:05,300
+action ليس نهائي هو عبارة عن خطوة من خطوات متسلسلة
+
+501
+00:42:05,300 --> 00:42:10,060
+للوصول الى الهدف فهي عبارة عن ما هيش strategy rule
+
+502
+00:42:10,060 --> 00:42:13,420
+ما هيش directive rule هنا برضه نفس الشيء step one
+
+503
+00:42:13,420 --> 00:42:15,940
+is complete إذا step one is complete يعني بعد ما
+
+504
+00:42:15,940 --> 00:42:19,880
+تكون هذه اتحققت وصار step one is complete فإذا كان
+
+505
+00:42:19,880 --> 00:42:22,900
+step one is complete و the fuel tank is full then
+
+506
+00:42:22,900 --> 00:42:27,600
+the action is to check the batteryو نكون خلصنا
+
+507
+00:42:27,600 --> 00:42:33,900
+step number two وهذا الهدف ليس خطوة
+
+508
+00:42:33,900 --> 00:42:38,380
+أخرى في عملية البرنامج فهذا عبارة عن strategy rule
+
+509
+00:42:38,380 --> 00:42:44,540
+ال rule الهي عبارة عن كما كنا بنحكي في ال function
+
+510
+00:42:44,540 --> 00:42:51,260
+الهي رولها لغرض منها أطاق تقييم لجزء من عمل ال
+
+511
+00:42:51,260 --> 00:42:55,580
+systemthe spill is liquid يعني إذا كان ال .. الاشي
+
+512
+00:42:55,580 --> 00:43:00,780
+اللي بصير من السيارة سائل and the spill pH أقل من
+
+513
+00:43:00,780 --> 00:43:05,480
+6 بيبقى قلوي ولا حامض؟ قلوي ولا حمضي؟ الأقل من 6؟
+
+514
+00:43:05,480 --> 00:43:09,620
+بتعرفوا ال pH؟ أخدتوا كيميا؟ اه ال pH اللي هو ال
+
+515
+00:43:09,620 --> 00:43:15,180
+.. ال .. ال .. الأقل بيبقى قلوي، تمام؟ فهذا عادة
+
+516
+00:43:15,180 --> 00:43:21,270
+بيكون إيش؟ إيش يقال عميل البطارية و لا؟ أه؟الأقل
+
+517
+00:43:21,270 --> 00:43:24,830
+بيبدأ حامض صح؟ المهم هنا بناء على الكلام هذا الأقل
+
+518
+00:43:24,830 --> 00:43:29,950
+اللي بيبقى حامضي تمام؟ فعموما هو في الآخر الخلاصة
+
+519
+00:43:29,950 --> 00:43:36,450
+الهدف من هذا ال role انه تعطيلك that the spill
+
+520
+00:43:36,450 --> 00:43:42,910
+material is acidic acid انه تقولك ان هو ايش النوع
+
+521
+00:43:42,910 --> 00:43:48,180
+ال .. فتعطيلك معلومة اللي توجهك بعد هيكافي ال
+
+522
+00:43:48,180 --> 00:43:51,260
+rules الأخرى المعلومة هذه بتفيدك في ال rules
+
+523
+00:43:51,260 --> 00:43:54,600
+الأخرى عشان توجه عملية اللي هو البحث عن ال
+
+524
+00:43:54,600 --> 00:43:59,760
+solution بشكل بشكل أسرع تمام فهدول هم عبارة عن
+
+525
+00:43:59,760 --> 00:44:05,200
+الخمس types of rules بعد هيك احنا يعني عملينا الان
+
+526
+00:44:05,200 --> 00:44:10,000
+بنكون خلصنا كل الحكي اللي في ال slides هذه حكينا
+
+527
+00:44:10,000 --> 00:44:13,260
+في ال introduction حكينا في ال rules و أي نوعها
+
+528
+00:44:13,490 --> 00:44:19,030
+حكينا في ال players أو الأشخاص اللي بيساهمين في
+
+529
+00:44:19,030 --> 00:44:23,210
+بناء ال system طبعا هم بيشتغلوا ك team مع بعض
+
+530
+00:44:23,210 --> 00:44:27,350
+مابيشتغلوش متفرطين حكينا في ال structure تبع ال
+
+531
+00:44:27,350 --> 00:44:30,170
+express system حكينا في ال characteristics تبع ال
+
+532
+00:44:30,170 --> 00:44:34,390
+express system حكينا في ال inference forward و
+
+533
+00:44:34,390 --> 00:44:38,210
+backward و بعد ك آخر اشي حكينا في ال conflict
+
+534
+00:44:38,210 --> 00:44:39,570
+resolution
+
+535
+00:44:42,410 --> 00:44:48,470
+المحاضرة الجاية ان شاء الله بنحكي على role based
+
+536
+00:44:48,470 --> 00:44:56,910
+systems بس بندخل في ال probability بمعنى ان ال
+
+537
+00:44:56,910 --> 00:45:01,690
+roles ممكن يكون لها probability في الاستنتاج تبعها
+
+538
+00:45:01,690 --> 00:45:04,950
+يعني الاستنتاج تبعها بيبقى مش اكيد و كذا كدا حتى
+
+539
+00:45:04,950 --> 00:45:09,430
+ال condition بيبقى مش اكيدهذا كله يستخدم ال
+
+540
+00:45:09,430 --> 00:45:12,770
+probability لما لا انا متأكد من البيانات اللي
+
+541
+00:45:12,770 --> 00:45:16,910
+بيعطيها فبيبقى في uncertainty في هذا الحالة لازم
+
+542
+00:45:16,910 --> 00:45:22,390
+استخدم probability علشان احلل او اعمل inference
+
+543
+00:45:22,390 --> 00:45:23,850
+بشكل منطقي
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..bcdcc94811fa9bf9b7c61f29f62a768adfc6b734
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 3110, "start": 20.7, "end": 31.1, "text": "بسم الله الرحمن الرحيم محاضرة الماضية كنا غطينا المواضيع هذه في ال evolutionary computation", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 3714, 5016, 46958, 25720, 9673, 46958, 10632, 9122, 8315, 32771, 9566, 1829, 8315, 9673, 2407, 46958, 40228, 29538, 8978, 2423, 27567, 24903], "avg_logprob": -0.12658691965043545, "compression_ratio": 1.2586206896551724, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 20.7, "end": 21.04, "word": "بسم", "probability": 0.924560546875}, {"start": 21.04, "end": 21.2, "word": " الله", "probability": 0.9697265625}, {"start": 21.2, "end": 21.52, "word": " الرحمن", "probability": 0.94921875}, {"start": 21.52, "end": 22.0, "word": " الرحيم", "probability": 0.9903971354166666}, {"start": 22.0, "end": 23.22, "word": " محاضرة", "probability": 0.82318115234375}, {"start": 23.22, "end": 24.32, "word": " الماضية", "probability": 0.89990234375}, 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" الداخلية", "probability": 0.9718017578125}, {"start": 536.45, "end": 536.83, "word": " square", "probability": 0.29638671875}, {"start": 536.83, "end": 537.27, "word": " root", "probability": 0.8583984375}, {"start": 537.27, "end": 537.61, "word": " و", "probability": 0.57470703125}, {"start": 537.61, "end": 538.39, "word": " جواتها", "probability": 0.6556396484375}, {"start": 538.39, "end": 540.75, "word": " هذا", "probability": 0.1195068359375}, {"start": 540.75, "end": 541.13, "word": " ال", "probability": 0.912109375}, {"start": 541.13, "end": 541.63, "word": " expression", "probability": 0.72021484375}, {"start": 541.63, "end": 542.35, "word": " انا", "probability": 0.5458984375}, {"start": 542.35, "end": 542.69, "word": " ممكن", "probability": 0.8046875}, {"start": 542.69, "end": 543.47, "word": " امثله", "probability": 0.8209228515625}, {"start": 543.47, "end": 543.93, "word": " على", "probability": 0.89013671875}, {"start": 543.93, "end": 544.25, "word": " شكل", 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ال tail طبعا", "tokens": [6027, 2288, 10721, 3794, 6055, 3555, 3615, 2423, 1329, 11331, 9566, 1829, 8315, 3224, 9122, 7955, 5296, 20292, 8592, 22807, 34892, 10721, 3794, 6055, 3555, 3615, 2423, 1329, 16247, 12610, 7649, 10632, 33251, 3555, 48923, 11331, 9566, 1829, 8315, 3224, 9122, 32887, 2655, 32239, 8592, 22807, 23032, 3555, 3615, 995, 2423, 1329, 13672, 1829, 39894, 995, 27884, 16490, 1211, 10632, 8978, 3224, 8717, 995, 4587, 9381, 4032, 8978, 3224, 2423, 11296, 2423, 1772, 13672, 1829, 31439, 2423, 6838, 23032, 3555, 3615, 995], "avg_logprob": -0.38817770868898877, "compression_ratio": 1.7770700636942676, "no_speech_prob": 0.0, "words": [{"start": 554.88, "end": 555.44, "word": "الرأس", "probability": 0.67071533203125}, {"start": 555.44, "end": 555.78, "word": " تبع", "probability": 0.6628011067708334}, {"start": 555.78, "end": 556.16, "word": " ال", "probability": 0.83447265625}, {"start": 556.16, "end": 556.54, "word": " list", "probability": 0.9208984375}, {"start": 556.54, 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"end": 639.38, "word": " في", "probability": 0.32958984375}, {"start": 639.38, "end": 639.78, "word": " جوس", "probability": 0.6552734375}, {"start": 639.78, "end": 640.36, "word": " بسكوا", "probability": 0.63238525390625}, {"start": 640.36, "end": 641.06, "word": " هنا", "probability": 0.9765625}, {"start": 641.06, "end": 643.8, "word": " تلاتة", "probability": 0.6968994140625}, {"start": 643.8, "end": 647.54, "word": " اربعة", "probability": 0.7366536458333334}, {"start": 647.54, "end": 647.7, "word": " في", "probability": 0.8671875}, {"start": 647.7, "end": 648.04, "word": " الآخرة", "probability": 0.845703125}, {"start": 648.04, "end": 648.56, "word": " مظبوط", "probability": 0.8892578125}, {"start": 648.56, "end": 650.76, "word": " اربعة", "probability": 0.8310546875}, {"start": 650.76, "end": 651.18, "word": " جواز", "probability": 0.6027018229166666}, {"start": 651.18, "end": 651.46, "word": " مش", "probability": 0.85546875}, {"start": 651.46, "end": 651.82, "word": " عارفين", 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"temperature": 1.0}, {"id": 57, "seek": 166654, "start": 1640.16, "end": 1666.54, "text": "سلوشن كل سلوشن يتعبر عنه بشكل S expression ال generation كله size N مش ال expression الواحد طوله N لأ هم عندي عدد N من ال expressions من ال expressions okay الان we execute كل expression and calculate its fitness هو ال expression عبارة عن mathematical expression", "tokens": [3794, 1211, 2407, 8592, 1863, 28242, 8608, 1211, 2407, 8592, 1863, 7251, 2655, 3615, 3555, 2288, 18871, 3224, 4724, 8592, 28820, 318, 6114, 2423, 5125, 28242, 3224, 2744, 426, 37893, 2423, 6114, 2423, 14407, 24401, 23032, 12610, 3224, 426, 5296, 10721, 8032, 2304, 18871, 16254, 6225, 3215, 3215, 426, 9154, 2423, 15277, 9154, 2423, 15277, 1392, 2423, 7649, 321, 14483, 28242, 6114, 293, 8873, 1080, 15303, 31439, 2423, 6114, 6225, 3555, 9640, 3660, 18871, 18894, 6114], "avg_logprob": -0.3386769356665673, "compression_ratio": 1.7222222222222223, "no_speech_prob": 0.0, "words": [{"start": 1640.16, "end": 1640.88, "word": "سلوشن", 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نشوف قدش ال value اللي بقينا يام نشوف ال value هذا مقارنة بال data الحقيقية إيش المفروض هو يكون و بنحسب ال fitness ال fitness اللي هي إجمالي ال error تبع هذا ال expression", "tokens": [11149, 3045, 4866, 37495, 22653, 44945, 5016, 35457, 3224, 6225, 8592, 7649, 8717, 9566, 1211, 4587, 4032, 8717, 8592, 38688, 12174, 3215, 8592, 2423, 2158, 13672, 1829, 4724, 38436, 8315, 7251, 10943, 8717, 8592, 38688, 2423, 2158, 23758, 3714, 4587, 9640, 1863, 3660, 20666, 1412, 21542, 38436, 4587, 10632, 11933, 1829, 8592, 9673, 5172, 32887, 11242, 31439, 7251, 30544, 4032, 44945, 5016, 35457, 2423, 15303, 2423, 15303, 13672, 1829, 39896, 11933, 7435, 2304, 6027, 1829, 2423, 6713, 6055, 3555, 3615, 23758, 2423, 6114], "avg_logprob": -0.24479167181111516, "compression_ratio": 1.6307692307692307, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1667.8, "end": 1668.54, "word": "Executed", "probability": 0.730224609375}, {"start": 1668.54, "end": 1668.86, "word": " يعني", "probability": 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"temperature": 1.0}, {"id": 75, "seek": 216258, "start": 2146.48, "end": 2162.58, "text": "بدخلها ال fitness function عشان تعطيني ال fitness هتقولي ان والله هذه ال parameters بتجربني او ال error بتبعها هجد الان انا بدي اعمل اذا والله", "tokens": [3555, 3215, 9778, 1211, 11296, 2423, 15303, 2445, 6225, 8592, 7649, 6055, 3615, 9566, 1829, 22653, 2423, 15303, 8032, 2655, 39648, 1829, 16472, 16070, 43761, 29538, 2423, 9834, 39894, 7435, 25513, 22653, 1975, 2407, 2423, 6713, 39894, 3555, 3615, 11296, 8032, 7435, 3215, 2423, 7649, 1975, 8315, 4724, 16254, 1975, 25957, 1211, 1975, 15730, 16070, 43761], "avg_logprob": -0.42817981619583934, "compression_ratio": 1.5, "no_speech_prob": 0.0, "words": [{"start": 2146.48, "end": 2147.02, "word": "بدخلها", "probability": 0.5950439453125}, {"start": 2147.02, "end": 2147.16, "word": " ال", "probability": 0.349365234375}, {"start": 2147.16, "end": 2147.42, "word": " fitness", "probability": 0.64892578125}, {"start": 2147.42, "end": 2148.0, "word": " 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يطلع معايا إذا ال fitness عطلتني إشي اللي أنا بدور عليه خلاص انتهى الموضوع بس هذا مش هيحصل من أول iteration إذا ماحصلش و هو غالبا مش هيحصل من أول iteration يمكنك أن تعمل offspring إيش يعني offspring يعني ابن من هذا ال solution كيف بقى generate كيف .. how do I create a new offspring من اللي هو إيش من السابق", "tokens": [6027, 39184, 6713, 11933, 15730, 2423, 39184, 6713, 7251, 9566, 1211, 3615, 20449, 995, 25528, 11933, 15730, 2423, 15303, 6225, 9566, 1211, 2655, 22653, 11933, 8592, 1829, 13672, 1829, 41850, 47525, 13063, 47356, 16490, 1211, 33546, 16472, 47395, 7578, 9673, 2407, 11242, 45367, 4724, 3794, 23758, 37893, 39896, 5016, 36520, 9154, 5551, 12610, 24784, 11933, 15730, 19446, 5016, 36520, 8592, 4032, 31439, 32771, 6027, 3555, 995, 37893, 39896, 5016, 36520, 9154, 5551, 12610, 24784, 7251, 43020, 4117, 14739, 6055, 25957, 1211, 36857, 11933, 1829, 8592, 37495, 22653, 36857, 37495, 22653, 48127, 1863, 9154, 23758, 2423, 3827, 9122, 33911, 4724, 4587, 7578, 8460, 9122, 33911, 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اعتقد عندي هنا اه ال normal distribution اللي فيه عندي لها center اللي هو ال average و لها sigma ال sigma اللي هي standard deviation بناء على ال sigma بتحدد ماذا كان", "tokens": [1211, 28820, 36764, 24401, 9154, 29538, 2423, 13075, 39894, 3615, 28480, 14407, 2423, 2710, 7316, 2445, 1975, 34268, 28543, 18871, 16254, 34105, 1975, 3224, 2423, 2710, 7316, 13672, 1829, 8978, 3224, 18871, 16254, 5296, 11296, 3056, 13672, 1829, 31439, 2423, 4274, 4032, 5296, 11296, 12771, 2423, 12771, 13672, 1829, 39896, 3832, 25163, 44945, 16606, 15844, 2423, 12771, 39894, 24401, 3215, 3714, 45636, 995, 25961], "avg_logprob": -0.3401442307692308, "compression_ratio": 1.682051282051282, "no_speech_prob": 0.0, "words": [{"start": 2193.04, "end": 2193.52, "word": "لكل", "probability": 0.770751953125}, {"start": 2193.52, "end": 2193.9, "word": " واحد", "probability": 0.990234375}, {"start": 2193.9, "end": 2194.16, "word": " من", "probability": 0.97314453125}, {"start": 2194.16, "end": 2194.4, "word": " هذه", 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بختار القيمة 4% يبقى أنا غالبا الرقم اللي هحصل عليه جديد X1 prime هيكون X1 الأصلي زائد قيمة صغيرة صغيرة قريبة من الرقم الأولاني كل ما أنا القيمة الكبيرة هذه نص", "tokens": [3615, 23942, 5551, 3794, 32277, 4974, 1230, 4724, 46456, 9640, 25062, 32640, 3660, 1017, 4, 7251, 3555, 4587, 7578, 41850, 32771, 6027, 3555, 995, 34892, 4587, 2304, 13672, 1829, 8032, 5016, 36520, 47356, 10874, 16254, 3215, 1783, 16, 5835, 8032, 1829, 30544, 1783, 16, 16247, 9381, 20292, 30767, 16373, 3215, 12174, 32640, 3660, 20328, 17082, 48923, 20328, 17082, 48923, 12174, 16572, 49401, 9154, 34892, 4587, 2304, 16247, 12610, 7649, 1829, 28242, 19446, 41850, 25062, 32640, 3660, 33251, 3555, 48923, 29538, 8717, 9381], "avg_logprob": -0.21912650315158338, "compression_ratio": 1.5824742268041236, "no_speech_prob": 0.0, "words": [{"start": 2273.28, "end": 2273.84, "word": "على", "probability": 0.8681640625}, {"start": 2273.84, "end": 2274.2, "word": " أساس", "probability": 0.8741861979166666}, {"start": 2274.2, "end": 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2282.3, "word": " عليه", "probability": 0.92919921875}, {"start": 2282.3, "end": 2284.04, "word": " جديد", "probability": 0.8152669270833334}, {"start": 2284.04, "end": 2286.52, "word": " X1", "probability": 0.665771484375}, {"start": 2286.52, "end": 2286.94, "word": " prime", "probability": 0.5126953125}, {"start": 2286.94, "end": 2287.86, "word": " هيكون", "probability": 0.7830403645833334}, {"start": 2287.86, "end": 2289.1, "word": " X1", "probability": 0.93408203125}, {"start": 2289.1, "end": 2289.56, "word": " الأصلي", "probability": 0.7880859375}, {"start": 2289.56, "end": 2290.32, "word": " زائد", "probability": 0.8209635416666666}, {"start": 2290.32, "end": 2291.28, "word": " قيمة", "probability": 0.9814453125}, {"start": 2291.28, "end": 2291.94, "word": " صغيرة", "probability": 0.99267578125}, {"start": 2291.94, "end": 2293.38, "word": " صغيرة", "probability": 0.88427734375}, {"start": 2293.38, "end": 2294.54, "word": " قريبة", "probability": 0.9059244791666666}, {"start": 2294.54, "end": 2294.78, "word": " من", "probability": 0.99072265625}, {"start": 2294.78, "end": 2295.38, "word": " الرقم", "probability": 0.9820963541666666}, {"start": 2295.38, "end": 2296.64, "word": " الأولاني", "probability": 0.8773193359375}, {"start": 2296.64, "end": 2297.64, "word": " كل", "probability": 0.475341796875}, {"start": 2297.64, "end": 2297.86, "word": " ما", "probability": 0.76123046875}, {"start": 2297.86, "end": 2298.2, "word": " أنا", "probability": 0.734375}, {"start": 2298.2, "end": 2299.2, "word": " القيمة", "probability": 0.9059244791666666}, {"start": 2299.2, "end": 2299.66, "word": " الكبيرة", "probability": 0.9842122395833334}, {"start": 2299.66, "end": 2300.1, "word": " هذه", "probability": 0.51171875}, {"start": 2300.1, "end": 2301.78, "word": " نص", "probability": 0.3851318359375}], "temperature": 1.0}, {"id": 81, "seek": 233146, "start": 2302.51, "end": 2331.47, "text": "هنا واحد هنا اتنين و نص ايش احتمالية ان انا احصل على اتنين و نص ضعيفة جدا بالان على ال normal distribution احتمالية ان احصل على الأرقام الصغيرة اعلى من احتمالية الحصول على أرقام كبيرة صح يبقى عمليا تغيير الرقم من X1 إلى value جديد هيفجأ احتمالية ان يبقى ال value الجديد قريب من ال value الأولاني قريب من ال value الأولاني عالي الاحتمالية عالي", "tokens": [3224, 8315, 36764, 24401, 34105, 1975, 2655, 1863, 9957, 4032, 8717, 9381, 1975, 1829, 8592, 1975, 33753, 2304, 6027, 10632, 16472, 1975, 8315, 1975, 5016, 36520, 15844, 1975, 2655, 1863, 9957, 4032, 8717, 9381, 48812, 3615, 33911, 3660, 10874, 28259, 20666, 7649, 15844, 2423, 2710, 7316, 1975, 33753, 2304, 6027, 10632, 16472, 1975, 5016, 36520, 15844, 16247, 2288, 4587, 10943, 31767, 17082, 48923, 1975, 3615, 23942, 9154, 1975, 33753, 2304, 6027, 10632, 21542, 9381, 12610, 15844, 5551, 2288, 4587, 10943, 9122, 3555, 48923, 20328, 5016, 7251, 3555, 4587, 7578, 6225, 2304, 20292, 995, 6055, 17082, 1829, 13546, 34892, 4587, 2304, 9154, 1783, 16, 30731, 2158, 10874, 16254, 3215, 8032, 33911, 7435, 10721, 1975, 33753, 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2305.05, "end": 2305.75, "word": " احتمالية", "probability": 0.9689453125}, {"start": 2305.75, "end": 2305.99, "word": " ان", "probability": 0.87353515625}, {"start": 2305.99, "end": 2306.47, "word": " انا", "probability": 0.6962890625}, {"start": 2306.47, "end": 2307.49, "word": " احصل", "probability": 0.9513346354166666}, {"start": 2307.49, "end": 2307.65, "word": " على", "probability": 0.888671875}, {"start": 2307.65, "end": 2307.93, "word": " اتنين", "probability": 0.97021484375}, {"start": 2307.93, "end": 2308.03, "word": " و", "probability": 0.994140625}, {"start": 2308.03, "end": 2308.25, "word": " نص", "probability": 0.9716796875}, {"start": 2308.25, "end": 2308.79, "word": " ضعيفة", "probability": 0.72235107421875}, {"start": 2308.79, "end": 2309.17, "word": " جدا", "probability": 0.987060546875}, {"start": 2309.17, "end": 2311.21, "word": " بالان", "probability": 0.395111083984375}, {"start": 2311.21, "end": 2311.45, "word": " على", "probability": 0.53271484375}, {"start": 2311.45, "end": 2311.85, "word": " ال", "probability": 0.48095703125}, {"start": 2311.85, "end": 2312.05, "word": " normal", "probability": 0.45166015625}, {"start": 2312.05, "end": 2312.63, "word": " distribution", "probability": 0.89111328125}, {"start": 2312.63, "end": 2313.07, "word": " احتمالية", "probability": 0.95576171875}, {"start": 2313.07, "end": 2313.19, "word": " ان", "probability": 0.90380859375}, {"start": 2313.19, "end": 2313.55, "word": " احصل", "probability": 0.9033203125}, {"start": 2313.55, "end": 2313.75, "word": " على", "probability": 0.93408203125}, {"start": 2313.75, "end": 2314.19, "word": " الأرقام", "probability": 0.8785400390625}, {"start": 2314.19, "end": 2314.73, "word": " الصغيرة", "probability": 0.9752604166666666}, {"start": 2314.73, "end": 2315.29, "word": " اعلى", "probability": 0.87255859375}, {"start": 2315.29, "end": 2316.01, "word": " من", "probability": 0.96142578125}, {"start": 2316.01, "end": 2316.49, "word": " احتمالية", "probability": 0.9701171875}, {"start": 2316.49, "end": 2316.83, "word": " الحصول", "probability": 0.9801432291666666}, {"start": 2316.83, "end": 2316.97, "word": " على", "probability": 0.80322265625}, {"start": 2316.97, "end": 2317.27, "word": " أرقام", "probability": 0.9031982421875}, {"start": 2317.27, "end": 2317.65, "word": " كبيرة", "probability": 0.9378255208333334}, {"start": 2317.65, "end": 2318.03, "word": " صح", "probability": 0.7073974609375}, {"start": 2318.03, "end": 2318.67, "word": " يبقى", "probability": 0.78759765625}, {"start": 2318.67, "end": 2319.35, "word": " عمليا", "probability": 0.87841796875}, {"start": 2319.35, "end": 2320.53, "word": " تغيير", "probability": 0.96728515625}, {"start": 2320.53, "end": 2321.01, "word": " الرقم", "probability": 0.97705078125}, {"start": 2321.01, "end": 2321.19, "word": " من", "probability": 0.9521484375}, {"start": 2321.19, "end": 2322.11, "word": " X1", "probability": 0.6474609375}, {"start": 2322.11, "end": 2322.39, "word": " إلى", "probability": 0.57666015625}, {"start": 2322.39, "end": 2322.85, "word": " value", "probability": 0.619140625}, {"start": 2322.85, "end": 2323.35, "word": " جديد", "probability": 0.9508463541666666}, {"start": 2323.35, "end": 2323.95, "word": " هيفجأ", "probability": 0.713348388671875}, {"start": 2323.95, "end": 2324.71, "word": " احتمالية", "probability": 0.9517578125}, {"start": 2324.71, "end": 2324.91, "word": " ان", "probability": 0.87744140625}, {"start": 2324.91, "end": 2325.27, "word": " يبقى", "probability": 0.9083251953125}, {"start": 2325.27, "end": 2325.39, "word": " ال", "probability": 0.84716796875}, {"start": 2325.39, "end": 2325.65, "word": " value", "probability": 0.86181640625}, {"start": 2325.65, "end": 2326.53, "word": " الجديد", "probability": 0.8971354166666666}, {"start": 2326.53, "end": 2327.05, "word": " قريب", "probability": 0.9939778645833334}, {"start": 2327.05, "end": 2327.33, "word": " من", "probability": 0.99169921875}, {"start": 2327.33, "end": 2327.47, "word": " ال", "probability": 0.8955078125}, {"start": 2327.47, "end": 2327.67, "word": " value", "probability": 0.84912109375}, {"start": 2327.67, "end": 2328.67, "word": " الأولاني", "probability": 0.9058837890625}, {"start": 2328.67, "end": 2329.11, "word": " قريب", "probability": 0.8756510416666666}, {"start": 2329.11, "end": 2329.23, "word": " من", "probability": 0.99072265625}, {"start": 2329.23, "end": 2329.35, "word": " ال", "probability": 0.94384765625}, {"start": 2329.35, "end": 2329.55, "word": " value", "probability": 0.97021484375}, {"start": 2329.55, "end": 2330.09, "word": " الأولاني", "probability": 0.95361328125}, {"start": 2330.09, "end": 2330.57, "word": " عالي", "probability": 0.7902018229166666}, {"start": 2330.57, "end": 2331.15, "word": " الاحتمالية", "probability": 0.86796875}, {"start": 2331.15, "end": 2331.47, "word": " عالي", "probability": 0.81689453125}], "temperature": 1.0}, {"id": 82, "seek": 235888, "start": 2331.94, "end": 2358.88, "text": "و كذلك الحال بجيت ال parameters يبقى انا عمليا القالية التغيير من ال solution السابق لل solution اللاحق هي بس اللي هو ال random numbers اللي احصل عليها من خلال ال normal distribution فبعمل randomization من solution ل solution و في كل مرة بحسب", "tokens": [2407, 9122, 8848, 23275, 21542, 6027, 4724, 7435, 36081, 2423, 9834, 7251, 3555, 4587, 7578, 1975, 8315, 6225, 2304, 20292, 995, 25062, 6027, 10632, 16712, 17082, 1829, 13546, 9154, 2423, 3827, 21136, 16758, 4587, 24976, 3827, 13672, 39319, 4587, 39896, 4724, 3794, 13672, 1829, 31439, 2423, 4974, 3547, 13672, 1829, 1975, 5016, 36520, 25894, 11296, 9154, 16490, 1211, 6027, 2423, 2710, 7316, 6156, 3555, 25957, 1211, 4974, 2144, 9154, 3827, 5296, 3827, 4032, 8978, 28242, 3714, 25720, 4724, 5016, 35457], "avg_logprob": -0.3150077219362612, "compression_ratio": 1.6985645933014355, "no_speech_prob": 0.0, "words": [{"start": 2331.94, "end": 2332.12, "word": "و", "probability": 0.5517578125}, {"start": 2332.12, "end": 2332.46, "word": " كذلك", "probability": 0.8902994791666666}, {"start": 2332.46, "end": 2332.84, "word": " الحال", "probability": 0.5970458984375}, {"start": 2332.84, "end": 2333.28, "word": " بجيت", "probability": 0.4710286458333333}, {"start": 2333.28, "end": 2333.46, "word": " ال", "probability": 0.8603515625}, {"start": 2333.46, "end": 2335.68, "word": " parameters", "probability": 0.62841796875}, {"start": 2335.68, "end": 2336.52, "word": " يبقى", "probability": 0.6342926025390625}, {"start": 2336.52, "end": 2336.76, "word": " انا", "probability": 0.6810302734375}, {"start": 2336.76, "end": 2337.4, "word": " عمليا", "probability": 0.82421875}, {"start": 2337.4, "end": 2338.78, "word": " القالية", "probability": 0.51611328125}, {"start": 2338.78, "end": 2340.6, "word": " التغيير", "probability": 0.96875}, {"start": 2340.6, "end": 2341.36, "word": " من", "probability": 0.9384765625}, {"start": 2341.36, "end": 2341.52, "word": " ال", "probability": 0.409912109375}, {"start": 2341.52, "end": 2341.9, "word": " solution", "probability": 0.92919921875}, {"start": 2341.9, "end": 2342.44, "word": " السابق", "probability": 0.9490559895833334}, {"start": 2342.44, "end": 2342.6, "word": " لل", "probability": 0.6845703125}, {"start": 2342.6, "end": 2343.04, "word": " solution", "probability": 0.96533203125}, {"start": 2343.04, "end": 2343.62, "word": " اللاحق", "probability": 0.6793619791666666}, {"start": 2343.62, "end": 2344.28, "word": " هي", "probability": 0.80126953125}, {"start": 2344.28, "end": 2344.74, "word": " بس", "probability": 0.886474609375}, {"start": 2344.74, "end": 2345.3, "word": " اللي", "probability": 0.6392822265625}, {"start": 2345.3, "end": 2345.56, "word": " هو", "probability": 0.9091796875}, {"start": 2345.56, "end": 2345.8, "word": " ال", "probability": 0.8115234375}, {"start": 2345.8, "end": 2346.08, "word": " random", "probability": 0.72802734375}, {"start": 2346.08, "end": 2346.68, "word": " numbers", "probability": 0.65869140625}, {"start": 2346.68, "end": 2346.84, "word": " اللي", "probability": 0.963623046875}, {"start": 2346.84, "end": 2347.22, "word": " احصل", "probability": 0.74951171875}, {"start": 2347.22, "end": 2347.6, "word": " عليها", "probability": 0.71875}, {"start": 2347.6, "end": 2347.76, "word": " من", "probability": 0.958984375}, {"start": 2347.76, "end": 2348.26, "word": " خلال", "probability": 0.9205729166666666}, {"start": 2348.26, "end": 2348.64, "word": " ال", "probability": 0.763671875}, {"start": 2348.64, "end": 2348.86, "word": " normal", "probability": 0.607421875}, {"start": 2348.86, "end": 2349.62, "word": " distribution", "probability": 0.8857421875}, {"start": 2349.62, "end": 2352.72, "word": " فبعمل", "probability": 0.67706298828125}, {"start": 2352.72, "end": 2354.94, "word": " randomization", "probability": 0.9189453125}, {"start": 2354.94, "end": 2355.28, "word": " من", "probability": 0.92919921875}, {"start": 2355.28, "end": 2356.14, "word": " solution", "probability": 0.96044921875}, {"start": 2356.14, "end": 2356.26, "word": " ل", "probability": 0.9111328125}, {"start": 2356.26, "end": 2356.72, "word": " solution", "probability": 0.98046875}, {"start": 2356.72, "end": 2357.26, "word": " و", "probability": 0.91259765625}, {"start": 2357.26, "end": 2357.38, "word": " في", "probability": 0.7314453125}, {"start": 2357.38, "end": 2357.58, "word": " كل", "probability": 0.98388671875}, {"start": 2357.58, "end": 2357.88, "word": " مرة", "probability": 0.99462890625}, {"start": 2357.88, "end": 2358.88, "word": " بحسب", "probability": 0.8894856770833334}], "temperature": 1.0}, {"id": 83, "seek": 238542, "start": 2360.61, "end": 2385.43, "text": "الـ fitness لان بعد ما غيرت انا ال parameters X1 X2 X3 إلى القيم الجديدة بحسب ال fitness صح بدخل القيم الجديدة X1 prime X2 prime و بحسب ال fitness الجديد لان هنا برضه الفرق الآخر ما بين ال genetic algorithm و ال genetic strategy انه", "tokens": [6027, 39184, 15303, 5296, 7649, 39182, 19446, 32771, 13546, 2655, 1975, 8315, 2423, 9834, 1783, 16, 1783, 17, 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2479.56, "word": " ال", "probability": 0.81591796875}, {"start": 2479.56, "end": 2480.18, "word": " normal", "probability": 0.487548828125}, {"start": 2480.18, "end": 2481.02, "word": " distribution", "probability": 0.9091796875}, {"start": 2481.02, "end": 2481.84, "word": " ال", "probability": 0.5888671875}, {"start": 2481.84, "end": 2482.18, "word": " values", "probability": 0.916015625}, {"start": 2482.18, "end": 2482.32, "word": " اللي", "probability": 0.942626953125}, {"start": 2482.32, "end": 2482.68, "word": " باخدها", "probability": 0.929931640625}, {"start": 2482.68, "end": 2482.8, "word": " من", "probability": 0.96337890625}, {"start": 2482.8, "end": 2482.9, "word": " ال", "probability": 0.880859375}, {"start": 2482.9, "end": 2483.08, "word": " normal", "probability": 0.8095703125}, {"start": 2483.08, "end": 2483.52, "word": " distribution", "probability": 0.91650390625}, {"start": 2483.52, "end": 2483.74, "word": " هذا", "probability": 0.316162109375}, {"start": 2483.74, "end": 2484.04, "word": " ألف", "probability": 0.6900634765625}, {"start": 2484.04, "end": 2484.96, "word": " بقى", "probability": 0.8528645833333334}, {"start": 2484.96, "end": 2485.3, "word": " أنه", "probability": 0.672119140625}, {"start": 2485.3, "end": 2485.4, "word": " في", "probability": 0.9306640625}, {"start": 2485.4, "end": 2485.52, "word": " ال", "probability": 0.96240234375}, {"start": 2485.52, "end": 2486.54, "word": " genetic", "probability": 0.260498046875}, {"start": 2486.54, "end": 2487.3, "word": " strategy", "probability": 0.8037109375}, {"start": 2487.3, "end": 2488.1, "word": " أنا", "probability": 0.65283203125}, {"start": 2488.1, "end": 2488.44, "word": " ما", "probability": 0.7529296875}, {"start": 2488.44, "end": 2489.08, "word": " باخد", "probability": 0.8665364583333334}, {"start": 2489.08, "end": 2489.72, "word": " children", "probability": 0.8525390625}, {"start": 2489.72, "end": 2490.14, "word": " إلا", "probability": 0.939208984375}, {"start": 2490.14, "end": 2490.34, "word": " إذا", "probability": 0.980224609375}, {"start": 2490.34, "end": 2490.72, "word": " كان", "probability": 0.99609375}, {"start": 2490.72, "end": 2491.56, "word": " أحسن", "probability": 0.940185546875}, {"start": 2491.56, "end": 2491.8, "word": " أو", "probability": 0.763671875}, {"start": 2491.8, "end": 2492.1, "word": " child", "probability": 0.64208984375}, {"start": 2492.1, "end": 2492.36, "word": " إلا", "probability": 0.96044921875}, {"start": 2492.36, "end": 2492.54, "word": " إذا", "probability": 0.98486328125}, {"start": 2492.54, "end": 2492.72, "word": " كان", "probability": 0.9892578125}, {"start": 2492.72, "end": 2493.1, "word": " أفضل", "probability": 0.9892578125}, {"start": 2493.1, "end": 2493.28, "word": " من", "probability": 0.99365234375}, {"start": 2493.28, "end": 2493.54, "word": " ال", "probability": 0.9765625}, {"start": 2493.54, "end": 2494.26, "word": " parent", "probability": 0.94873046875}], "temperature": 1.0}, {"id": 88, "seek": 250051, "start": 2495.71, "end": 2500.51, "text": "هكذا فغطينا موضوع evolution strategies", "tokens": [3224, 4117, 15730, 6156, 17082, 9566, 1829, 8315, 3714, 2407, 11242, 45367, 9303, 9029], "avg_logprob": -0.43098958730697634, "compression_ratio": 0.8983050847457628, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2495.71, "end": 2496.77, "word": "هكذا", "probability": 0.7081705729166666}, {"start": 2496.77, "end": 2498.53, "word": " فغطينا", "probability": 0.6338623046875}, {"start": 2498.53, "end": 2499.11, "word": " موضوع", "probability": 0.943359375}, {"start": 2499.11, "end": 2499.67, "word": " evolution", "probability": 0.351318359375}, {"start": 2499.67, "end": 2500.51, "word": " strategies", "probability": 0.68505859375}], "temperature": 1.0}, {"id": 89, "seek": 252766, "start": 2503.62, "end": 2527.66, "text": "و المحاضرة تجاه ان شاء الله بتبدأ ناخد نتجه في تجاه systems intelligence systems اللي بتدمج ما بين various او مختلف ال techniques او ال artificial intelligence ال techniques اللي شوفناها حتى neural networks، genetic algorithm, fuzzy logic و كده يعطيكم معرفة", "tokens": [2407, 9673, 5016, 46958, 25720, 6055, 7435, 40294, 16472, 13412, 16606, 21984, 39894, 44510, 10721, 8717, 47283, 3215, 8717, 2655, 7435, 3224, 8978, 6055, 7435, 40294, 3652, 7599, 3652, 13672, 1829, 39894, 40448, 7435, 19446, 49374, 3683, 1975, 2407, 3714, 46456, 46538, 2423, 7512, 1975, 2407, 2423, 11677, 7599, 2423, 7512, 13672, 1829, 13412, 38688, 8315, 11296, 11331, 49975, 18161, 9590, 12399, 12462, 9284, 11, 34710, 9952, 4032, 9122, 3215, 3224, 37495, 9566, 1829, 24793, 20449, 28480, 3660], "avg_logprob": -0.28678796034825, "compression_ratio": 1.5256410256410255, "no_speech_prob": 0.0, "words": [{"start": 2503.62, "end": 2504.0, "word": "و", "probability": 0.8662109375}, {"start": 2504.0, "end": 2504.66, "word": " المحاضرة", "probability": 0.917724609375}, {"start": 2504.66, "end": 2504.88, "word": " تجاه", "probability": 0.6424967447916666}, {"start": 2504.88, "end": 2505.02, "word": " ان", "probability": 0.7431640625}, {"start": 2505.02, "end": 2505.22, "word": " شاء", "probability": 0.953857421875}, {"start": 2505.22, "end": 2505.3, "word": " الله", "probability": 0.9697265625}, {"start": 2505.3, "end": 2506.0, "word": " بتبدأ", "probability": 0.7082926432291666}, {"start": 2506.0, "end": 2506.86, "word": " ناخد", "probability": 0.9759114583333334}, {"start": 2506.86, "end": 2508.76, "word": " نتجه", "probability": 0.8779296875}, {"start": 2508.76, "end": 2508.88, "word": " في", "probability": 0.86474609375}, {"start": 2508.88, "end": 2509.36, "word": " تجاه", "probability": 0.9278971354166666}, {"start": 2509.36, "end": 2511.06, "word": " systems", "probability": 0.87158203125}, {"start": 2511.06, "end": 2511.44, "word": " intelligence", "probability": 0.4736328125}, {"start": 2511.44, "end": 2512.08, "word": " systems", "probability": 0.94970703125}, {"start": 2512.08, "end": 2512.44, "word": " اللي", "probability": 0.897216796875}, {"start": 2512.44, "end": 2513.2, "word": " بتدمج", "probability": 0.9381510416666666}, {"start": 2513.2, "end": 2513.4, "word": " ما", "probability": 0.466064453125}, {"start": 2513.4, "end": 2513.66, "word": " بين", "probability": 0.96435546875}, {"start": 2513.66, "end": 2515.16, "word": " various", "probability": 0.92919921875}, {"start": 2515.16, "end": 2515.56, "word": " او", "probability": 0.771484375}, {"start": 2515.56, "end": 2516.2, "word": " مختلف", "probability": 0.9920247395833334}, {"start": 2516.2, "end": 2516.68, "word": " ال", "probability": 0.8896484375}, {"start": 2516.68, "end": 2517.62, "word": " techniques", "probability": 0.93115234375}, {"start": 2517.62, "end": 2518.36, "word": " او", "probability": 0.909912109375}, {"start": 2518.36, "end": 2518.52, "word": " ال", "probability": 0.94384765625}, {"start": 2518.52, "end": 2519.72, "word": " artificial", "probability": 0.822265625}, {"start": 2519.72, "end": 2520.32, "word": " intelligence", "probability": 0.89794921875}, {"start": 2520.32, "end": 2520.78, "word": " ال", "probability": 0.36669921875}, {"start": 2520.78, "end": 2521.16, "word": " techniques", "probability": 0.9248046875}, {"start": 2521.16, "end": 2521.62, "word": " اللي", "probability": 0.922607421875}, {"start": 2521.62, "end": 2522.02, "word": " شوفناها", "probability": 0.8804931640625}, {"start": 2522.02, "end": 2522.3, "word": " حتى", "probability": 0.899658203125}, {"start": 2522.3, "end": 2522.76, "word": " neural", "probability": 0.689453125}, {"start": 2522.76, "end": 2523.36, "word": " networks،", "probability": 0.5213623046875}, {"start": 2523.36, "end": 2523.54, "word": " genetic", "probability": 0.88916015625}, {"start": 2523.54, "end": 2524.12, "word": " algorithm,", "probability": 0.59521484375}, {"start": 2524.64, "end": 2524.84, "word": " fuzzy", "probability": 0.75146484375}, {"start": 2524.84, "end": 2525.28, "word": " logic", "probability": 0.9765625}, {"start": 2525.28, "end": 2525.64, 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\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..31032ffb6a154e2776ac1207eb1e4bb353985aad
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/v2GTO0WH9Mo_raw.srt
@@ -0,0 +1,1852 @@
+1
+00:00:20,700 --> 00:00:25,400
+بسم الله الرحمن الرحيم محاضرة الماضية كنا غطينا
+
+2
+00:00:25,400 --> 00:00:31,950
+المواضيع هذه في ال evolutionary computationحكينا
+
+3
+00:00:31,950 --> 00:00:35,950
+عن ال genetic algorithm و قليتها الأساسية و بعدها
+
+4
+00:00:35,950 --> 00:00:42,170
+شفنا مثلين صغار و بعدها طلعنا على ال case study
+
+5
+00:00:42,170 --> 00:00:46,750
+تبع ال maintenance scheduling اذا بتذكر كانت اللي
+
+6
+00:00:46,750 --> 00:00:50,350
+هو ال power plant المحطة التوليد الطاقة و كان فيها
+
+7
+00:00:50,350 --> 00:00:55,730
+عدة units سبعة units و كان المطلوب هو إيجاد جدول
+
+8
+00:00:56,730 --> 00:01:01,930
+لتشغيل وفصل ال units فصلها من أجل ال maintenance
+
+9
+00:01:01,930 --> 00:01:08,850
+وشوفنا كيف استخدمت ال genetic algorithm في حل
+
+10
+00:01:08,850 --> 00:01:13,130
+المثال هذه المحاضرة هذه ان شاء الله بدنا نشوف الشق
+
+11
+00:01:13,130 --> 00:01:17,430
+التاني من الحكي عن ال من موضوع ال evolutionary
+
+12
+00:01:17,430 --> 00:01:21,390
+computation اللي هو بيحتوي على او بيشتمل على
+
+13
+00:01:21,390 --> 00:01:27,310
+موضوعينالصغار اللي هم ال evolution strategies و ال
+
+14
+00:01:27,310 --> 00:01:32,790
+genetic programming الاتنين عبارة عن واحد منهم
+
+15
+00:01:32,790 --> 00:01:37,450
+يعني تطبيق لل genetic algorithm والتاني او الاولان
+
+16
+00:01:37,450 --> 00:01:43,590
+يعني عبارة عن قلية evolutionary computation شبيهة
+
+17
+00:01:43,590 --> 00:01:48,910
+كبيرة كتير بال genetic algorithm يعني تتشبه انك
+
+18
+00:01:48,910 --> 00:01:52,130
+تتقطع معاها في أمور و تتختلف معاها في أمور أخرى
+
+19
+00:01:52,620 --> 00:01:59,200
+نبدأ احنا الآن من ال genetic programming من ال
+
+20
+00:01:59,200 --> 00:02:04,100
+genetic programming اللي هو النص التاني
+
+21
+00:02:04,100 --> 00:02:08,500
+انا
+
+22
+00:02:08,500 --> 00:02:16,600
+عكست الترتيب genetic programming و
+
+23
+00:02:16,600 --> 00:02:18,480
+main evolutionary
+
+24
+00:02:27,940 --> 00:02:33,820
+Evolution strategies كلمة
+
+25
+00:02:33,820 --> 00:02:36,320
+genetic programming genetic algorithm genetic
+
+26
+00:02:36,320 --> 00:02:40,500
+programming ايش بتقدر تفهم من ال title هذا شو
+
+27
+00:02:40,500 --> 00:02:45,860
+مقصود من genetic programming برمجة جينية مثلا
+
+28
+00:02:48,930 --> 00:02:52,970
+باختصار الـ genetic programming المقصود بيه خلّيني
+
+29
+00:02:52,970 --> 00:02:56,290
+أطلع على best slides على طول ننتقل طبعا أنا بعدي
+
+30
+00:02:56,290 --> 00:03:01,570
+الكلام عن ال evolution strategies وبنتقل على طول
+
+31
+00:03:01,570 --> 00:03:05,910
+على ال genetic programming عشان أرجعلها بعدين ال
+
+32
+00:03:05,910 --> 00:03:09,750
+genetic programming مقصود بيها اللي هو البرمجة
+
+33
+00:03:09,750 --> 00:03:14,770
+برمجة يعني كتابة برامج بالاستعانة بال genetic
+
+34
+00:03:16,800 --> 00:03:22,840
+method أو genetic algorithm تخيل كيف ممكن الكلام
+
+35
+00:03:22,840 --> 00:03:26,240
+هذا ناخد فكرة بسيطة
+
+36
+00:03:46,700 --> 00:03:48,040
+الـ Example هذا الصغير
+
+37
+00:04:21,800 --> 00:04:27,300
+Okay أخد example هذا هذا
+
+38
+00:04:27,300 --> 00:04:31,360
+يلي يلي المعادلة تبعت ال water في المثلث قوام
+
+39
+00:04:31,360 --> 00:04:37,920
+الزاوية صح مش ال water في
+
+40
+00:04:37,920 --> 00:04:42,900
+طريقة دلوقت
+
+41
+00:04:42,900 --> 00:04:45,440
+هذا A وهذا B وهذا C
+
+42
+00:04:48,490 --> 00:04:52,270
+فيث غورث لما اكتشف المعادلة هذه او اكتشف العلاقة
+
+43
+00:04:52,270 --> 00:04:56,310
+هذه ما بين ضلعين المثلثة ما بين الوطر مش عارف يعني
+
+44
+00:04:56,310 --> 00:05:00,170
+انا ايش اللي بالظبط يعني مجهود اللي بدلوا فيه انه
+
+45
+00:05:00,170 --> 00:05:05,050
+يكتشفها بس المهم هو اكتشفها من زمان وصارت معروفة
+
+46
+00:05:05,050 --> 00:05:08,310
+يعني مافي داعي نجيب genetic algorithm و لا genetic
+
+47
+00:05:08,310 --> 00:05:14,670
+algorithm عشان تكتشف ان طول الوطر يساوي جذر مجموع
+
+48
+00:05:14,670 --> 00:05:20,100
+مربعياللي ايش؟ الضلعين صح؟ بدنا احنا نستخدم هذا
+
+49
+00:05:20,100 --> 00:05:23,600
+الكلام الآن بس لتوضيح فكرة ال genetic programming
+
+50
+00:05:23,600 --> 00:05:29,720
+بدنا نقول .. نعتبر انه انا في عندي معطيات انه لما
+
+51
+00:05:29,720 --> 00:05:36,480
+.. لو أخدنا مئات او عشرات المثلثات اللي هي قائمة
+
+52
+00:05:36,480 --> 00:05:38,360
+الزاوية
+
+53
+00:05:46,010 --> 00:05:51,050
+وعملنا جدول و رصدنا فيه ان المثلث لما نكون ال a
+
+54
+00:05:51,050 --> 00:05:58,550
+طوله ثلاثة و ال b طوله خمسة و جينا بنجيس الوطر
+
+55
+00:05:58,550 --> 00:06:03,970
+بنجيها الجد اخدنا قراءات و قياسات لعدد كبير من
+
+56
+00:06:03,970 --> 00:06:09,210
+المثلثات عدد كبير من المثلثات و سجلنا ايش كان ال a
+
+57
+00:06:09,210 --> 00:06:11,470
+و ايش كان ال b و ايش كان ال a و ايش كان ال b و ايش
+
+58
+00:06:11,470 --> 00:06:11,770
+كان ال a و ايش كان ال b و ايش كان ال a و ايش كان
+
+59
+00:06:11,770 --> 00:06:12,750
+ال b و ايش كان ال a و ايش كان ال a و ايش كان ال b
+
+60
+00:06:12,750 --> 00:06:13,710
+و ايش كان ال a و ايش كان ال b و ايش كان ال a و ايش
+
+61
+00:06:13,710 --> 00:06:17,110
+كان ال a و ايش كان ال b و ايش كان ال a و ايوالـ
+
+62
+00:06:17,110 --> 00:06:21,690
+hypotenuse اللي هو الـ C وطر بدنا نكتشف العلاقة مش
+
+63
+00:06:21,690 --> 00:06:26,750
+عارفين نعمل
+
+64
+00:06:26,750 --> 00:06:30,530
+حل لإننا مش عارفين ان الـ C هو عبارة عن الجذر
+
+65
+00:06:30,530 --> 00:06:35,070
+تربيع ل A تربيع زي B تربيع بدنا ال algorithm تكتشف
+
+66
+00:06:35,070 --> 00:06:38,750
+لنا العلاقة هذه ايش يعني نعطيها مواطيات زي هيكة
+
+67
+00:06:38,750 --> 00:06:43,250
+وهي تقول لي ان الـ C بساوي square root of A square
+
+68
+00:06:43,250 --> 00:06:47,330
+زي B squareالـ Algorithm بدأ تكتب لي ال formula
+
+69
+00:06:47,330 --> 00:06:53,750
+هذه تخيل انت هذا الكلام كيف ممكن نسوي هذا الأمر ال
+
+70
+00:06:53,750 --> 00:06:57,810
+genetic programming وظيفته انه يعمللي معادلة
+
+71
+00:06:57,810 --> 00:07:01,850
+يطلعلي معادلة توضح العلاقة ما بين مجموع من
+
+72
+00:07:01,850 --> 00:07:05,290
+المتغيرات احنا على العكس احنا عادة بيبقى عندنا
+
+73
+00:07:05,290 --> 00:07:08,770
+معادلة فكيف هذا الكلام ممكن يستخدم الفئة ال
+
+74
+00:07:08,770 --> 00:07:12,590
+genetic algorithm فيها مثل هذا الأمر لو انا عندي
+
+75
+00:07:12,590 --> 00:07:14,410
+المعادلات
+
+76
+00:07:15,740 --> 00:07:25,380
+كتبته بطريقة هذه إذا
+
+77
+00:07:25,380 --> 00:07:31,260
+تعرفوا لغة اسمها LISP L-I-S-P LISP هذه لغة من
+
+78
+00:07:31,260 --> 00:07:35,240
+اللغات القديمة اللي استخدمت في أول بداية اللغات
+
+79
+00:07:35,240 --> 00:07:38,400
+اللي استخدمت في ال AI في التكاليف الصناعي LISP
+
+80
+00:07:38,400 --> 00:07:42,360
+language فيها مفهوم ال S expression
+
+81
+00:07:45,650 --> 00:07:48,630
+أي expression احنا عندنا في اللغات العادية نكتب ال
+
+82
+00:07:48,630 --> 00:07:50,770
+expression mathematical expressions عادية يعني
+
+83
+00:07:50,770 --> 00:07:54,990
+مثلا 15x نقص x ترمية mathematical expression في ال
+
+84
+00:07:54,990 --> 00:08:01,590
+list ال expressions بتكتب على شكل lists في أقواس
+
+85
+00:08:01,590 --> 00:08:07,550
+يعني مثلا لو احنا أخدنا هذا ال expression طلع
+
+86
+00:08:07,550 --> 00:08:09,790
+الجثة الكبيرة الأولاني
+
+87
+00:08:15,330 --> 00:08:21,250
+اللي بتلاحظوا انه ال list list ال expression عبارة
+
+88
+00:08:21,250 --> 00:08:23,590
+عن list موجودة في كثير من كثير من كثير من كثير من
+
+89
+00:08:23,590 --> 00:08:25,310
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+90
+00:08:25,310 --> 00:08:26,210
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+91
+00:08:26,210 --> 00:08:28,410
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+92
+00:08:28,410 --> 00:08:30,050
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+93
+00:08:30,050 --> 00:08:31,510
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+94
+00:08:31,510 --> 00:08:33,630
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+95
+00:08:33,630 --> 00:08:35,410
+كثير من كثير من كثير من كثير من كثير من كثير من
+
+96
+00:08:35,410 --> 00:08:44,130
+كثير من كثير من كثير من كثير
+
+97
+00:08:45,310 --> 00:08:53,370
+زائد هو الهد تبع ال list الكبيرة ثم النقص ثم باقية
+
+98
+00:08:53,370 --> 00:08:57,270
+ال list مافيه على رأس ال list الداخلية square root
+
+99
+00:08:57,270 --> 00:09:04,250
+و جواتها هذا ال expression انا ممكن امثله على شكل
+
+100
+00:09:04,250 --> 00:09:09,470
+ال tree اللي فوق هذه خلينا نجيب ال tree
+
+101
+00:09:14,880 --> 00:09:19,400
+الرأس تبع ال list حطيناه ك route لليش؟ الرأس تبع
+
+102
+00:09:19,400 --> 00:09:31,820
+ال list الأولانية الكبيرة حطيناه كروت ليش؟ طبعا ال
+
+103
+00:09:31,820 --> 00:09:37,320
+list اللي بتاعة خلية فيه ناقص و فيه الها ال body
+
+104
+00:09:37,320 --> 00:09:39,400
+اللي هو ال tail طبعا
+
+105
+00:09:42,640 --> 00:09:46,260
+لأن داخل ال square root هذه فيه ناقص قلنا و فيه
+
+106
+00:09:46,260 --> 00:09:53,260
+ايش؟ هاي ناقص هاي فيه ال list الكبيرة هذه او الشق
+
+107
+00:09:53,260 --> 00:09:58,440
+هذا و فيه بعد ذلك ال square root التاني هاي فيه
+
+108
+00:09:58,440 --> 00:10:05,780
+هذا ال head هذا ال head و هذا هذا
+
+109
+00:10:05,780 --> 00:10:11,700
+ال square root اصلا
+
+110
+00:10:11,700 --> 00:10:12,180
+شوية
+
+111
+00:10:32,240 --> 00:10:38,340
+قعدى تناقص صح قعدى square root ايش بعد ال square
+
+112
+00:10:38,340 --> 00:10:47,540
+root في جوس بسكوا هنا تلاتة اربعة
+
+113
+00:10:47,540 --> 00:10:55,880
+في الآخرة مظبوط اربعة جواز مش عارفين اربعة
+
+114
+00:10:55,880 --> 00:10:56,480
+ولا تلاتة
+
+115
+00:11:00,580 --> 00:11:05,180
+طيب خلّيني أطلع هنا إيش الناقص هذه بعدها بعدها في
+
+116
+00:11:05,180 --> 00:11:09,660
+boss يعني
+
+117
+00:11:09,660 --> 00:11:21,360
+هذه الاستكامة صح؟ بعدين هذا الأن تمام؟
+
+118
+00:11:21,360 --> 00:11:29,510
+square root هذه الآن إيش؟ في بعديها كمانsquare
+
+119
+00:11:29,510 --> 00:11:32,910
+root لأن
+
+120
+00:11:32,910 --> 00:11:37,970
+هذه
+
+121
+00:11:37,970 --> 00:11:51,810
+السكرة و هذه السكرة لأن هذه
+
+122
+00:11:51,810 --> 00:11:54,590
+السكرة لأن هذه السكرة لأن هذه السكرة لأن هذه
+
+123
+00:11:54,590 --> 00:11:54,990
+السكرة
+
+124
+00:11:58,680 --> 00:12:04,960
+مهدى term وهي term التانى هذول اتنين راحى ل square
+
+125
+00:12:04,960 --> 00:12:07,620
+root هذى لان اغلب ال square root هذى هي الجوز
+
+126
+00:12:07,620 --> 00:12:12,340
+تبعها وهذه ال square root وهذه الجوز وهذه الناقص
+
+127
+00:12:12,340 --> 00:12:21,620
+وهذه الجوز تبعها بلزم كمان جوز ليش لزاى احد اتنين
+
+128
+00:12:21,620 --> 00:12:27,200
+تلاتة اربعة في هنا تلاتة بس بلزم كمان واحدعندك ال
+
+129
+00:12:27,200 --> 00:12:33,260
+a b فيه قصير ال a b هذه دي وراها دي وراها هى قص مه
+
+130
+00:12:33,260 --> 00:12:39,740
+هى دي اللى قص القليل هذا الان سكر ال square root
+
+131
+00:12:39,740 --> 00:12:47,060
+مهنتا صح او مه .. الان هذا الكلام لو انا بدى اعبر
+
+132
+00:12:47,060 --> 00:12:49,880
+عنه على tree على شكل ال tree ايش بقولنا احنا هذا
+
+133
+00:12:49,880 --> 00:12:55,920
+ال head هذا ال headحطينا ال route الان الناقص هذه
+
+134
+00:12:55,920 --> 00:13:03,180
+الناقص هذه اه انا ناسف في هذا الجزء صح صح هذا
+
+135
+00:13:03,180 --> 00:13:08,960
+الجزء هذا الجزء اللي هنا هذا
+
+136
+00:13:08,960 --> 00:13:15,680
+الجزء فيه تسكيرته هنا هذا الجزء مش في الآخر هذا
+
+137
+00:13:15,680 --> 00:13:22,420
+الجزء تسكيرته هنا بالظبط هنا فانا عندي ال plus
+
+138
+00:13:24,650 --> 00:13:30,430
+الليست الأصلية تخيلها كل العناصر هذه الليست
+
+139
+00:13:30,430 --> 00:13:35,590
+الأصلية ال plus وفي وراها أنصرين كبار اللي هم مين
+
+140
+00:13:35,590 --> 00:13:40,290
+أول أنصر اللي هو الناقص اللي بيبدأ بالنقص والأنصر
+
+141
+00:13:40,290 --> 00:13:45,470
+التالي اللي بيبدأ بمين النقص
+
+142
+00:13:45,470 --> 00:13:53,900
+هذا بيلهم ال square root هذهو ال square root هذه
+
+143
+00:13:53,900 --> 00:13:58,640
+لحدها هذا
+
+144
+00:13:58,640 --> 00:14:03,760
+الكلام ضروري ان نحلله عشان نعمل منه يش ال tree
+
+145
+00:14:03,760 --> 00:14:08,200
+فعندي انا ال plus ايش فيه بعدها ال plus هذه اللي
+
+146
+00:14:08,200 --> 00:14:11,940
+هي ال head ايش بيجي بعدها العنصرين هذوله اول عنصر
+
+147
+00:14:11,940 --> 00:14:17,300
+منهم اللي هو الشقر اللي بتعلق بالنقص و اللي وراها
+
+148
+00:14:17,300 --> 00:14:21,920
+و الشقر التاني بتعلق بال square root و اللي بعدها
+
+149
+00:14:23,250 --> 00:14:26,890
+سكوار روت دلوقت سأخدها الأبسط سكوار روت ايش يعني
+
+150
+00:14:26,890 --> 00:14:31,350
+بعدها عبارة عن ال list هذه ال list هذه اللي هو بين
+
+151
+00:14:31,350 --> 00:14:36,170
+الجثين ال list هتتكوّن من تلات عناصر اللي هو ال
+
+152
+00:14:36,170 --> 00:14:39,710
+slash اللي هي عملية التسمة عملية التسمة بتيجي رأس
+
+153
+00:14:39,710 --> 00:14:49,630
+لل list وعلى الطرفين اللي هم بجيت ال list ال a و
+
+154
+00:14:49,630 --> 00:14:55,060
+ال bبنفس القالية هذه بتقدر برضه كمان نبني لتري أو
+
+155
+00:14:55,060 --> 00:15:00,260
+شبه تاني من لتري قولنا الناقص الناقص هذه بيجي
+
+156
+00:15:00,260 --> 00:15:06,880
+بعدها شبهين اللي هو هذا الناقص بيجي بعدها ال
+
+157
+00:15:06,880 --> 00:15:15,580
+square root square root وإيش كمان؟ ومافيش .. اه في
+
+158
+00:15:15,580 --> 00:15:19,400
+عندي آيات هنا في بعد هذا الcourse احنا ماخدناش
+
+159
+00:15:19,400 --> 00:15:24,690
+بالا او انا ماخدتش بالا بالا Dيعني بعد ال a هذه في
+
+160
+00:15:24,690 --> 00:15:30,090
+الوسين و بعدين ايش بعدين ال b يعني هذا هو الشق
+
+161
+00:15:30,090 --> 00:15:36,190
+الأولاني وهذا الشق .. او هذا الشق الأولاني لمن
+
+162
+00:15:36,190 --> 00:15:46,250
+للنقص ايش له ؟ له هذا و ال a صح ؟ الان هذه السبب
+
+163
+00:15:46,250 --> 00:15:51,120
+بتفجري ال node هذه و بعدها ال termالشمال هو الـ
+
+164
+00:15:51,120 --> 00:15:55,980
+ghost هذا والterm الجميل هو الـ A الآن ال term
+
+165
+00:15:55,980 --> 00:15:59,620
+الشمال هو فحسب أنه عبارة عن list ال head تبع ال
+
+166
+00:15:59,620 --> 00:16:06,080
+list له node و ال remainder أو الباقي هم الشمال
+
+167
+00:16:06,080 --> 00:16:10,000
+والجميل ال two children الشمال و الجميل احنا الآن
+
+168
+00:16:10,000 --> 00:16:16,880
+اتخيل ان ال expressions اللي مكتوبة بال لسب S
+
+169
+00:16:16,880 --> 00:16:21,260
+expression بهذا ال formatتخيل أن هناك قالية
+
+170
+00:16:21,260 --> 00:16:27,320
+لتحويلها إلى Tree تخيل أن هناك Module يقرأ List
+
+171
+00:16:27,320 --> 00:16:32,740
+ويبنيه على أساسها ال Tree طيب هذا الكلام وصلنا
+
+172
+00:16:32,740 --> 00:16:40,100
+لدور ال genetic programming بمعنى ايش ان انا بدي
+
+173
+00:16:40,100 --> 00:16:45,820
+اعالج المشكلة مشكلة البحث عن العلاقة ما بين الضلعي
+
+174
+00:16:45,820 --> 00:16:50,090
+المثلث و ما بين الوطارعلى اساس ان انا بدي اضافة
+
+175
+00:16:50,090 --> 00:16:55,290
+expressions عشوائية بدي اقول والله ربما ان C تساوي
+
+176
+00:16:55,290 --> 00:17:04,530
+خمسة زائد A تربية ناقص ثلاثة B هذا طبعا مالوش
+
+177
+00:17:04,530 --> 00:17:10,030
+علاقة بالواقع امرها ما كانت ال water تساوي هذا
+
+178
+00:17:10,030 --> 00:17:14,470
+الكلام ولا لا بس احنا لسه بتخيل ان احنا في مرحلة
+
+179
+00:17:14,470 --> 00:17:19,440
+استكشاف هذا العلاقةفبنضع expressions عشوائي زي ذلك
+
+180
+00:17:19,440 --> 00:17:24,340
+وكل expression بعبر عنه على tree يعني أنا من غير
+
+181
+00:17:24,340 --> 00:17:27,960
+ما أحولها إلى S expression بدي أاخد هذا ال
+
+182
+00:17:27,960 --> 00:17:31,600
+expression و أرسل منه ال tree هاي الناقص ايش
+
+183
+00:17:31,600 --> 00:17:41,900
+العشمالها ال square تبع مين تبع حاصل جمع حاصل جمع
+
+184
+00:17:41,900 --> 00:17:44,420
+مين الخمسة
+
+185
+00:18:03,250 --> 00:18:07,610
+أفترض أننا جينا فعلا عملنا مجموعة كبيرة من هذه ال
+
+186
+00:18:07,610 --> 00:18:12,650
+expressions العشوائية وبعدين
+
+187
+00:18:12,650 --> 00:18:17,870
+صار عندى اي expressionone expression two
+
+188
+00:18:17,870 --> 00:18:21,050
+expression ثلاثة لغاية كيف كنا بنعمل في ال genetic
+
+189
+00:18:21,050 --> 00:18:25,310
+algorithm بنعمل مجموعة من ال solutions لغاية n
+
+190
+00:18:25,310 --> 00:18:31,850
+نفترض ان نعمل 60 واحد من هذول ال expressions
+
+191
+00:18:31,850 --> 00:18:40,110
+وبعدين بدي اقيمهم ميد منهم يترى اللى فعلا صحيح او
+
+192
+00:18:40,110 --> 00:18:43,870
+اقرب للصحة كيف اقرب للصحة انا عندى
+
+193
+00:18:50,390 --> 00:18:55,610
+الجدول عندي جدول البيانات اللي أنا رصدتها من خلال
+
+194
+00:18:55,610 --> 00:18:59,570
+الملاحظة مش قولت أنا بجيب مثلثات كتيرة و بسجّف
+
+195
+00:18:59,570 --> 00:19:05,910
+يبقى أنا الآن بدي أقيم هذا ال expression أشوف كدهش
+
+196
+00:19:05,910 --> 00:19:13,230
+يا ترى قريب من النقين الأرقام الصحيحة باجي بدخل كل
+
+197
+00:19:13,230 --> 00:19:20,210
+واحد من هذه القراءات كيف؟
+
+198
+00:19:20,460 --> 00:19:23,500
+انت تدخل كل واحد منهم وانت ممكن القيمة واحدة
+
+199
+00:19:23,500 --> 00:19:26,480
+تدخلها تكون على صح او خاطر صحيح لأن انا بدي اقيم
+
+200
+00:19:26,480 --> 00:19:30,540
+من منهم الأفضل من القيم اللي دخلها افضل من من ال
+
+201
+00:19:30,540 --> 00:19:33,440
+solutions هذه الافضل الدخل المفروض اكتر من
+
+202
+00:19:33,440 --> 00:19:38,220
+المعادلة اكتر من ال input اكتر من المعادلة تمام
+
+203
+00:19:38,220 --> 00:19:40,880
+تمام انا هدولة كل واحد منهم عبارة عن معادلة او
+
+204
+00:19:40,880 --> 00:19:45,440
+solution مش صح اه انا الآن بدي اقيمهم بدي اعطي
+
+205
+00:19:45,440 --> 00:19:51,600
+لهذا تقييم الله انت تلاتين في المية صحأنت 35% صح
+
+206
+00:19:51,600 --> 00:19:58,040
+على أي أساس على أساس جدش بيجيب صح من هدوله بدي
+
+207
+00:19:58,040 --> 00:20:05,500
+أستخدمه فيه أدخل A و أدخل B و أشوف جدش بيطلع يعني
+
+208
+00:20:05,500 --> 00:20:09,320
+اللي هندخل يقول لي مثلا لما تبقى A تلاتة خمسة زائد
+
+209
+00:20:09,320 --> 00:20:17,800
+تلاتة تربيع نقطة تلاتة في خمسة أي تمانية تربيع 64
+
+210
+00:20:26,150 --> 00:20:30,150
+تسعة واربعين تسعة واربعين تسعة واربعين تسعة
+
+211
+00:20:30,150 --> 00:20:30,530
+واربعين تسعة واربعين تسعة واربعين تسعة واربعين
+
+212
+00:20:30,530 --> 00:20:30,630
+تسعة واربعين تسعة واربعين تسعة واربعين تسعة
+
+213
+00:20:30,630 --> 00:20:30,630
+واربعين تسعة واربعين تسعة واربعين تسعة واربعين
+
+214
+00:20:30,630 --> 00:20:31,050
+تسعة واربعين تسعة واربعين تسعة واربعين تسعة
+
+215
+00:20:31,050 --> 00:20:33,110
+واربعين تسعة واربعين تسعة واربعين تسعة واربعين
+
+216
+00:20:33,110 --> 00:20:36,190
+تسعة واربعين تسعة واربعين تسعة واربعين تسعة
+
+217
+00:20:36,190 --> 00:20:39,010
+واربعين تسعة واربعين تسعة واربعين تسعة واربعين
+
+218
+00:20:44,620 --> 00:20:47,560
+وبعمل نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء
+
+219
+00:20:47,560 --> 00:20:50,780
+لهذا و
+
+220
+00:20:50,780 --> 00:20:54,380
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+221
+00:20:54,380 --> 00:20:55,500
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+222
+00:20:55,500 --> 00:20:56,100
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+223
+00:20:56,100 --> 00:20:58,000
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+224
+00:20:58,000 --> 00:20:58,480
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+225
+00:20:58,480 --> 00:20:58,500
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+226
+00:20:58,500 --> 00:20:59,580
+نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء لهذا و
+
+227
+00:20:59,580 --> 00:21:05,840
+نفس الشيء
+
+228
+00:21:05,840 --> 00:21:13,220
+لهذا و نفس الشيء لهذا و نفس الشيء لهذا و نفس الشيء
+
+229
+00:21:13,590 --> 00:21:18,070
+ولا هذا ولا هذا كل واحد منهم بدي احسب اعمله
+
+230
+00:21:18,070 --> 00:21:22,110
+evaluation اقيمه على أساس ال info تبعه على أساس ال
+
+231
+00:21:22,110 --> 00:21:28,270
+table تبعه ماشي لأن هذا ال fitness او ال total
+
+232
+00:21:28,270 --> 00:21:34,330
+error مش
+
+233
+00:21:34,330 --> 00:21:39,330
+انه يقدش هدوله احد اتنين تلاتة اربعة واربعة تمانية
+
+234
+00:21:39,330 --> 00:21:46,140
+التمن dataobservations أو data records اللي عندي
+
+235
+00:21:46,140 --> 00:21:49,720
+بدي أحسب مجموعة error في كل واحد من ال solutions
+
+236
+00:21:49,720 --> 00:21:55,380
+مجموعة ال errors هو التقييم تبع ال solution صح؟
+
+237
+00:21:55,380 --> 00:21:59,780
+بدي
+
+238
+00:21:59,780 --> 00:22:04,860
+أخد الأحسانين الأحسن اللي هو أقل error أخدهم وبنفس
+
+239
+00:22:04,860 --> 00:22:08,260
+آلية ال genetic algorithm اللي فهمناها المرة
+
+240
+00:22:08,260 --> 00:22:11,880
+الفاتة بدي أحسب ال error ratio
+
+241
+00:22:33,450 --> 00:22:42,370
+الجيل الأولاني بتطلع منهم الجيل التانيبستخدع
+
+242
+00:22:42,370 --> 00:22:46,550
+أواشمي تدخلهم على الوليت ويل وبعدها أخد أزواج منهم
+
+243
+00:22:46,550 --> 00:22:52,310
+على ال cross over operation عشان أطلع منهم ثم أيضا
+
+244
+00:22:52,310 --> 00:22:59,170
+أعمل mutation ليش لأ ايش يعني cross over في
+
+245
+00:22:59,170 --> 00:23:07,290
+trees كيف أعمل cross over ل trees افترض ان انا كان
+
+246
+00:23:07,290 --> 00:23:07,950
+عندى
+
+247
+00:23:10,730 --> 00:23:17,050
+S1 و S3 هذولا بدي أدخلهم على cross over ايش يعني
+
+248
+00:23:17,050 --> 00:23:23,650
+يعني ببساطة شديدة بدي اجل اي غصم من اقصان هذا هذا
+
+249
+00:23:23,650 --> 00:23:30,370
+افترض هذا S3 وهذا S1 بدي اجل غصم من هنا وغصم من
+
+250
+00:23:30,370 --> 00:23:34,210
+هنا branch يعني من هنا ومن هنا وابدلهم احط ل
+
+251
+00:23:34,210 --> 00:23:40,080
+branch هذا محل هذا و هذابنفعل هذا ك cross over؟
+
+252
+00:23:40,080 --> 00:23:43,960
+بنفعلاش مانفعش طيب لو بدى اعمل mutation على اي
+
+253
+00:23:43,960 --> 00:23:47,940
+اساس ايش؟
+
+254
+00:23:47,940 --> 00:23:52,480
+بقول باختار اي branch من هنا اي branch اه why not
+
+255
+00:23:52,480 --> 00:23:57,280
+ليش المشكلة انا هناك لما كنا حكينا في ال example
+
+256
+00:23:57,280 --> 00:24:02,260
+الأولاني كان عندي ال chromosomes كلها نفس ليش
+
+257
+00:24:02,260 --> 00:24:09,570
+الطول و كنا بيجي علىعلى .. مش ضرورة النص على نقطة
+
+258
+00:24:09,570 --> 00:24:14,590
+اللي هي القسام هذه بقول مثلا بعد ال gene التالت ال
+
+259
+00:24:14,590 --> 00:24:18,990
+gene التالت او بعد ال gene الخامس و بنبدل كان في
+
+260
+00:24:18,990 --> 00:24:23,290
+يدي uniformity نفس الطول و بالتالي .. انما هنا انا
+
+261
+00:24:23,290 --> 00:24:26,470
+ال tree هذه مش مقدر .. مش .. ماديش نفس ال
+
+262
+00:24:26,470 --> 00:24:30,230
+structure ده بال tree هذه وبالتالي مافيش مشكلة لو
+
+263
+00:24:30,230 --> 00:24:34,770
+انا أخدت اي branch من هنا و بدلته مع branch من هنا
+
+264
+00:24:34,770 --> 00:24:39,680
+okayهذا بالنسبة لل crossover بالنسبة لل mutation
+
+265
+00:24:39,680 --> 00:24:43,700
+ان انا ممكن انا اجي على واحدة من ال operations و
+
+266
+00:24:43,700 --> 00:24:48,720
+احولها from a square root و اخليها قسمة اخليها ضرب
+
+267
+00:24:48,720 --> 00:24:54,480
+صح؟ انت بعد ما بدت تعمل ال mutation كيف؟ بعد ما
+
+268
+00:24:54,480 --> 00:24:57,080
+بدت تتبدل بعد اه ال crossover بعد ما بدت تتحصل
+
+269
+00:24:57,080 --> 00:25:01,020
+باسمك ال earth لأ لسه انا بدي اجري العمليتين في
+
+270
+00:25:01,020 --> 00:25:05,980
+الأولالـ two genetic operations نجريهم بطلع معايا
+
+271
+00:25:05,980 --> 00:25:11,680
+ال generation الجديد ببدأ أقيم بعد ما أنتهي من
+
+272
+00:25:11,680 --> 00:25:15,860
+عملية ال genetic modification التعديل الوراثي هذا
+
+273
+00:25:15,860 --> 00:25:20,340
+بعد ما أخلص منه بطلع معايا ال generation الجديد
+
+274
+00:25:20,340 --> 00:25:24,820
+بقيم ال generation الجديد مش عارف سؤالك التقييم بس
+
+275
+00:25:24,820 --> 00:25:30,200
+أخلص من تكوين ال generation باستخدام ال genetic
+
+276
+00:25:30,200 --> 00:25:35,030
+operatorsبس اكتمل عندي ال new generation بروح بقيم
+
+277
+00:25:35,030 --> 00:25:39,050
+ال new generation كله كيف بقيمه بنفس القليل بحسب
+
+278
+00:25:39,050 --> 00:25:45,630
+ال errors تبعت كل واحد منهم مظبوط okay هذا الكلام
+
+279
+00:25:45,630 --> 00:25:52,870
+بيوصلني في الآخر إلى formula اللي تبقى ال errors
+
+280
+00:25:52,870 --> 00:25:58,350
+تبعتها ايشالـ errors تبعتها almost zero هذه ال
+
+281
+00:25:58,350 --> 00:26:02,570
+formula بتكون هي عبارة عن ال square root formula
+
+282
+00:26:02,570 --> 00:26:15,010
+هي اللي هتكون sc تساوي square root of square
+
+283
+00:26:15,010 --> 00:26:22,990
+of a زائد square
+
+284
+00:26:31,610 --> 00:26:36,370
+هينشغ معايا هذا ال expression في الآخر بعد ربما
+
+285
+00:26:36,370 --> 00:26:42,030
+400 iterations او 400 generations مش مشكلة المهم
+
+286
+00:26:42,030 --> 00:26:48,790
+انه لو فعلا فعلا انا ماعنديش نظرية فيتاجورف بقدر
+
+287
+00:26:48,790 --> 00:26:52,910
+اصللها بال genetic algorithmخلّيني أطلع مرة أخرى
+
+288
+00:26:52,910 --> 00:27:02,350
+على التسلسل الخطوات الـ Genetic Programming من ال
+
+289
+00:27:02,350 --> 00:27:12,990
+floor chart هذا سألخص
+
+290
+00:27:12,990 --> 00:27:18,710
+الخطوات بشكل أجمع أول شيء يجب أن نفعله هو أن نجعل
+
+291
+00:27:18,710 --> 00:27:23,780
+الـ Randomسلوشن كل سلوشن يتعبر عنه بشكل S
+
+292
+00:27:23,780 --> 00:27:28,800
+expression ال generation كله size N مش ال
+
+293
+00:27:28,800 --> 00:27:33,520
+expression الواحد طوله N لأ هم عندي عدد N من ال
+
+294
+00:27:33,520 --> 00:27:40,960
+expressions من ال expressions okay الان we execute
+
+295
+00:27:40,960 --> 00:27:44,400
+كل expression and calculate its fitness هو ال
+
+296
+00:27:44,400 --> 00:27:46,540
+expression عبارة عن mathematical expression
+
+297
+00:27:47,800 --> 00:27:52,880
+Executed يعني بنحسبه عشان نطلق و نشوف قدش ال value
+
+298
+00:27:52,880 --> 00:27:56,200
+اللي بقينا يام نشوف ال value هذا مقارنة بال data
+
+299
+00:27:56,200 --> 00:28:00,080
+الحقيقية إيش المفروض هو يكون و بنحسب ال fitness ال
+
+300
+00:28:00,080 --> 00:28:04,880
+fitness اللي هي إجمالي ال error تبع هذا ال
+
+301
+00:28:04,880 --> 00:28:05,400
+expression
+
+302
+00:28:11,410 --> 00:28:16,070
+أفضل الموجود حتى الآن expressions as a result of
+
+303
+00:28:16,070 --> 00:28:22,610
+هذه الدورة أو هذه ال iteration لأن
+
+304
+00:28:22,610 --> 00:28:28,070
+هذا ال ..
+
+305
+00:28:28,070 --> 00:28:31,670
+لأن إذا كان هؤلاء اللي احنا أخدناهم في هذه الدورة
+
+306
+00:28:31,670 --> 00:28:35,810
+يحققوا المطلوب بمعنى إيش مافيش errors يقول خلاص
+
+307
+00:28:36,270 --> 00:28:40,610
+determination criteria is satisfied فإذا satisfied
+
+308
+00:28:40,610 --> 00:28:45,050
+خلاص ننهي نطلع أما إذا لسه مش satisfied يعني لسه
+
+309
+00:28:45,050 --> 00:28:50,410
+ماوصلناش إلى ال expression اللي بيعطيش errors اللي
+
+310
+00:28:50,410 --> 00:28:56,510
+سليم فبروح بنكمل إيش اللي بنسوي بنحطه هدولة في ال
+
+311
+00:28:56,510 --> 00:29:01,270
+new population و بعد هيك نعمل ال operators نختار
+
+312
+00:29:01,270 --> 00:29:06,760
+ال operators زيالـ cross over و ال mutation بنفذ
+
+313
+00:29:06,760 --> 00:29:10,880
+ال cross over فيه برضه حاجة اسمها cloning ال
+
+314
+00:29:10,880 --> 00:29:14,140
+cloning يعني ان انا باخده تمام ال expression زي ما
+
+315
+00:29:14,140 --> 00:29:21,200
+هو بحطه ربما ان هو يدخل معايا في هذا يعطي okay
+
+316
+00:29:21,200 --> 00:29:27,420
+يعطي errors أفضل من من اللي هأنتجهم يعطي نتيجة
+
+317
+00:29:27,420 --> 00:29:29,640
+أفضل من اللي هنتجهم بال mutation بال cross over
+
+318
+00:29:29,640 --> 00:29:37,610
+براحله زي ما هو علشانعلى الجيل اللاحق تمام فبنفذ
+
+319
+00:29:37,610 --> 00:29:39,770
+ال performance mutation performance crossover
+
+320
+00:29:39,770 --> 00:29:45,790
+وبتعمل cloning وبعد هيك بيصير في عندي بكمل هذا
+
+321
+00:29:45,790 --> 00:29:51,410
+الكلام إلى أن أصل إلى العدد ال generation الكامل
+
+322
+00:29:51,410 --> 00:29:57,190
+قلت أنا مثلا بدي 60 لما أصل ل 60 chromosome ب ..
+
+323
+00:29:58,500 --> 00:30:03,160
+بابدأ من جديد و إلا يعني بضلي بكرر لحد دقيقة ما
+
+324
+00:30:03,160 --> 00:30:11,860
+أصل إلى ال error ال minimum error هذا
+
+325
+00:30:11,860 --> 00:30:17,980
+بالنسبة لل genetic programming نرجع تاني لان
+
+326
+00:30:17,980 --> 00:30:21,300
+للموضوع الأولاني اللي هو ال evolution strategies
+
+327
+00:30:36,740 --> 00:30:42,520
+Evolution Strategy أبسط من ال .. من ال genetic
+
+328
+00:30:42,520 --> 00:30:47,520
+algorithm و ال genetic programming بساطة
+
+329
+00:30:47,520 --> 00:30:51,340
+شديدة أنا بيكون في عندي problem ال problem هذه
+
+330
+00:30:51,340 --> 00:30:55,480
+عاوز أصل ل optimization يعني عاوز أصل ل solution
+
+331
+00:30:55,480 --> 00:31:02,340
+اللي بيحطيلي أفضل مواصفات أو أفضل نتائج okay ف ال
+
+332
+00:31:02,340 --> 00:31:08,060
+solution هذابقدر أعضر عنه على شكل مجموعة من
+
+333
+00:31:08,060 --> 00:31:15,260
+الوصفات من ال features ال features هذه بسميها X1
+
+334
+00:31:15,260 --> 00:31:25,920
+X2 X3 لغاية كده عدد من عين من ال features ال
+
+335
+00:31:25,920 --> 00:31:29,160
+features هذه أنا لكل واحد منهم عندي minimum وعندي
+
+336
+00:31:29,160 --> 00:31:34,410
+maximum يعني القيم تبعتكل خاصية من خصائص ال
+
+337
+00:31:34,410 --> 00:31:41,150
+solution الخاصية ال solution لديها عدة خصائص كل
+
+338
+00:31:41,150 --> 00:31:52,990
+خاصية لديها value
+
+339
+00:31:52,990 --> 00:31:57,690
+لكن
+
+340
+00:31:57,690 --> 00:32:02,310
+ال value تتراوح من minimum إلى maximumيعني هنا x1
+
+341
+00:32:02,310 --> 00:32:08,110
+minimum و x1 minimum و maximum مقصود بيهم ال range
+
+342
+00:32:08,110 --> 00:32:13,590
+اللي بتروح بينه ال values هنا okay فإحنا الآن
+
+343
+00:32:13,590 --> 00:32:22,210
+بالبساطة شديدة بنعمل مجموعة برضه من N خيّر هذه
+
+344
+00:32:22,210 --> 00:32:28,530
+يقول عن M و هى M تبتدعى يعني هو مستخدم العكس مش
+
+345
+00:32:28,530 --> 00:32:33,790
+فارقة صحلأن احنا استخدمنا الـ N capital قول لعدد
+
+346
+00:32:33,790 --> 00:32:37,950
+عناصر ال generation الواحد نستخدمها لعدد خصائص ال
+
+347
+00:32:37,950 --> 00:32:43,110
+solution الواحد او عدد بيانات داتا اي تم استخدامها
+
+348
+00:32:43,110 --> 00:32:48,310
+وهذا نسميها M انا
+
+349
+00:32:48,310 --> 00:32:52,770
+كيف بقى اولد ال different solutions؟ باني بحط قيم
+
+350
+00:32:52,770 --> 00:32:57,910
+عشوائية بس قيم عشوائية within ال range ماقدرش أنزل
+
+351
+00:32:57,910 --> 00:33:02,080
+عن ال minimum ولا اطلع عن ال maximum، مظبوط؟وبنحسب
+
+352
+00:33:02,080 --> 00:33:08,700
+ال .. ياش؟ وبنحسب ال fitness يعني قدش هذا ال
+
+353
+00:33:08,700 --> 00:33:12,440
+solution جيد لازم يبقى في عندي fitness function
+
+354
+00:33:12,440 --> 00:33:16,720
+ولا لا؟ okay لازم يكون عندي fitness function
+
+355
+00:33:16,720 --> 00:33:20,520
+iteration
+
+356
+00:33:20,520 --> 00:33:25,360
+ورا iteration لحد اللي ما نصل ال solution اللي ..
+
+357
+00:33:25,360 --> 00:33:27,460
+اللي ياش؟
+
+358
+00:33:30,470 --> 00:33:37,610
+اللي بيقدي الى ال .. طيب وين ال genetic operators
+
+359
+00:33:37,610 --> 00:33:41,970
+الآن؟ احنا في ال genetic algorithm نستخدم
+
+360
+00:33:41,970 --> 00:33:44,530
+crossover و نستخدم mutation
+
+361
+00:33:49,400 --> 00:33:54,740
+مافي cross over ولا mutation عملية
+
+362
+00:33:54,740 --> 00:33:59,600
+الوحيدة اللي بتتم في ال genetic strategy هي ان انا
+
+363
+00:33:59,600 --> 00:34:07,280
+ا randomly change ال values تبعت ال solution بقيمة
+
+364
+00:34:07,280 --> 00:34:11,540
+مختلفة
+
+365
+00:34:11,540 --> 00:34:15,560
+ولكن مش بعيدة عن القيمة الأولى دي خلنا نطلع على
+
+366
+00:34:15,560 --> 00:34:15,840
+steps
+
+367
+00:34:19,460 --> 00:34:25,700
+number of parameters مش solutions حتى انا كمان بدي
+
+368
+00:34:25,700 --> 00:34:28,980
+اريحك و اشتغل في الموضوع هذا كله بدي اعتبر ان انا
+
+369
+00:34:28,980 --> 00:34:33,320
+بدي اشتغل على solution واحد في كل iteration اللي
+
+370
+00:34:33,320 --> 00:34:38,120
+عندي بس solution واحد ماعندي مجموعة solutions اطلع
+
+371
+00:34:38,120 --> 00:34:42,880
+منهم و اعمل cross over او mutation واطلع منهم
+
+372
+00:34:42,880 --> 00:34:45,940
+children هو solution واحد اللي هشتغل عليه في كل
+
+373
+00:34:45,940 --> 00:34:52,110
+iterationالسلوشن يتكون من مجموعة من ال parameters
+
+374
+00:34:52,110 --> 00:34:56,830
+انا اتابوا و سميتهم ايش features صح انت بره تقولوا
+
+375
+00:34:56,830 --> 00:35:04,030
+واحد من هدول عبارة عن feature الان
+
+376
+00:35:04,030 --> 00:35:08,490
+حاجة على السطر هذا بس كمان شوية الان ايش بسويه
+
+377
+00:35:08,490 --> 00:35:11,370
+Randomly select an initial value for each
+
+378
+00:35:11,370 --> 00:35:15,070
+parameter parameter هذا ايش بقولتنا بحطله قيمة
+
+379
+00:35:15,070 --> 00:35:18,140
+عشوية و قيمة عشوية هذه مابينالـ minimum والـ
+
+380
+00:35:18,140 --> 00:35:22,740
+maximum صح؟ for each parameter from the respective
+
+381
+00:35:22,740 --> 00:35:26,300
+feasible range الـ range اللي هو ان الطاقة الواقعة
+
+382
+00:35:26,300 --> 00:35:31,040
+ما بين الـ minimum والـ maximum بحط قيم X1 X2 X ..
+
+383
+00:35:31,040 --> 00:35:36,340
+لغاية ال N الان calculate ال .. ايش؟ calculate ال
+
+384
+00:35:36,340 --> 00:35:41,320
+fitness تبع هذا ال solution calculate
+
+385
+00:35:41,320 --> 00:35:45,580
+ال solution associated with ال parameters هذه ال
+
+386
+00:35:45,580 --> 00:35:49,140
+parametersبدخلها ال fitness function عشان تعطيني
+
+387
+00:35:49,140 --> 00:35:52,800
+ال fitness هتقولي ان والله هذه ال parameters
+
+388
+00:35:52,800 --> 00:36:00,600
+بتجربني او ال error بتبعها هجد الان
+
+389
+00:36:00,600 --> 00:36:04,810
+انا بدي اعمل اذا واللهالـ error إذا الـ error يطلع
+
+390
+00:36:04,810 --> 00:36:08,550
+معايا إذا ال fitness عطلتني إشي اللي أنا بدور عليه
+
+391
+00:36:08,550 --> 00:36:11,630
+خلاص انتهى الموضوع بس هذا مش هيحصل من أول
+
+392
+00:36:11,630 --> 00:36:14,770
+iteration إذا ماحصلش و هو غالبا مش هيحصل من أول
+
+393
+00:36:14,770 --> 00:36:17,370
+iteration يمكنك أن تعمل offspring إيش يعني
+
+394
+00:36:17,370 --> 00:36:22,910
+offspring يعني ابن من هذا ال solution كيف بقى
+
+395
+00:36:22,910 --> 00:36:28,490
+generate كيف .. how do I create a new offspring من
+
+396
+00:36:28,490 --> 00:36:34,800
+اللي هو إيش من السابقلكل واحد من هذه ال parameter
+
+397
+00:36:34,800 --> 00:36:42,060
+بتعرفوا ال normal distribution function اعتقد
+
+398
+00:36:42,060 --> 00:36:47,080
+عندي هنا اه ال normal distribution اللي فيه عندي
+
+399
+00:36:47,080 --> 00:36:51,360
+لها center اللي هو ال average و لها sigma ال sigma
+
+400
+00:36:51,360 --> 00:36:55,820
+اللي هي standard deviation بناء على ال sigma بتحدد
+
+401
+00:36:55,820 --> 00:36:59,160
+ماذا
+
+402
+00:36:59,160 --> 00:36:59,500
+كان
+
+403
+00:37:02,200 --> 00:37:06,620
+الـ deviation واسع او ضيق صح اذا الـ sigma صغيرة
+
+404
+00:37:06,620 --> 00:37:11,320
+بيبقى ال deviation ضيق ال sigma واسعة كبيرة بيبقى
+
+405
+00:37:11,320 --> 00:37:14,040
+ال deviation واسعة تمام احنا بدنا ال function هذه
+
+406
+00:37:14,040 --> 00:37:17,760
+بس من الأجل ان تعطيني random number او random
+
+407
+00:37:17,760 --> 00:37:25,100
+value يعني ايش ان ال value اذا كانت x الاولانية x1
+
+408
+00:37:25,100 --> 00:37:32,050
+الاولانيةقيمتها مثلا خمسة انا بدي ابعد عن الخمسة
+
+409
+00:37:32,050 --> 00:37:39,010
+شوية يعني ازيد عليها مثلا خمسة و تلاتة من عشر من
+
+410
+00:37:39,010 --> 00:37:42,090
+مية او خمسة و ناقصة انا بدي ابعد عن الخمسة هذه
+
+411
+00:37:42,090 --> 00:37:46,310
+بمقدار عشوية المقدار عشوية هذا جاي من ال standard
+
+412
+00:37:46,310 --> 00:37:49,490
+deviation function بمعنى من ال normal distribution
+
+413
+00:37:49,490 --> 00:37:55,800
+function بمعنى ان اناعلى أساس random number بختار
+
+414
+00:37:55,800 --> 00:38:04,040
+القيمة 4% يبقى أنا غالبا الرقم اللي هحصل عليه جديد
+
+415
+00:38:04,040 --> 00:38:13,380
+X1 prime هيكون X1 الأصلي زائد قيمة صغيرة صغيرة
+
+416
+00:38:13,380 --> 00:38:19,660
+قريبة من الرقم الأولاني كل ما أنا القيمة الكبيرة
+
+417
+00:38:19,660 --> 00:38:26,470
+هذه نصهنا واحد هنا اتنين و نص ايش احتمالية ان انا
+
+418
+00:38:26,470 --> 00:38:32,050
+احصل على اتنين و نص ضعيفة جدا بالان على ال normal
+
+419
+00:38:32,050 --> 00:38:34,730
+distribution احتمالية ان احصل على الأرقام الصغيرة
+
+420
+00:38:34,730 --> 00:38:38,670
+اعلى من احتمالية الحصول على أرقام كبيرة صح يبقى
+
+421
+00:38:38,670 --> 00:38:43,950
+عمليا تغيير الرقم من X1 إلى value جديد هيفجأ
+
+422
+00:38:43,950 --> 00:38:47,670
+احتمالية ان يبقى ال value الجديد قريب من ال value
+
+423
+00:38:47,670 --> 00:38:51,150
+الأولاني قريب من ال value الأولاني عالي الاحتمالية
+
+424
+00:38:51,150 --> 00:38:57,400
+عاليو كذلك الحال بجيت ال parameters يبقى انا عمليا
+
+425
+00:38:57,400 --> 00:39:03,040
+القالية التغيير من ال solution السابق لل solution
+
+426
+00:39:03,040 --> 00:39:07,220
+اللاحق هي بس اللي هو ال random numbers اللي احصل
+
+427
+00:39:07,220 --> 00:39:12,720
+عليها من خلال ال normal distribution فبعمل
+
+428
+00:39:12,720 --> 00:39:17,880
+randomization من solution ل solution و في كل مرة
+
+429
+00:39:17,880 --> 00:39:24,510
+بحسبالـ fitness لان بعد ما غيرت انا ال parameters
+
+430
+00:39:24,510 --> 00:39:30,350
+X1 X2 X3 إلى القيم الجديدة بحسب ال fitness صح بدخل
+
+431
+00:39:30,350 --> 00:39:36,950
+القيم الجديدة X1 prime X2 prime و بحسب ال fitness
+
+432
+00:39:36,950 --> 00:39:40,850
+الجديد لان هنا برضه الفرق الآخر ما بين ال genetic
+
+433
+00:39:40,850 --> 00:39:47,070
+algorithm و ال genetic strategy انهالـ new
+
+434
+00:39:47,070 --> 00:39:52,030
+solution هذا باخده فقط إذا كان بيعطيني fitness
+
+435
+00:39:52,030 --> 00:39:55,890
+أفضل إنما إذا ما بيعطيني fitness أفضل بضلني على
+
+436
+00:39:55,890 --> 00:40:02,830
+برميل باخد ال parent مرة تانية و بغيره تغيير آخر
+
+437
+00:40:02,830 --> 00:40:08,070
+بنتقل من parent ل child فقط إذا كان ال child ال
+
+438
+00:40:08,070 --> 00:40:14,230
+fitness تبعه أحسن من ال fitness تبع ال parent
+
+439
+00:40:15,240 --> 00:40:18,140
+Calculate the solution associated with offspring
+
+440
+00:40:18,140 --> 00:40:21,360
+الـ offspring اللي هو الـ child طيب بعد ما حسبت
+
+441
+00:40:21,360 --> 00:40:25,900
+Compare بقارن ال solution تبع ال child مع ال
+
+442
+00:40:25,900 --> 00:40:31,660
+solution تبع ال parent بس إذا كان ال .. ال child
+
+443
+00:40:31,660 --> 00:40:35,520
+أحسن otherwise keep the parent parameters بخليها
+
+444
+00:40:35,520 --> 00:40:39,640
+بخليها ليش؟ عشان أعمل عليها تعديل آخر ربما التعديل
+
+445
+00:40:39,640 --> 00:40:45,210
+الآخر يعطيني child أحسن تمام؟يعني بغيرش بنتخلش من
+
+446
+00:40:45,210 --> 00:40:50,050
+parent of a child إلا إذا كان بحيث هذا الكلام إذا
+
+447
+00:40:50,050 --> 00:40:58,170
+أن أصل إلى offspring بيعطي ال solution المرجوه و
+
+448
+00:40:58,170 --> 00:41:03,110
+احنا عمليا الفرق الأساسي ما بين ال genetic
+
+449
+00:41:03,110 --> 00:41:06,410
+algorithms و ال genetic strategies هو ان ال
+
+450
+00:41:06,410 --> 00:41:10,480
+genetic algorithm فيهاgenetic operators زي ال
+
+451
+00:41:10,480 --> 00:41:14,360
+crossover و ال mutation ال genetic strategy مافيش
+
+452
+00:41:14,360 --> 00:41:19,560
+أليت التغيير أو التعديل على ال solution هي بس ال
+
+453
+00:41:19,560 --> 00:41:22,900
+normal distribution ال values اللي باخدها من ال
+
+454
+00:41:22,900 --> 00:41:26,540
+normal distribution هذا ألف بقى أنه في ال genetic
+
+455
+00:41:26,540 --> 00:41:31,800
+strategy أنا ما باخد children إلا إذا كان أحسن أو
+
+456
+00:41:31,800 --> 00:41:38,530
+child إلا إذا كان أفضل من ال parentهكذا فغطينا
+
+457
+00:41:38,530 --> 00:41:40,510
+موضوع evolution strategies
+
+458
+00:41:43,620 --> 00:41:48,880
+و المحاضرة تجاه ان شاء الله بتبدأ ناخد نتجه في
+
+459
+00:41:48,880 --> 00:41:53,400
+تجاه systems intelligence systems اللي بتدمج ما
+
+460
+00:41:53,400 --> 00:41:58,520
+بين various او مختلف ال techniques او ال
+
+461
+00:41:58,520 --> 00:42:02,020
+artificial intelligence ال techniques اللي شوفناها
+
+462
+00:42:02,020 --> 00:42:04,840
+حتى neural networks، genetic algorithm, fuzzy
+
+463
+00:42:04,840 --> 00:42:07,660
+logic و كده يعطيكم معرفة
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/vaV8_9JJ9Vg.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/vaV8_9JJ9Vg.srt
new file mode 100644
index 0000000000000000000000000000000000000000..2704fe555bea568a3145283466e3c302628f94f9
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/vaV8_9JJ9Vg.srt
@@ -0,0 +1,1205 @@
+1
+00:00:21,090 --> 00:00:23,390
+بسم الله الرحمن الرحيم، المحاضرة هذه إن شاء الله
+
+2
+00:00:23,390 --> 00:00:26,450
+إحنا لازلنا في نفس الإطار اللي هو الـ hybrid
+
+3
+00:00:26,450 --> 00:00:29,550
+intelligence systems، بس المرة دي بدنا نشوف
+
+4
+00:00:29,550 --> 00:00:32,330
+المحاضرة هذه والمحاضرة الجاية إن شاء الله بدنا
+
+5
+00:00:32,330 --> 00:00:35,630
+نشوف اللي هو الـ evolution .. المحاضرة دي بدنا
+
+6
+00:00:35,630 --> 00:00:39,590
+نشوف الـ evolutionary neural networks، يعني من اسمها
+
+7
+00:00:39,590 --> 00:00:43,170
+هي عبارة عن hybrid ما بين neural networks وما بين
+
+8
+00:00:43,170 --> 00:00:45,510
+genetic algorithm، والمحاضرة اللي بعدها إن شاء الله
+
+9
+00:00:45,510 --> 00:00:49,050
+بنشوف fuzzy evolutionary fuzzy evolutionary يعني
+
+10
+00:00:49,050 --> 00:00:53,390
+hybrid ما بين الـ fuzzy logic وما بين الـ evolutionary
+
+11
+00:00:53,390 --> 00:00:57,950
+اللي هو الـ genetic algorithm، okay، الآن لو بدك تاخد
+
+12
+00:00:57,950 --> 00:01:01,230
+العنوان هذا اللي هو evolutionary neural، بدك تتخيل
+
+13
+00:01:01,230 --> 00:01:05,610
+إيش تتخيل neural network أساسًا زي ما كنا إحنا
+
+14
+00:01:05,610 --> 00:01:08,830
+شوفنا في المثالين اللي قبل كده اللي هو الدمج ما
+
+15
+00:01:08,830 --> 00:01:13,850
+بين الـ neural network والـ rule
+
+16
+00:01:13,850 --> 00:01:17,030
+based، وبرضه كمان fuzzy وneural network، وfuzzy
+
+17
+00:01:17,030 --> 00:01:21,700
+كانهيكلية العامة أو الإطار العام للـ system neural
+
+18
+00:01:21,700 --> 00:01:29,380
+ماشي، ومن ... الآن هنا برضه نفس الشيء إن الإطار
+
+19
+00:01:29,380 --> 00:01:32,860
+العام هو neural network، ولكن داخلة عليها الـ
+
+20
+00:01:32,860 --> 00:01:37,500
+genetic algorithm، من زاوية حد يقدر يتخيل من وين
+
+21
+00:01:37,500 --> 00:01:43,240
+ممكن نيجي نستعين بالـ genetic algorithm، وين بالظبط
+
+22
+00:01:43,240 --> 00:01:44,200
+في الـ neural network؟
+
+23
+00:01:48,440 --> 00:01:55,960
+هذه الـ slide يفترض تغششك شوية اللي أنت شايفه الآن
+
+24
+00:01:55,960 --> 00:01:59,960
+عبارة عن neural network مظبوط، neural network دي ليها
+
+25
+00:01:59,960 --> 00:02:07,240
+ثلاثة input، الـ output ليها فيها one node، وفيه
+
+26
+00:02:07,240 --> 00:02:14,040
+أربعة في الـ middle أو في الـ hidden، شايف
+
+27
+00:02:14,040 --> 00:02:14,480
+الـ chromosome؟
+
+28
+00:02:19,270 --> 00:02:24,910
+بيعبّر عن إيش؟ الكروموزوم بيمثل إيش؟ بيمثل الـ weights
+
+29
+00:02:24,910 --> 00:02:28,890
+بس
+
+30
+00:02:28,890 --> 00:02:33,690
+هو الـ weights، الأوزان، بمعنى آخر أنه إحنا أصلًا
+
+31
+00:02:33,690 --> 00:02:37,770
+المثل الأساسية في neural network لوحدها، في neural
+
+32
+00:02:37,770 --> 00:02:41,570
+network لوحدها إحنا بنعمل عملية الـ training عشان
+
+33
+00:02:41,570 --> 00:02:47,390
+إنه إحنا نضبط الأوزان، يعني كأنه إحنا عملية الـ
+
+34
+00:02:47,390 --> 00:02:53,030
+training بحثًا عن الـ best weights، الأوزان الأفضل
+
+35
+00:02:53,030 --> 00:02:57,690
+يبقى الأوزان الأفضل هي الـ solution اللي إحنا بندور
+
+36
+00:02:57,690 --> 00:03:02,390
+عليه، صح؟ والأوزان هذه iteration ورا iteration
+
+37
+00:03:02,390 --> 00:03:05,150
+بتبدأ من الـ initial، وبعدين iteration ورا iteration
+
+38
+00:03:05,150 --> 00:03:12,470
+بتتعدّل وصولًا إلى الأوزان الأفضل اللي بتعطيني، بتخلي
+
+39
+00:03:12,470 --> 00:03:17,990
+الـ network تعطيني output صحيح، يبقى هذه الأوزان
+
+40
+00:03:17,990 --> 00:03:23,730
+مجموعة الأوزان هي اللي أنا ببحث عنها عمليًا، طيب هذا
+
+41
+00:03:23,730 --> 00:03:27,210
+الأمر مناسب جدًا للـ genetic algorithm، إنه أنا إذا
+
+42
+00:03:27,210 --> 00:03:32,790
+عبّرت عن الأوزان بشكل chromosome، وخليت عملية التعلم
+
+43
+00:03:32,790 --> 00:03:39,950
+أصبحت evolutionary، أصبحت بالـ genetic algorithm، متخيلين
+
+44
+00:03:39,950 --> 00:03:46,250
+كيف الكلام ممكن يكون؟ هذا جرب، خلاصة ما ضلّش أصلًا يعني
+
+45
+00:03:46,250 --> 00:03:50,030
+هو هذا، هو هذا في نهاية الأمر، الأساس، الفكرة اللي
+
+46
+00:03:50,030 --> 00:03:54,610
+على أساسها بتقوم اللي هو الدمج ما بين الـ neural
+
+47
+00:03:54,610 --> 00:04:01,230
+network وما بين الـ genetic algorithm، عندنا عمليًا
+
+48
+00:04:01,230 --> 00:04:04,930
+الثلاثة nodes الأولى هم input nodes، صح؟ ما لهمش
+
+49
+00:04:04,930 --> 00:04:09,970
+أوزان، الـ input بدخل عليهم، وهو بيتوزّع من اللي ليهم
+
+50
+00:04:09,970 --> 00:04:14,910
+أوزان، بيجي للـ node الآخر، أنت أربعة، ومعنا ثمانية
+
+51
+00:04:14,910 --> 00:04:19,170
+صح؟ فكل node هنا، كل node أربعة أو خمسة أو ستة أو
+
+52
+00:04:19,170 --> 00:04:27,030
+سبعة أو ثمانية، لها مجموعة من ثلاث أوزان، صح؟ هذه لها
+
+53
+00:04:27,030 --> 00:04:33,770
+إيش؟ أربعة أوزان، لأنه جايلة من أربعة nodes، فأنا الآن
+
+54
+00:04:33,770 --> 00:04:40,190
+الجدول هذا هو ببساطة شديدة تعبير عن الـ weight
+
+55
+00:04:40,190 --> 00:04:44,490
+vectors، إنه والله من node كذا، من node واحد إلى node
+
+56
+00:04:44,490 --> 00:04:48,890
+واحد، طبعًا مافيش أوزان، يعني كل node لنفسها مافيش
+
+57
+00:04:48,890 --> 00:04:53,870
+شيء، عشان كده أحط صفر، يعني من اتنين إلى واحد،
+
+58
+00:04:53,870 --> 00:04:58,790
+Zero، من ثلاثة، من اتنين إلى ... يعني عندي المصفوفة دي
+
+59
+00:04:58,790 --> 00:05:02,770
+هي اللي بتعطيني الأوزان من أي node إلى node الأخرى
+
+60
+00:05:02,770 --> 00:05:06,390
+ماشي، في عندي node ما بتعطيش له أوزان، هو يعني مثلًا node
+
+61
+00:05:06,390 --> 00:05:10,320
+رقم اتنين ما بتعطيش له ثمانية، صح؟ node رقم اتنين
+
+62
+00:05:10,320 --> 00:05:14,800
+ما بتعطيش تمامًا، ولا بتعطيش ... لأ، بتعطيش للباقيين
+
+63
+00:05:14,800 --> 00:05:20,740
+الآخرين، مظبوط، node رقم ثلاثة كلهم مضمون، ما بيعطيش لها
+
+64
+00:05:20,740 --> 00:05:24,120
+تمامًا، المهم إن هذا الـ table ... هذا الـ table أنا
+
+65
+00:05:24,120 --> 00:05:28,960
+ما بدّي أنظر إليه ... الـ table أنا ما بدّي أنظر إليه
+
+66
+00:05:28,960 --> 00:05:33,700
+ككروموزومات، فالـ chromosome ... الـ chromosome هو عبارة
+
+67
+00:05:33,700 --> 00:05:40,480
+عن مجموعة من الـ weight vectors، ماذا يعني فترزل؟ تطلع
+
+68
+00:05:40,480 --> 00:05:42,680
+على الرسم، وتطلع على الأرقام اللي جوا في الـ
+
+69
+00:05:42,680 --> 00:05:48,860
+chromosome، كل واحد من هذول عبارة عن
+
+70
+00:05:48,860 --> 00:05:56,240
+... صح ولا أنا رقمته غلط؟ أربعة، إيش هالأربعة؟
+
+71
+00:05:56,240 --> 00:06:00,820
+يعني الأوزان كمان من الـ node أربعة، خمسة، ستة،
+
+72
+00:06:00,820 --> 00:06:06,780
+سبعة، ثمانية، صح؟ صح، طيب، بعدين؟ هذول الأوزان الـ
+
+73
+00:06:06,780 --> 00:06:12,310
+initial، الابتدائية، ماذا نفعل الآن؟ نفكر جينيًا
+
+74
+00:06:12,310 --> 00:06:16,310
+الحين نفكر جينيًا، الـ algorithm ما ببدأش أنا
+
+75
+00:06:16,310 --> 00:06:22,910
+بشتغلش على كروموزوم واحد، بدي أعمل صفة كروموزومات، ولا
+
+76
+00:06:22,910 --> 00:06:28,310
+لأ، بدي أعمل generation كامل من كذا n number of
+
+77
+00:06:28,310 --> 00:06:33,510
+chromosomes، ولا لأ؟ بعمل من هذا، حوالي ستين، خمسين
+
+78
+00:06:33,510 --> 00:06:39,160
+generation كامل، بعمله مثل هذا ... مش من هذا ... مثل
+
+79
+00:06:39,160 --> 00:06:44,580
+هذا ستين أو خمسين أو whatever number of random ...
+
+80
+00:06:44,580 --> 00:06:52,600
+random، ماشي ... chromosomes، وبعدين
+
+81
+00:06:52,600 --> 00:07:02,840
+بدي أختار ... بدي أختار مين الأفضل، كيف؟
+
+82
+00:07:04,420 --> 00:07:08,100
+عندي الآن، اتخيل في عندي ستين، واحد من كل
+
+83
+00:07:08,100 --> 00:07:12,800
+chromosome، كل chromosome البنية تبعته صارت واضحة
+
+84
+00:07:12,800 --> 00:07:18,720
+إيه، إن كل الثلاثة دول، كل أول اثنين، كل أول اثنين، كل
+
+85
+00:07:18,720 --> 00:07:26,520
+ثلاثة منهم عبارة عن أوزان الـ hidden nodes، والأربعة
+
+86
+00:07:26,520 --> 00:07:31,240
+الأخيرة، الأربعة genes الأخيرة، واضحة الـ construction
+
+87
+00:07:31,240 --> 00:07:37,260
+فأنا عامل من هذا الكروموزوم، كذا number of N، هذا الـ
+
+88
+00:07:37,260 --> 00:07:44,600
+generation zero، من الابتدائي، كروموزوم 1 خليني أقول
+
+89
+00:07:44,600 --> 00:07:52,920
+CH1، يعني كروموزوم 1، لعند CHN، إيش الآن بنعمل؟
+
+90
+00:07:59,050 --> 00:08:06,910
+لنحسب الـ fitness، صح ولا لا؟ لنحسب
+
+91
+00:08:06,910 --> 00:08:13,170
+الـ fitness تبع مين؟ تبع
+
+92
+00:08:13,170 --> 00:08:26,150
+كل كروموزوم، لنحسب الـ fitness تبعه، كيف؟
+
+93
+00:08:26,150 --> 00:08:30,710
+نحسب، طيب أنا مفترض إن أنا في عندي data ... عندي data
+
+94
+00:08:30,710 --> 00:08:35,330
+بدخّلها هنا، وأشوف إيش الـ output بالنسبة لها ...
+
+95
+00:08:35,330 --> 00:08:39,310
+عليها بالأوزان، وأشوف اللي بيطلع الـ output، و
+
+96
+00:08:39,310 --> 00:08:45,870
+أقارنه بالـ desired output، مقارنة بالـ إيش؟ بالـ desired
+
+97
+00:08:45,870 --> 00:08:54,430
+okay، هل
+
+98
+00:08:54,430 --> 00:08:55,270
+أحسب أنا الآن
+
+99
+00:08:59,410 --> 00:09:04,910
+الـ fitness تبع كل واحد منهم، كل واحد منهم بدي الـ fitness
+
+100
+00:09:04,910 --> 00:09:12,550
+تبعه، كيف؟ بدي أجيب عندي input vector، بدي أجيب input
+
+101
+00:09:12,550 --> 00:09:17,230
+vector، صح؟ سيبك من الأرقام اللي جوا، هذا بدي أجيب
+
+102
+00:09:17,230 --> 00:09:22,370
+input vector x1, x2, x3، وأدخله على الـ network على
+
+103
+00:09:22,370 --> 00:09:25,750
+أساس الأوزان، وأشوف كده شو بيطلع، فبيطلع عندي الـ
+
+104
+00:09:25,750 --> 00:09:30,690
+fitness تبع الكروموزوم الأول، بعدين أجرب الكروموزوم
+
+105
+00:09:30,690 --> 00:09:36,390
+الثاني، كيف؟ على نفس الـ input، صح؟ أنا كيف بدقيهم؟
+
+106
+00:09:36,390 --> 00:09:38,930
+بدقيهم على نفس المصطرة، المصطرة اللي هي الـ input
+
+107
+00:09:38,930 --> 00:09:42,470
+نفسها، أشوف مين من هذول الـ chromosomes بيعطيني
+
+108
+00:09:42,470 --> 00:09:47,290
+نتيجة أفضل على نفس الـ input، صح؟ ما بفعش هذا الكلام
+
+109
+00:09:47,290 --> 00:09:51,590
+ما بفعش على input واحد، أنا المفروض عندي صفة inputs
+
+110
+00:09:51,590 --> 00:09:58,130
+صح ولا لأ؟ المفروض عندي أقول 60-70 أو 100 input
+
+111
+00:09:58,130 --> 00:10:02,570
+بعمل على أساسهم الـ testing أو الـ evaluation، فبدي
+
+112
+00:10:02,570 --> 00:10:07,870
+أخذ لكل كروموزوم واحد، لكل كروموزوم بدي أدخل الـ inputs
+
+113
+00:10:07,870 --> 00:10:14,050
+كلهم واحد، واحد واحد، ولكل input أحسب الـ error، و
+
+114
+00:10:14,050 --> 00:10:19,910
+بعدين آخذ الـ total error، بمعنى إن هذا الكروموزوم
+
+115
+00:10:19,910 --> 00:10:26,170
+الواحد بدي أختبره against كل الـ x، الآن كل الـ ... إيه
+
+116
+00:10:26,170 --> 00:10:32,530
+بالضبط، كل الـ input x1 وx2 لغاية نقول مثلًا x<sub>m</sub>
+
+117
+00:10:32,530 --> 00:10:37,090
+رقم m، اللي بدنا نستخدم إشارة إلى m هنا، عدد
+
+118
+00:10:37,090 --> 00:10:46,770
+كإجمالي اللي هو الـ data، الـ test data عندي
+
+119
+00:10:46,770 --> 00:10:50,950
+مثلًا m test data record، الكروموزومات لديهم عدد
+
+120
+00:10:50,950 --> 00:10:56,130
+آخر، لديهم عدد كروموزومات، فأنا ببدأ أجي أدخل، أختبر هذا
+
+121
+00:10:56,130 --> 00:11:01,710
+الكروموزوم على كل الـ data، ويطلع معاه single number
+
+122
+00:11:01,710 --> 00:11:07,490
+اللي هو إجمالي الـ error، إجمالي الـ error، ونفس
+
+123
+00:11:07,490 --> 00:11:10,590
+الشيء أكرره لكروموزوم الثاني والثالث والأول، لذلك
+
+124
+00:11:10,590 --> 00:11:14,430
+بقول أنا قيّمت الكروموزومات تبع لسه الـ generation
+
+125
+00:11:14,430 --> 00:11:20,030
+الأول، تمام؟ بناءً على هذا التقييم، بأخذ، بكمل
+
+126
+00:11:20,030 --> 00:11:25,080
+الموضوع اللي هو إيش؟ بأخذ، بحسب ... بحسب الـ
+
+127
+00:11:25,080 --> 00:11:31,580
+fitness ratio، إذا بتذكره، خلّيني أجيب الـ slide هذه
+
+128
+00:11:31,580 --> 00:11:38,640
+أذكركم بالعملية كلها مرة واحدة، أمامكم؟ فإحنا دلوقت
+
+129
+00:11:38,640 --> 00:11:46,320
+هاي الـ chromosomes ... chromosomes كلها، okay،
+
+130
+00:11:46,320 --> 00:11:55,470
+لأن كل chromosome منهم، كل chromosome منهم بيعطيني
+
+131
+00:11:55,470 --> 00:12:01,630
+إيش؟ بيعطيني كأنه بيعطيني network مختلفة، ولا لأ؟
+
+132
+00:12:01,630 --> 00:12:08,050
+يعني لما أنا بحط الأوزان، وبعدين بشيلهم وبحط
+
+133
+00:12:08,050 --> 00:12:10,690
+أوزان ثانية، كأنّي عملت network أخرى، صح؟ نفس الـ
+
+134
+00:12:10,690 --> 00:12:15,470
+topology، نفس التوصيل، إنما أوزان مختلفة، كأنه
+
+135
+00:12:15,470 --> 00:12:19,370
+network مختلفة، okay، فأنا بأختبر كل واحد من الـ
+
+136
+00:12:19,370 --> 00:12:24,660
+chromosomes على اللي هو بشكل network، وبطلع الـ
+
+137
+00:12:24,660 --> 00:12:28,540
+fitness ratio تبعه، بناءً على الـ fitness ratio بقصد
+
+138
+00:12:28,540 --> 00:12:34,700
+الـ rules، علشان هطلع مين اللي بدي أدخلهم وأختار
+
+139
+00:12:34,700 --> 00:12:40,640
+منهم، أعملهم cross over، مظبوط؟ لأن الـ rules هاللي
+
+140
+00:12:40,640 --> 00:12:45,140
+ليش؟ الـ rules هاللي ليش؟ عشان أطلع لمين؟ للمرشحين
+
+141
+00:12:45,140 --> 00:12:48,840
+اللي أدخلهم على cross over، الـ cross over إذا
+
+142
+00:12:48,840 --> 00:12:53,900
+بتذكروا، بأخذ أزواج، والأزواج اللي بختارهم، بختارهم
+
+143
+00:12:53,900 --> 00:12:58,880
+على أساس probability تبع الـ crossover، صح؟ كل اثنين
+
+144
+00:12:58,880 --> 00:13:01,600
+بيقع عليهم الـ probability بتحكملهم، عشان يعطيني
+
+145
+00:13:01,600 --> 00:13:07,740
+منهم اثنين ثانيين، كروموزومين ثانيين، بهذا الشكل بأكون
+
+146
+00:13:07,740 --> 00:13:16,960
+الـ generation اللي بعده، G<sub>1</sub>، بس لسه في mutation، الـ
+
+147
+00:13:16,960 --> 00:13:24,230
+mutation، مظبوط، بس مبدئيًا أنا جبت الجيل الثاني ناتج
+
+148
+00:13:24,230 --> 00:13:27,750
+عملية الـ crossover، هذا اللي بقينا معاه في الـ
+
+149
+00:13:27,750 --> 00:13:32,050
+crossover، أو من الـ crossover، باجي عليه عملية الـ
+
+150
+00:13:32,050 --> 00:13:36,850
+mutation، برضه بختار من اللي بدي أعمل عليه الـ
+
+151
+00:13:36,850 --> 00:13:41,150
+mutation، بناءً على probability تبع الـ mutation، P<sub>M</sub>
+
+152
+00:13:41,150 --> 00:13:45,530
+والـ mutation إيش معناه؟ معناه إن إحنا بدنا نختار
+
+153
+00:13:45,530 --> 00:13:49,710
+واحد من الـ genes، ارجع ثاني هنا
+
+154
+00:13:52,530 --> 00:13:56,650
+الصورة الأصلية، واحد من الـ genes هذا وهذا وهذا
+
+155
+00:13:56,650 --> 00:14:03,730
+اللي أغيّره بشكل عشوائي، وممكن أختار على أساس إن
+
+156
+00:14:03,730 --> 00:14:10,630
+واحد من الـ nodes، أروح أغيّر ... يعني هأجي أقول إن
+
+157
+00:14:10,630 --> 00:14:13,550
+توقعت على هذه الـ node، لأن هذه الـ node هي اللي بدي
+
+158
+00:14:13,550 --> 00:14:16,570
+أعملها mutation، الـ mutation يعني أغيّر كل الـ
+
+159
+00:14:16,570 --> 00:14:21,540
+weights اللي فيها، أعملهم تغيير عشوائي، الآن واضحة الـ
+
+160
+00:14:21,540 --> 00:14:27,220
+cycle، كيف ده؟ تكون واضحة الـ cycle، إنه إحنا الـ
+
+161
+00:14:27,220 --> 00:14:30,220
+chromosomes اللي عملناهم في البداية، لازم نقيمهم
+
+162
+00:14:30,220 --> 00:14:36,020
+نقيمهم كيف؟ إنه كل واحد منهم بنخضعه لمجموعة الـ
+
+163
+00:14:36,020 --> 00:14:39,320
+data اللي عندنا، وبنحسب إجمالي الـ error، هو هذا الـ
+
+164
+00:14:39,320 --> 00:14:42,800
+fitness، اللي بعده، اللي بعده، اللي بعده، لأن بناءً على
+
+165
+00:14:42,800 --> 00:14:45,460
+الـ fitness هذه، بنحسب الـ fitness ratio، وبناءً على
+
+166
+00:14:45,460 --> 00:14:50,950
+الـ fitness ratio، بنقرّر مين اللي نأخذه عشان نعمل
+
+167
+00:14:50,950 --> 00:14:54,810
+crossover، نأخذهم أزواج، اللي بيقع عليهم الاختيار
+
+168
+00:14:54,810 --> 00:14:58,250
+الأزواج، وبنشكّل منهم بالـ crossover اللي هو الـ
+
+169
+00:14:58,250 --> 00:15:03,510
+children اللي بيجي، هنا بعد كده بنقرّر مين منهم
+
+170
+00:15:03,510 --> 00:15:07,490
+ينعمل عليه mutation، مبنيًا على الـ mutation
+
+171
+00:15:07,490 --> 00:15:11,310
+probability، أو probability of mutation، صار عندي
+
+172
+00:15:11,310 --> 00:15:17,290
+جيل جديد، إيش بسوّي؟ بعيد الكرة، وهي بقيمهم
+
+1
+
+223
+00:19:55,930 --> 00:20:03,010
+chromosome من واحد إلى من
+
+224
+00:20:03,010 --> 00:20:12,970
+واحد إلى ذات النص من
+
+225
+00:20:12,970 --> 00:20:18,610
+واحد من اثنين إلى ذات النص، صح؟
+
+226
+00:20:21,090 --> 00:20:26,950
+بعدين من ثلاثة إلى بقية النص المصبوط
+
+227
+00:20:26,950 --> 00:20:30,590
+قليل
+
+228
+00:20:30,590 --> 00:20:41,570
+من أربعة إلى بقية النص، قليل من خمسة إلى بقية النص
+
+229
+00:20:41,570 --> 00:20:45,630
+قليل
+
+230
+00:20:45,630 --> 00:20:53,290
+من ستة إلى بقية النص، كل ستة bits تمثل علاقة node
+
+231
+00:20:53,290 --> 00:20:58,610
+بالأُخريات، تمام
+
+232
+00:20:58,610 --> 00:21:04,030
+إحنا لقينا أن الهدف تبعنا.. إيش الهدف تبعنا في هذا
+
+233
+00:21:04,030 --> 00:21:09,450
+الـproblem، الهدف تبعنا هو الوصول إلى الـnetwork
+
+234
+00:21:09,450 --> 00:21:17,610
+اللي الـtopology بتاعتها بتحقق الهدف
+
+235
+00:21:25,250 --> 00:21:30,690
+نفس العملية، نفس القياس، مثلاً في عندي data، في عندي
+
+236
+00:21:30,690 --> 00:21:35,510
+data، وفي عندي chromosomes، كل chromosome يمثل برضه
+
+237
+00:21:35,510 --> 00:21:38,070
+network أخرى، بس هنا الـnetwork مختلفة، مش في
+
+238
+00:21:38,070 --> 00:21:43,930
+الأوزان مختلفة، في الـtopology، صح؟ نفحص كل network
+
+239
+00:21:43,930 --> 00:21:49,490
+بناءً على الـdata، ونشوف إيش الـtotal error أو الـ
+
+240
+00:21:49,490 --> 00:21:52,750
+average error أو الـsum of square differences مثلاً
+
+241
+00:21:53,190 --> 00:21:58,370
+نفس الشيء في السابق، وبنقيم الـchromosomes
+
+242
+00:21:58,370 --> 00:22:04,050
+على هذا الأساس، okay
+
+243
+00:22:04,050 --> 00:22:08,230
+وبناءً
+
+244
+00:22:08,230 --> 00:22:15,070
+على التقييم بنختار منهم للـcrossover، وبنختار كمان
+
+245
+00:22:15,070 --> 00:22:20,550
+للمutation، فهذه
+
+246
+00:22:20,550 --> 00:22:25,130
+هي باختصار شديد، القليل اللي على أساسه بيقوم الدمج
+
+247
+00:22:25,130 --> 00:22:34,430
+ما بين الـneural networks وما بين الـ
+
+248
+00:22:34,430 --> 00:22:38,450
+evolutionary algorithm أو الـgenetic algorithm
+
+249
+00:23:14,970 --> 00:23:39,730
+نرجع مرة ثانية، نأخذ
+
+250
+00:23:39,730 --> 00:23:45,680
+كلام سريع، نوضح الأساسيات اللي إحنا ممكن نحتاج
+
+251
+00:23:45,680 --> 00:23:52,040
+إليها في الـevolutionary computation، فيهم مع النورا
+
+252
+00:23:52,040 --> 00:23:59,180
+نتذكر أن الـback propagation، اللي هو عملية الـtraining، الـback
+
+253
+00:23:59,180 --> 00:24:02,720
+propagation learning algorithm cannot guarantee an
+
+254
+00:24:02,720 --> 00:24:06,420
+optimal solution، فإحنا الـback propagation
+
+255
+00:24:06,420 --> 00:24:10,520
+learning، اللي هي أليتنا الأساسية في تعديل الأوزان
+
+256
+00:24:11,180 --> 00:24:15,380
+مش دائماً تعطيني an optimal solution، فأنا ممكن أ..
+
+257
+00:24:15,380 --> 00:24:19,600
+solution، فأنا ممكن أبحث عن الـoptimal solution
+
+258
+00:24:19,600 --> 00:24:22,840
+بأسلوب آخر، اللي هو الـgenetic أو الـevolutionary
+
+259
+00:24:22,840 --> 00:24:27,520
+اللي هو أصلاً ميزته
+
+260
+00:24:27,520 --> 00:24:30,660
+الأساسية هي الـoptimization، الـevolutionary أو الـ
+
+261
+00:24:30,660 --> 00:24:33,460
+genetic algorithm، ميزتها الأساسية أنها تعطيني
+
+262
+00:24:33,460 --> 00:24:38,060
+optimization، بمعنى أفضل ما يمكن الوصول إليه، فالـ..
+
+263
+00:24:39,250 --> 00:24:42,330
+الـneural network is often unable to find a
+
+264
+00:24:42,330 --> 00:24:44,910
+desirable solution to a problem at hand، هذه أول
+
+265
+00:24:44,910 --> 00:24:50,370
+نقطة، الأوزان، النقطة الثانية اللي إحنا ممكن نحتاج
+
+266
+00:24:50,370 --> 00:24:53,610
+للـneural network فيها، اللي هي الـoptimal topology
+
+267
+00:24:53,610 --> 00:25:01,030
+اللي اصل إلى أفضل أو أنسب topology للـnetwork اللي
+
+268
+00:25:01,030 --> 00:25:06,610
+تعطيني أفضل network، فالآن
+
+269
+00:25:08,250 --> 00:25:12,650
+بعد ما إحنا أول خطوة بنعملها، اللي هي أن to
+
+270
+00:25:12,650 --> 00:25:17,570
+represent الـproblem على شكل chromosomes، الـ
+
+271
+00:25:17,570 --> 00:25:22,170
+problem الآن هل هي أوزان ولا topology؟ في الحالتين
+
+272
+00:25:22,170 --> 00:25:25,530
+بعبر عنها على شكل إيش؟ chromosome، هنا الـ
+
+273
+00:25:25,530 --> 00:25:29,110
+chromosome بيحتوي، إذا هي أوزان، بيحتوي على أوزان الـ
+
+274
+00:25:29,110 --> 00:25:34,110
+noise، إذا هي الـproblem تبعتي اللي أنا بدي.. اللي
+
+275
+00:25:34,110 --> 00:25:37,620
+هي تمثل الـtopology، الـ.. الـ.. الـgenes تبع الـ
+
+276
+00:25:37,620 --> 00:25:41,200
+chromosome بتكون ones و zeros، إشارة إلى العلاقات
+
+277
+00:25:41,200 --> 00:25:45,420
+ما بين الـnodes، okay، فالـsecond step الآن is to
+
+278
+00:25:45,420 --> 00:25:53,420
+evaluate الـfitness تبع، evaluate الـfitness تبع الـ
+
+279
+00:25:53,420 --> 00:26:00,100
+chromosomes، okay، هذا الكلام بناءً على الـtraining
+
+280
+00:26:00,100 --> 00:26:01,700
+set اللي إحنا
+
+281
+00:26:06,080 --> 00:26:11,360
+أو الـdata الموجودة عندنا، فممكن نحسب الـerrors
+
+282
+00:26:11,360 --> 00:26:19,940
+طبعاً كل chromosome مع، أو against يعني كل الـdata، و
+
+283
+00:26:19,940 --> 00:26:22,520
+نحسب الـsum of square errors، يعني الـerrors هذه
+
+284
+00:26:22,520 --> 00:26:25,100
+اللي بتتجمع، الـerror هذا، و error هذا، و
+
+285
+00:26:25,100 --> 00:26:28,080
+error هذا، كلهم نحسب لهم الـsum of square
+
+286
+00:26:28,080 --> 00:26:33,870
+errors، هذا الـsum من الـzero بيبقى أحسن ولا بيبقى
+
+287
+00:26:33,870 --> 00:26:39,030
+أسوأ؟ بيبقى أفضل لأن أنا بدي الـerrors تقريباً تبقى
+
+288
+00:26:39,030 --> 00:26:43,290
+صغيرة، تمام، the smaller the sum the fitter the
+
+289
+00:26:43,290 --> 00:26:47,610
+chromosome، كل ما أصغر كل ما هو أفضل، الآن الـ
+
+290
+00:26:47,610 --> 00:26:51,450
+genetic algorithm attempts to find مجموعة الـ
+
+291
+00:26:51,450 --> 00:26:55,810
+weights اللي فعلاً minimizes أو توصلني إلى هذا
+
+292
+00:26:55,810 --> 00:27:03,210
+الرقم الصغير، إيش؟ بعد ما عمل الـfitness، قلنا ثالث
+
+293
+00:27:03,210 --> 00:27:08,950
+خطوة، ثالث
+
+294
+00:27:08,950 --> 00:27:14,830
+خطوة، نعتبرهم واحدة، اللي هي applying genetic
+
+295
+00:27:14,830 --> 00:27:18,250
+operators، نسميهم genetic operators، هدول الـ
+
+296
+00:27:18,250 --> 00:27:22,090
+crossover زائد
+
+297
+00:27:22,090 --> 00:27:27,590
+mutation، هدول
+
+298
+00:27:27,590 --> 00:27:28,310
+اللي هو الـgenetic
+
+299
+00:27:38,750 --> 00:27:42,350
+Crossover operator takes two parent chromosomes
+
+300
+00:27:42,350 --> 00:27:45,310
+and creates a single child with genetic material
+
+301
+00:27:45,310 --> 00:27:49,730
+from the parents، عملية الـcrossover واضحة لنا، اللي
+
+302
+00:27:49,730 --> 00:27:54,150
+هي أولاً عملية عشان نختار مين المرشحين، وبعدها الـ
+
+303
+00:27:54,150 --> 00:27:59,160
+probability عشان نختار زوج، زوج، صح؟ بينما الـ
+
+304
+00:27:59,160 --> 00:28:02,200
+mutation.. الـmutation على طول على الـoutput اللي
+
+305
+00:28:02,200 --> 00:28:08,500
+بيطلع من الـcrossover، ب.. ألف عشان أحدد مين اللي
+
+306
+00:28:08,500 --> 00:28:13,200
+أ.. أؤثر عليه أو أوقع عليه، اللي هو ال.. اللي هو
+
+307
+00:28:13,200 --> 00:28:20,240
+ال.. الـmutation، okay، select a gene، لأن كلمة gene
+
+308
+00:28:20,240 --> 00:28:26,960
+هنا بدها تبقى واضحة لي مسبقاً، هل أنا بحكي عنه bit
+
+309
+00:28:26,960 --> 00:28:32,700
+واحدة، ولا بحكي عن الـvector تبع node معينة، يعني الـ
+
+310
+00:28:32,700 --> 00:28:35,440
+node ثلاثة، كل الأوزان تبعها، يعني هذه إيش معناها؟ الـ
+
+311
+00:28:35,440 --> 00:28:39,600
+gene، ولا الوزن الواحد لوحده هو الـgene؟
+
+312
+00:28:39,600 --> 00:28:42,580
+هذا الكلام لازم يبقى محدد، وإذا جاك سؤال يبقى
+
+313
+00:28:42,580 --> 00:28:51,940
+محدد لك بالضبط أنتَ حاكي عن.. حاكي
+
+314
+00:28:51,940 --> 00:28:55,620
+عن node ولا عن وزن واحد
+
+315
+00:29:02,020 --> 00:29:06,900
+Okay، كمان؟ فالصورة أن هنا الـcrossover ما بين
+
+316
+00:29:06,900 --> 00:29:13,000
+هدول الاثنين، هدول اثنين two different sets of
+
+317
+00:29:13,000 --> 00:29:17,180
+weights، يعني مجموعتين، أو مجموعتين، أو لـnetwork
+
+318
+00:29:17,180 --> 00:29:21,040
+نفس الـtopology، إيش اللي بيصير هنا؟ بأخذ هذا الـ
+
+319
+00:29:21,040 --> 00:29:27,130
+gene من هذا الـparent، وبأخذ إيش؟ الذين بعده من
+
+320
+00:29:27,130 --> 00:29:33,530
+هذا، صح؟ والذين بعده من هذا، وبأخذ الأخير من هنا
+
+321
+00:29:33,530 --> 00:29:40,510
+يبقى عامل عامل split، صح؟
+
+322
+00:29:40,510 --> 00:29:47,090
+هذا الشق نأخذه لحال، وهذول لحال، هذول اثنين ننزلهم
+
+323
+00:29:47,090 --> 00:29:53,190
+هذول اثنين ننزلهم من الأول، وهذول اثنين ننزلهم من
+
+324
+00:29:53,190 --> 00:29:58,770
+الثاني، تذكروا أن الـcrossover ممكن تبقى على one
+
+325
+00:29:58,770 --> 00:30:03,070
+single splitting point أو crossover point، أو على
+
+326
+00:30:03,070 --> 00:30:06,570
+two، حسب ما أنتَ بتختار لنفسك، إذا أنتَ اللي بتصمم
+
+327
+00:30:06,570 --> 00:30:09,910
+لهذا، أو حسب السؤال اللي بيقول لك، إذا أنتَ في الامتحان
+
+328
+00:30:09,910 --> 00:30:15,310
+okay، mutation هنا عملها على أساس إيش؟ single
+
+329
+00:30:15,310 --> 00:30:21,450
+weight، ولا single node؟ يعني ضللّي الضلمين هذول مع
+
+330
+00:30:21,450 --> 00:30:23,890
+بعض، ليش؟ بفهم أنه بحكي عن الـnode هذه
+
+331
+00:30:43,370 --> 00:30:48,430
+عشوائياً، نغيره إلى سالب
+
+332
+00:30:48,430 --> 00:30:55,100
+0.1 و 0.2، نأخذ الـnode كلها على أساس أنها جين واحد
+
+333
+00:30:55,100 --> 00:31:01,640
+تمام
+
+334
+00:31:01,640 --> 00:31:04,700
+خلاص، هذا بالنسبة لو كان إيش؟ أوزان، تعديل أوزان
+
+335
+00:31:04,700 --> 00:31:10,000
+بالنسبة لو تعديل الـtopology، تعديل الـtopology أو
+
+336
+00:31:10,000 --> 00:31:15,580
+اختيار الـtopology الأنسب، فنفس القياس، إنما اللي
+
+337
+00:31:15,580 --> 00:31:19,510
+بيختلف، اللي هو the basic idea behind it، بغض الـ
+
+338
+00:31:19,510 --> 00:31:22,890
+suitable network architecture، أنه to conduct a
+
+339
+00:31:22,890 --> 00:31:26,930
+genetic search في اللي هو different architectures،
+
+340
+00:31:26,930 --> 00:31:31,390
+we must first choose a method لتعبير عن الـ
+
+341
+00:31:31,390 --> 00:31:39,490
+chromosome، الـchromosome الآن ما بده يحتوي على أوزان،
+
+342
+00:31:39,490 --> 00:31:44,530
+بده يحتوي على علاقات، فزي ما قلنا، الـzero لما يكون
+
+343
+00:31:44,530 --> 00:31:47,510
+ما فيش link من node إلى node، والـone لما يكون فيه
+
+344
+00:31:47,510 --> 00:31:52,960
+link، هذا هو، في
+
+345
+00:31:52,960 --> 00:32:00,000
+أسئلة؟ إحنا الآن عملياً هذا هو كل ما.. ما هو هناك
+
+346
+00:32:00,000 --> 00:32:08,180
+بالنسبة للـ.. إيش؟ للـhybrid، إيش قلنا؟ neuro أو ما بين
+
+347
+00:32:08,180 --> 00:32:11,580
+الـgenetic وما بين الـneural network، والشقة
+
+348
+00:32:11,580 --> 00:32:14,020
+الثانية نتركها للمحاضرة اللي جايه، اللي هو ما بين
+
+349
+00:32:14,020 --> 00:32:17,540
+الـfuzzy والـgenetic، fuzzy والـgenetic، الشقة
+
+350
+00:32:17,540 --> 00:32:25,830
+الثانية، طبعاً fuzzy evolutionally، في أي سؤال؟ طيب
+
+351
+00:32:25,830 --> 00:32:26,110
+ماشي
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI.srt
new file mode 100644
index 0000000000000000000000000000000000000000..5d7c58e7104547402375ce4bec3fa8d40c132352
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI.srt
@@ -0,0 +1,1354 @@
+
+1
+00:00:21,010 --> 00:00:24,570
+بسم الله الرحمن الرحيم. محاضرة اليوم تتكامل على نفس
+
+2
+00:00:24,570 --> 00:00:27,530
+الموضوع الذي بدأنا فيه المحاضرة السابقة، وهو الـ
+
+3
+00:00:27,530 --> 00:00:32,110
+hybrid intelligent systems. المحاضرة الماضية كنا
+
+4
+00:00:32,110 --> 00:00:38,990
+شوفنا كيف الـ neural networks ندمجها مع الـ rule
+
+5
+00:00:38,990 --> 00:00:49,290
+based system، وعلشان نستفيد من محاسن الـ
+
+6
+00:00:49,290 --> 00:00:54,530
+neural networks مع rule based systems. الآن بدنا
+
+7
+00:00:54,530 --> 00:00:58,990
+نطلع على الدمج بين neural networks و fuzzy systems.
+
+8
+00:00:58,990 --> 00:01:04,930
+بشكل مشابه للمثال الذي كنا شفناه المرة التي فاتت.
+
+9
+00:01:04,930 --> 00:01:08,230
+يعني إيش مشابه؟ يعني في الأساس أنا عندي neural
+
+10
+00:01:08,230 --> 00:01:15,530
+network.  إحنا في الحالة السابقة في neural network
+
+11
+00:01:15,530 --> 00:01:20,170
+system كان عندي بالأساس neural network، النورال
+
+12
+00:01:20,170 --> 00:01:23,890
+نتورك هذه، بالـ hidden layer تبعتها، هي عبارة عن
+
+13
+00:01:23,890 --> 00:01:28,490
+مجموعة من الـ nodes، كل node تمثل rule مظبوط. وهنا
+
+14
+00:01:28,490 --> 00:01:31,290
+أجت عملية الدمج ما بين الـ rule based وما بين الـ
+
+15
+00:01:31,290 --> 00:01:34,690
+neural networks.  اللي هنشوفه المحاضرة هذه إن شاء
+
+16
+00:01:34,690 --> 00:01:38,470
+الله، اللي هو برضه كمان neural network، ولكن الـ
+
+17
+00:01:38,470 --> 00:01:44,250
+neural network هذه نقدر
+
+18
+00:01:44,250 --> 00:01:48,780
+نقول برضه فيها rules، ولكن الـ rules اللي هنا هتبقى
+
+19
+00:01:48,780 --> 00:01:53,580
+عن fuzzy rules، okay، fuzzy rules. نذكركم بشكل بسيط
+
+20
+00:01:53,580 --> 00:01:57,660
+في المثال لما إحنا حكينا عن الـ fuzzy systems،
+
+21
+00:01:57,660 --> 00:02:02,440
+بتذكروا المثال اللي مرّينا عليه في الـ fuzzy systems،
+
+22
+00:02:02,440 --> 00:02:07,100
+كان فيه هنا fuzzy rules، صح؟ أنا قادر من أراجع الـ
+
+23
+00:02:07,100 --> 00:02:13,530
+fuzzy rules، الـ fuzzy rules بتقول إن إذا المتغير الـ
+
+24
+00:02:13,530 --> 00:02:19,330
+fuzzy variable ينتمي إلى الـ fuzzy set الفلاني، أو
+
+25
+00:02:19,330 --> 00:02:24,110
+المتغير الآخر ينتمي إلى الـ fuzzy set الآخر، فالـ
+
+26
+00:02:24,110 --> 00:02:31,130
+output variable ينتمي إلى الـ fuzzy set هذا. هذه
+
+27
+00:02:31,130 --> 00:02:37,130
+مجموعة rules، وعبّرنا عن الكلام هذا على أساس إن في
+
+28
+00:02:37,130 --> 00:02:40,950
+عندي أنا fuzzy functions، الـ fuzzy functions من
+
+29
+00:02:40,950 --> 00:02:44,810
+خلالها بتحدد درجة الانتماء. إحنا هناك في الـ rule،
+
+30
+00:02:44,810 --> 00:02:49,830
+بنقول ينتمي x ينتمي إلى a ثلاثة، لكن درجة الانتماء
+
+31
+00:02:49,830 --> 00:02:53,570
+أنا بأخدها من وين؟ أو بحددها بالضبط من وين؟ من الـ
+
+32
+00:02:53,570 --> 00:02:55,770
+fuzzy function، الـ fuzzy function اللي بتحتوي على
+
+33
+00:02:55,770 --> 00:03:01,590
+الـ fuzzy sets، هو على حسب الـ crisp value تبع
+
+34
+00:03:01,590 --> 00:03:09,360
+المتغير الـ x، تمام؟ بنشوف هو ينتمي إلى أي من الـ
+
+35
+00:03:09,360 --> 00:03:15,280
+fuzzy sets، وبأي درجة، درجة الانتماء. هذا الكلام
+
+36
+00:03:15,280 --> 00:03:20,420
+لازم يكون فيه fuzzy function، fuzzy function لكل واحد
+
+37
+00:03:20,420 --> 00:03:26,780
+من الـ input. أنا عندي x واحد هو input، و y واحد
+
+38
+00:03:26,780 --> 00:03:31,860
+input آخر، وأيضا كمان fuzzy functions للـ
+
+39
+00:03:31,860 --> 00:03:38,140
+output. تذكروا هذا الـ figure، هذا عبارة عن
+
+40
+00:03:40,930 --> 00:03:45,290
+الـ fuzzy function تبعت للـ output، اللي هو فيها الـ
+
+41
+00:03:45,290 --> 00:03:49,690
+fuzzy sets تبع الـ output C1, C2, C3، بناء على
+
+42
+00:03:49,690 --> 00:03:54,230
+المحصلة اللي طلعت، بناء على الـ rules، بنحدد انتماء
+
+43
+00:03:54,230 --> 00:04:01,390
+الـ output variable لأي من الـ sets هذه. الـ rule واحد
+
+44
+00:04:01,390 --> 00:04:04,410
+وهو الـ rule 2، والـ rule 3 هي اللي عمليا إحنا
+
+45
+00:04:04,410 --> 00:04:11,360
+بنحطها في الـ hidden layer في الـ neural network، لما
+
+46
+00:04:11,360 --> 00:04:15,700
+ندمج الـ neural network مع fuzzy system، أو مع
+
+47
+00:04:15,700 --> 00:04:21,640
+fuzzy logic. نرجع للمثال، المثال اللي كنا إحنا فيه،
+
+48
+00:04:21,640 --> 00:04:28,120
+اللي هو أنه أنا عندي الـ input بيجيني في متغيرين X1،
+
+49
+00:04:28,120 --> 00:04:34,970
+و X2، لأن أنا بيلزمني أني لكل واحد من المتغيرين أشوف
+
+50
+00:04:34,970 --> 00:04:39,150
+درجة انتمائه لكل واحد من الـ Fuzzy Sets. الـ Fuzzy
+
+51
+00:04:39,150 --> 00:04:47,890
+Sets A1, A2، و A3، هدول الـ Fuzzy Sets تبعون المتغير
+
+52
+00:04:47,890 --> 00:04:53,790
+الأولاني X1. المتغير الثاني X2، بدي أشوف انتمائه إلى
+
+53
+00:04:53,790 --> 00:05:03,850
+B1, B2، وB3، لأن بناء على انتماء المتغيرات هذه، الـ
+
+54
+00:05:03,850 --> 00:05:08,410
+ستة rules بيبقى فيها، دي الـ rules، الـ rules بتقول لي إذا كان X1
+
+55
+00:05:08,410 --> 00:05:15,210
+ينتمي إلى أي من هدول، و X2 ينتمي إلى أي من هدول،
+
+56
+00:05:15,210 --> 00:05:25,790
+فأنا بدي أطلع output. الـ output هذا، يعني أن الـ output
+
+57
+00:05:25,790 --> 00:05:30,640
+الـ rules، الـ rules بتقول لي كم درجة انتماء الـ output إلى
+
+58
+00:05:30,640 --> 00:05:36,280
+أي واحد من هذه الـ fuzzy sets. لذلك نطلع على الـ
+
+59
+00:05:36,280 --> 00:05:42,840
+structure تبع الـ hidden layer، اللي
+
+60
+00:05:42,840 --> 00:05:46,300
+هي ستة.  تلاقيها في واقع الأمر أيضا على
+
+61
+00:05:46,300 --> 00:05:52,900
+مجموع من الـ rules، كل rule بتأخذ two
+
+62
+00:05:52,900 --> 00:05:56,580
+inputs، واحد اللي هو إيش؟
+
+63
+00:06:06,030 --> 00:06:11,930
+أولا يتعلق بانتماء x1 إلى أي واحد من الستة، والثاني
+
+64
+00:06:11,930 --> 00:06:20,470
+بانتماء x2 إلى أي من الستة تبعهم. فهذا الآن الـ rules
+
+65
+00:06:20,470 --> 00:06:32,810
+R1، وأنا ببدأ أقرأ R1، وببدأ أترجمها. إيش بقول؟ ببدأ
+
+66
+00:06:32,810 --> 00:06:33,210
+أكتبها
+
+67
+00:06:36,320 --> 00:06:41,160
+في X1، X1
+
+68
+00:06:41,160 --> 00:06:52,340
+إيه؟ قصدك أن X1 تنتمي لـ A1 is A1، و X2، and X2 تنتمي
+
+69
+00:06:52,340 --> 00:07:05,240
+لـ B1 is B1، B1، نعم، then R1، then روز
+
+70
+00:07:05,240 --> 00:07:11,310
+واحد، then الـ output ينتمي إلى c2. الـ output نسميه z،
+
+71
+00:07:11,310 --> 00:07:19,110
+زي ما كان هناك، أو نسميه y، و y هو c2، و
+
+72
+00:07:19,110 --> 00:07:25,450
+بنفس النمط أقرأ باقي الـ rules من R1 إلى R6. ليش
+
+73
+00:07:25,450 --> 00:07:29,910
+ستة rules؟ ليش مش ثمانية؟ ليش مش عشرة؟ خلص السؤال
+
+74
+00:07:29,910 --> 00:07:37,560
+هذا نجي له قدام شوية. إحنا الآن، أنا أمامي نورال
+
+75
+00:07:37,560 --> 00:07:42,580
+نتورك، نورال نتورك نخضعها للـ training، مظبوط؟ إحنا
+
+76
+00:07:42,580 --> 00:07:46,700
+كل اللي عملناه حتى الآن أنه عملنا مجموعة من الـ
+
+77
+00:07:46,700 --> 00:07:49,940
+rules، لا نعلم لسه إذا كنا محتاجينهم كلهم ولا
+
+78
+00:07:49,940 --> 00:07:55,340
+لا، هيبين معنا قدام، على أساس شغل اللي بنحكي فيه
+
+79
+00:07:55,340 --> 00:07:59,600
+قدام. المهم أنه عندي أنا حطينا ستة rules ابتدائية،
+
+80
+00:07:59,600 --> 00:08:05,010
+والستة rules جايات على أساس أنه إيش؟ كل واحدة بتأخذ
+
+81
+00:08:05,010 --> 00:08:10,850
+القيمة التابعة لها من مين؟ من درجة انتماء المتغير إلى
+
+82
+00:08:10,850 --> 00:08:17,410
+الـ sets تبعه. طبعا ليش هذا X1 ما بوزهش لـ B1، وB2،
+
+83
+00:08:17,410 --> 00:08:23,050
+وB3؟ لأن هدول مش تبعونه. يعني إحنا نقول مثلا هذا
+
+84
+00:08:23,050 --> 00:08:35,060
+اللي هو الطول، طول الشخص، وهذا وزنه، الأوزان، الوزن له
+
+85
+00:08:35,060 --> 00:08:41,440
+مجموعة fuzzy sets غير عن الـ fuzzy sets اللي
+
+86
+00:08:41,440 --> 00:08:45,440
+بالطول.  الباحث يقول، فيه مجموعات تقول لي هذه
+
+87
+00:08:45,440 --> 00:08:48,560
+input layer. مش المفروض أن input layer، كل input
+
+88
+00:08:48,560 --> 00:08:52,880
+يروح على كل الـ، يروح على كل الـ hidden layer،
+
+89
+00:08:52,880 --> 00:08:55,740
+اللي بعدها؟ بقول لك لأ، إحنا هنا ده في الـ fuzzy، إحنا
+
+90
+00:08:55,740 --> 00:09:02,080
+عند الـ input، كل واحد منهم دلالة ومتغير، والمتغير اللي
+
+91
+00:09:02,080 --> 00:09:05,640
+هو الـ sets اللي خاصة به، الـ fuzzy sets اللي خاصة به،
+
+92
+00:09:05,640 --> 00:09:15,360
+الـ rules بتأخذ، بتحكم بناء على الطول والوزن،
+
+93
+00:09:15,360 --> 00:09:19,340
+وبالتالي بتأخذ output من الطول، و output من الوزن،
+
+94
+00:09:19,340 --> 00:09:25,240
+output من X1، و output من X2. لذلك كل واحدة من هدول
+
+95
+00:09:25,240 --> 00:09:30,650
+بتتوزع على، يعني أو كل rule بدا تأخذ واحد من هنا مع
+
+96
+00:09:30,650 --> 00:09:39,670
+واحد من المتغير الثاني. okay، الآن هذه الـ node إيش
+
+97
+00:09:39,670 --> 00:09:43,450
+وظيفتها؟ إيش فعليا مستوى الـ node اللي في level في
+
+98
+00:09:43,450 --> 00:09:47,110
+layer 2؟ أنا بس بدي أغير الـ slide، بدي أجيب الـ slide
+
+99
+00:09:47,110 --> 00:09:54,390
+نفسه، الرسم نفسه، بس من الكتاب، من الكتاب، لأنه الرسم
+
+100
+00:09:54,390 --> 00:09:55,470
+أوضح في الكتاب.
+
+101
+00:10:00,920 --> 00:10:09,800
+هي هذه نفسها، صح؟
+
+102
+00:10:09,800 --> 00:10:15,380
+مش
+
+103
+00:10:15,380 --> 00:10:20,520
+هي الـ A1، الـ A1، الـ A2، الـ A3، مش هدول الـ linguistic
+
+104
+00:10:20,520 --> 00:10:25,520
+variables؟ بيعبروا عن fuzzy sets، زي مثلا الـ A، الـ A، نعم هم fuzzy sets.
+
+105
+00:10:25,520 --> 00:10:30,050
+أنا قلت A، نعم. فالـ nodes هذه إيش الآن؟ كل واحدة
+
+106
+00:10:30,050 --> 00:10:33,930
+بتحمل نسبة، أو بتحمل قيمة، هذه اللي بنجيب مساحتها،
+
+107
+00:10:33,930 --> 00:10:38,030
+مساحة اللي تحتها. مش عارف كيف أشيل هذا الـ bar اللي
+
+108
+00:10:38,030 --> 00:10:42,010
+هنا، مش عارف كيف طلع عليه. المفروض اللي جاي فيه هنا
+
+109
+00:10:42,010 --> 00:10:49,070
+سهل، بس يلا ما فيش كده، بس واضحة الصورة من مدى الشاشة.
+
+110
+00:10:49,070 --> 00:10:56,170
+خلي بالك إيش أسامة بيصمم هنا؟ ليها لقم إثنين اسمها
+
+111
+00:10:56,170 --> 00:10:57,410
+input membership
+
+112
+00:11:04,150 --> 00:11:08,730
+القيمة الحقيقية اللي بتدخل بتتوزع على الـ input
+
+113
+00:11:08,730 --> 00:11:12,750
+membership functions. هدول الـ A1، والـ A2، والـ A3،
+
+114
+00:11:12,750 --> 00:11:17,070
+هم الـ fuzzy sets، أو في واقع الأمر هم الـ fuzzy
+
+115
+00:11:17,070 --> 00:11:21,310
+functions اللي بتحدد درجة الـ membership بناءً على
+
+116
+00:11:21,310 --> 00:11:26,670
+الـ crisp value اللي بتدخل عليها. بتطلع الـ membership
+
+117
+00:11:26,670 --> 00:11:30,750
+يعني الـ A1 هي عبارة عن مثلث، أو الـ
+
+118
+00:11:34,250 --> 00:11:43,230
+أو الشبه المنحرف. هذه A2، إحنا بالرسمة الأصلية كانت
+
+119
+00:11:43,230 --> 00:11:50,310
+إيش زي هيك، أي A1، أي A2، أي A3، تمام؟ ف أنا هيكون هذه
+
+120
+00:11:50,310 --> 00:11:55,550
+A1 هي عبارة عن... بس هذا بمعنى إيش؟ أن الـ X بدا تدخل،
+
+121
+00:11:55,550 --> 00:12:04,790
+بناء على قيمتها، يطلع ميو إيش؟ ميو X في A1، كـدالة
+
+122
+00:12:04,790 --> 00:12:11,890
+درجة انتماء X في A1. هذا الـ output اللي بتعطيني إياه A1،
+
+123
+00:12:11,890 --> 00:12:16,510
+هي لا بتجمع ولا بتضرب زي الـ nodes الأخرى، هي بتحسب
+
+124
+00:12:16,510 --> 00:12:21,290
+درجة الانتماء تبع الـ input اللي دخل إليها، حسب الـ
+
+125
+00:12:21,290 --> 00:12:25,450
+shape تبع الـ fuzzy set. هذا الـ fuzzy set، الـ shape
+
+126
+00:12:25,450 --> 00:12:28,630
+تبعه هيك. الـ fuzzy set الثاني، الشكل تبعه
+
+127
+00:12:28,630 --> 00:12:32,810
+هيك. يعني لو أجا input، لو أجا input هنا مثلا، تمام؟
+
+128
+00:12:32,810 --> 00:12:38,710
+هتعطيني درجة الانتماء، هالجدول كل واحد من هؤلاء اللي
+
+129
+00:12:38,710 --> 00:12:42,390
+نوصل له، هيعمل calculation تبعها، إن هي
+
+130
+00:12:42,390 --> 00:12:47,210
+بتعطيني درجة الانتماء، هي ميو أي واحد، يعني ميو، يعني
+
+131
+00:12:47,210 --> 00:12:52,070
+درجة انتماء X واحد، درجة انتماء الـ input اللي دخل
+
+132
+00:12:52,070 --> 00:12:57,810
+عليها في الـ fuzzy set A واحد. وهنا هي اللي بتعطيني
+
+133
+00:12:57,810 --> 00:13:01,320
+ميو اتنين، درجة الانتماء. ده، نحط عليها مثال، الـ X1
+
+134
+00:13:01,320 --> 00:13:04,080
+ممكن تكون 180 سنتي، اللي هي أساسا بالطرحة... أو
+
+135
+00:13:04,080 --> 00:13:07,840
+إيه؟ هتقولي... X1 يبقى 180 سنتي، هناك هديد لسه A1،
+
+136
+00:13:07,840 --> 00:13:13,080
+...أقول مثلا أيوة، Short، Medium، وطول نعتبر الـ 180
+
+137
+00:13:13,080 --> 00:13:18,440
+سنتي هو الـ... هو الطول، هيطلع طول... هيطلع طول
+
+138
+00:13:18,440 --> 00:13:24,190
+بواحدة بدرجة معينة، إما 100% أو أقل، واضح؟ ف أنا سؤالي
+
+139
+00:13:24,190 --> 00:13:29,730
+كان، شو هذه الـ nodes بتحسب الـ degree of membership
+
+140
+00:13:29,730 --> 00:13:36,310
+بناء على الـ shape تبع الـ fuzzy function تبع هذا الـ
+
+141
+00:13:36,310 --> 00:13:40,010
+set. لكل واحد منهم هي تمثل set، وبالتالي إنه shape،
+
+142
+00:13:40,010 --> 00:13:43,950
+وبالتالي بتعطي الـ membership بناء عليه. طيب هدول
+
+143
+00:13:43,950 --> 00:13:50,330
+إيش بيحسبوا؟ هذه اسمها الـ fuzzy rules layer. هم
+
+144
+00:13:50,330 --> 00:13:54,200
+rules. إحنا من الأصل قلنا إنهم rules، بتحسب الـ
+
+145
+00:13:54,200 --> 00:14:01,620
+condition، بتحسب الـ output، بتحسب الـ y ينتمي إلى مين، و
+
+146
+00:14:01,620 --> 00:14:08,480
+كم درجة انتمائه، أيضا لإعطاء درجة
+
+147
+00:14:08,480 --> 00:14:12,360
+انتمائه. من أنا، الـ rule مش هي rule طول، يعني معناته
+
+148
+00:14:12,360 --> 00:14:15,620
+الـ rule مش هتكون زي هذه الـ rule، هتكون fx واحد is
+
+149
+00:14:15,620 --> 00:14:21,880
+mu a واحد، اللي هي percentage، كم هو total. اه هي
+
+150
+00:14:21,880 --> 00:14:25,580
+بتأخذ الـ percentages اللي دخلت لها، لأن الـ A1 بتعبر
+
+151
+00:14:25,580 --> 00:14:28,920
+أنه short ولا tall ولا... هدول لأنها...  كأنه في  فارغة صارت.
+
+152
+00:14:28,920 --> 00:14:30,500
+مفروض انها مفروض انها مفروض انها مفروض انها مفروض
+
+153
+00:14:30,500 --> 00:14:31,280
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+154
+00:14:31,280 --> 00:14:34,260
+مفروض انها مفروض انها مفروض انها مفروض انها مفروض
+
+155
+00:14:34,260 --> 00:14:36,260
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+156
+00:14:36,260 --> 00:14:40,460
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+157
+00:14:40,460 --> 00:14:47,640
+مفروض انها مفروض
+
+158
+00:14:47,640 --> 00:14:52,240
+أنه... الآن إذا أجاها ميو زيرو وهذا زيرو، إذا أجاها
+
+159
+00:14:52,240 --> 00:14:54,440
+ميو زيرو وهذا زيرو، إذا أجاها ميو زيرو وهذا زيرو،
+
+160
+00:14:54,440 --> 00:14:55,280
+إذا أجاها ميو زيرو وهذا زيرو، إذا أجاها ميو زيرو و
+
+161
+00:14:55,280 --> 00:14:58,920
+هذا زيرو، إذا أجاها ميو زيرو، ميو زيرو، ميو زيرو، ميو
+
+162
+00:14:58,920 --> 00:15:02,360
+زيرو، ميو زيرو، ميو زيرو، ميو زيرو، ميو زيرو،
+
+163
+00:15:02,360 --> 00:15:03,000
+ميو زيرو، ميو زيرو، ميو زيرو، ميو زيرو، ميو زيرو،
+
+164
+00:15:03,000 --> 00:15:06,540
+زيرو، ميو زيرو، ميو زيرو، ميو زيرو، ميو زيرو، ميو زيرو
+
+165
+00:15:06,540 --> 00:15:13,560
+ميو زيرو
+
+166
+00:15:13,560 --> 00:15:16,640
+ميو زيرو
+
+167
+00:15:20,160 --> 00:15:25,980
+تعتمد على هل كانت الـ rule and ولا or. إذا كانت
+
+168
+00:15:25,980 --> 00:15:28,100
+conjunction أو disjunction. إذا كانت conjunction
+
+169
+00:15:28,100 --> 00:15:30,900
+أو disjunction. إذا كانت conjunction أو disjunction
+
+170
+00:15:30,900 --> 00:15:31,180
+إذا كانت conjunction أو disjunction
+
+171
+00:15:31,180 --> 00
+
+223
+00:19:58,680 --> 00:20:03,140
+منهم لكن أقل من الثاني، صح؟ هذول الأرقام يعني رقم
+
+224
+00:20:03,140 --> 00:20:10,320
+يساوي 1 من 10%، لو بدأ اضغط في 7 من 10، هيطلع إيش؟
+
+225
+00:20:10,320 --> 00:20:15,520
+أقل بـ 10% من 7، يعني أقل بـ 7، يعني بيطلع 63 يا عزيزي
+
+226
+00:20:15,520 --> 00:20:22,750
+إيه ما بين الاثنين؟ المهم أن هذا في الآخر بيعطينا
+
+227
+00:20:22,750 --> 00:20:26,390
+إيش بيعطينا الـ output تبع الـ node؟ هذه الـ output
+
+228
+00:20:26,390 --> 00:20:31,430
+تبع الـ node هذه، اللي هو μR1، يعني درجة الـ
+
+229
+00:20:31,430 --> 00:20:36,330
+confidence في الـ output في هذا الـ rule بالظبط، لأن
+
+230
+00:20:36,330 --> 00:20:42,810
+هذا بيروح على C2
+
+231
+00:20:42,810 --> 00:20:52,380
+أو C1، على حسب، على حسب إيش أصلاً كانت الـ output
+
+232
+00:20:52,380 --> 00:20:56,900
+function، الـ output fuzzy function بتنص، بتنص على
+
+233
+00:20:56,900 --> 00:21:06,440
+أنه إذا، والله إذا R3 and R6، يبقى الـ output
+
+234
+00:21:06,440 --> 00:21:12,060
+ينتمي إلى C2، إذا كان كذا وكذا، يعني هنا انتماء الـ
+
+235
+00:21:12,060 --> 00:21:18,260
+output إلى C2 يعتمد على أنه ينتمي إلى R1 وR2 وR4
+
+236
+00:21:18,260 --> 00:21:19,260
+وR5
+
+237
+00:21:21,860 --> 00:21:26,000
+R5، دكتور هو في أول line كاتب الـ μ اللي هو لديه
+
+238
+00:21:26,000 --> 00:21:29,160
+participation تبع الـ rule، وبعدين في آخر line كاتب
+
+239
+00:21:29,160 --> 00:21:32,840
+الـ weight تبع الـ rule، في weight اه، في weight لسه
+
+240
+00:21:32,840 --> 00:21:36,820
+هدول شغلتين مختلفات، اه، هذا الـ μ هي عبارة عن
+
+241
+00:21:36,820 --> 00:21:41,480
+output تبع هذا الـ node، لسه، هذا الـ output بدي أنضربه
+
+242
+00:21:41,480 --> 00:21:45,820
+في الـ weight، اه بدي أنضربه في الـ weight، okay، هذا
+
+243
+00:21:45,820 --> 00:21:50,620
+هنا الآن، إحنا، وإلا كيف الـ network بدون الأوزان؟ هادي
+
+244
+00:21:50,620 --> 00:21:54,620
+ليصبح فيه عملية تعليم بالظبط، إذا أنا عندي الـ input
+
+245
+00:21:54,620 --> 00:21:59,680
+مخش، يبقى، يبقى كله فاضي، أصبح، يبقى أنا بس مجرد عملت
+
+246
+00:21:59,680 --> 00:22:05,460
+عملية ترجمة للـ fuzzy rules على شكل network، إنما إذا
+
+247
+00:22:05,460 --> 00:22:08,640
+بدي أنا أعمل عملية تعليم، يبقى أنا لازم يكون عندي
+
+248
+00:22:08,640 --> 00:22:14,140
+أوزان هنا، عشان لما أدخل input ويطلع في الآخر الـ
+
+249
+00:22:14,140 --> 00:22:17,720
+output، هذا، هذا اللي بدي أطلع الـ output النهائي
+
+250
+00:22:18,240 --> 00:22:22,780
+لتقارن الـ y هذا بالـ y اللي يفترض أن يكون، يعني أنا
+
+251
+00:22:22,780 --> 00:22:26,520
+لازم أعمل مجموعة من الـ training، وإذا في error الـ
+
+252
+00:22:26,520 --> 00:22:31,840
+error هذا بيتعدل في مين؟ في هذول الـ two nodes بالظبط
+
+253
+00:22:31,840 --> 00:22:36,840
+okay، بيتعدل الأوزان على أساس أنه يتقرب شوية شوية
+
+254
+00:22:36,840 --> 00:22:42,000
+من الصواب، هذا الـ node الآن، هذا الـ node إيش اللي
+
+255
+00:22:42,000 --> 00:22:47,430
+هيسوي؟ وهذا الـ node إيش اللي هيسوي؟ إحنا في خطوة
+
+256
+00:22:47,430 --> 00:22:51,670
+أخيرة، وهي الـ Defuzzification، صح؟ اللي هي fuzzy
+
+257
+00:22:51,670 --> 00:22:56,510
+values، بنطلع منها الـ… إيش؟ الـ crisp values والـ
+
+258
+00:22:56,510 --> 00:23:00,410
+Defuzzification كان بالأساس بيعتمد على فكرة اللي
+
+259
+00:23:00,410 --> 00:23:04,270
+هو إيش؟ الـ center of gravity، الـ center of gravity
+
+260
+00:23:04,270 --> 00:23:10,310
+هذا الكلام، و إحنا بنعمله هنا، لأن هنا… هذا اللي بيطلع الـ
+
+261
+00:23:10,310 --> 00:23:12,270
+crisp value، هذا الـ node هي اللي بيطلع الـ crisp
+
+262
+00:23:12,270 --> 00:23:16,010
+value، بيجيها fuzzy values وبيطلع على أساسهم، طيب
+
+263
+00:23:16,010 --> 00:23:20,790
+إيش جابل الـ defuzzification؟ بيحصل، بيحصل أنه إحنا
+
+264
+00:23:20,790 --> 00:23:27,110
+إذا بتذكروا لما كنا بندمج الـ different shapes، الـ
+
+265
+00:23:27,110 --> 00:23:37,180
+clipping والـ scaling، بالظبط، okay، فهذه الـ C1 مجموعة
+
+266
+00:23:37,180 --> 00:23:41,480
+الـ outputs اللي جات من الـ rules اللي جذتها كل
+
+267
+00:23:41,480 --> 00:23:45,760
+واحدة بتقول إن الـ input ينتبه إلى هذه الجهة
+
+268
+00:23:45,760 --> 00:23:49,920
+وبنسبتها لجد الـ rule بتاعتها بتقول إن الـ input
+
+269
+00:23:49,920 --> 00:23:54,340
+ينتبه إلى هذه الجهة، وبنسبتها لجد، أنا بعمل clip، أنا
+
+270
+00:23:54,340 --> 00:24:02,960
+الآن في C1 بعمل aggregation لهذا الـ clipped value
+
+271
+00:24:02,960 --> 00:24:09,070
+يعني الـ μ هذا هو الـ clipped value، هو النسبة بالظبط
+
+272
+00:24:09,070 --> 00:24:18,550
+هذا هو μR3، هذا هنا هو μR2، هذا
+
+273
+00:24:18,550 --> 00:24:25,150
+اللي هنا، شكلهم في الناتج اللي هنا، هذا هو μR
+
+274
+00:24:25,150 --> 00:24:32,810
+واحد، الآن C1 بتعملهم إيش؟ بتعملهم aggregation عشان
+
+275
+00:24:33,220 --> 00:24:37,900
+تعطيهم للـ node الأخير، عشان تاخد… تقارنهم في الـ Y
+
+276
+00:24:37,900 --> 00:24:41,800
+وتاخد من هنا، وتاخد من هنا، وتعطي لـ إيش؟ للـ Y، و
+
+277
+00:24:41,800 --> 00:24:46,380
+تعطي للـ Y، الـ Y النهائي، اللي تسويه، بدها تحسب الـ
+
+278
+00:24:46,380 --> 00:24:49,960
+center of gravity، كم أنا بعيد عن الـ true value
+
+279
+00:24:49,960 --> 00:24:55,220
+بدها تحسب الـ fuzzy values، هذه في الآخر، كيف أنا أستخلص
+
+280
+00:24:55,220 --> 00:25:01,540
+منها اللي هو الـ crisp value، الـ crisp value باستخدام
+
+281
+00:25:01,540 --> 00:25:06,400
+الـ center of gravity rule، هذا الكلام خلينا نمشي
+
+282
+00:25:06,400 --> 00:25:13,980
+فيه خطوة خطوة، هذا
+
+283
+00:25:13,980 --> 00:25:20,360
+هو نفس الـ figure اللي مر علينا
+
+284
+00:25:24,220 --> 00:25:29,720
+أو يعني شبيه به، لأنه بيعتمد على نفس المفهوم، بس الـ
+
+285
+00:25:29,720 --> 00:25:33,140
+shape تبع الـ… ليش؟ الـ shape تبع الـ fuzzy values
+
+286
+00:25:33,140 --> 00:25:38,000
+مختلف، يعني هنا الـ a واحد، والـ a واحد، والـ b واحد
+
+287
+00:25:38,000 --> 00:25:41,580
+الأشكال
+
+288
+00:25:41,580 --> 00:25:45,640
+تبع الـ shapes، الأشكال تبع الـ fuzzy sets مختلفة
+
+289
+00:25:45,640 --> 00:25:52,170
+okay، خلينا نرجع بس نشوف وين الـ steps، خطوة خطوة إحنا
+
+290
+00:25:52,170 --> 00:25:56,150
+بدنا نذاكر الـ layer، إذا كان لدينا الـ layer الأولى
+
+291
+00:25:56,150 --> 00:25:58,970
+اللي هي input layer، بعدين في عندي الـ layer الثانية
+
+292
+00:25:58,970 --> 00:26:04,470
+تبع الـ fuzzy sets، بعدين الـ rules، بعدين الـ C، بعدين
+
+293
+00:26:04,470 --> 00:26:08,660
+L، فـ الـ rule الأولى، الـ rule الأولى للـ input layer
+
+294
+00:26:08,660 --> 00:26:13,800
+عملياً بتغذي الـ layer اللي بعدها، يعني ما بتعمل أي
+
+295
+00:26:13,800 --> 00:26:18,200
+شيء، الـ nodes X1 وX2 ما بيعملوش أي شيء، الـ layer
+
+296
+00:26:18,200 --> 00:26:24,500
+الثانية، الـ layer اللي فيها a1 وa2 وa3، الـ nodes
+
+297
+00:26:24,500 --> 00:26:28,300
+المربعة، هدول إيش قلنا؟ Fuzzification، هم اللي بيحسبوا
+
+298
+00:26:28,300 --> 00:26:33,150
+الـ membership value، النورونات في هذه الطبقة تمثل
+
+299
+00:26:33,150 --> 00:26:36,210
+مجموعات ضبابية، تستخدمها في الـ antecedent
+
+300
+00:26:39,410 --> 00:26:45,110
+بعد هيك في الـ rule، طبعاً الـ fuzzy value اللي بدي
+
+301
+00:26:45,110 --> 00:26:48,450
+يطلع بناء على الـ formula، يعني هذا الـ shape إيه وإيه، عشان نشوفه، لكن هذا الـ shape يجب أن يترجم
+
+302
+00:26:48,450 --> 00:26:52,130
+على شكل formulas، بتذكروا لما كنا حكينا الـ hedges و
+
+303
+00:26:52,130 --> 00:26:55,930
+ما الـ hedges؟ كل الـ shapes وحتى الانحنائات اللي
+
+304
+00:26:55,930 --> 00:27:00,370
+فيها، بيعبر عنها بـ formulas، يعني مثلاً y<sub>i</sub> بتعطي 0
+
+305
+00:27:09,940 --> 00:27:16,180
+إذا كان الـ value اللي دخل عليها أقل
+
+306
+00:27:16,180 --> 00:27:20,400
+من أو يساوي الـ a ناقص b على 2، إيش الـ a والـ b؟
+
+307
+00:27:20,400 --> 00:27:25,320
+على 2، لما يكون عندي مثلث زي هيك، مثلث زي هذا
+
+308
+00:27:25,320 --> 00:27:35,240
+وين هو الـ center تبعه؟ هذا a و b هي عبارة عن الـ
+
+309
+00:27:35,240 --> 00:27:35,960
+width تبعه
+
+310
+00:27:40,620 --> 00:27:47,700
+بناءً على هذا الكلام، إذا كان الـ value اللي دخل أقل
+
+311
+00:27:47,700 --> 00:27:53,960
+من هذا، يعني أنه جاي هنا، يعني أنه لا ينتمي بالمرة
+
+312
+00:27:53,960 --> 00:28:00,300
+إلى هذا الـ set، اللي يبقى الـ zero، والعكس لو أكبر من
+
+313
+00:28:00,300 --> 00:28:06,160
+نفس القيمة، إذا وقع في المنتصف، يبقى انتماؤه يعتمد على
+
+314
+00:28:06,160 --> 00:28:15,540
+وين بيتقاطع معه، أطلع المثلث، وهذا الكلام هو
+
+315
+00:28:15,540 --> 00:28:22,760
+الترجمة لمعادلة الضلع هذا، ومعادلة ضلع هذا
+
+316
+00:28:22,760 --> 00:28:28,260
+فكل الـ shapes في الآخر بيترجم إلى المعادلات هذه
+
+317
+00:28:28,260 --> 00:28:32,700
+عشان الـ nodes، الـ nodes اللي في الـ layer الـ
+
+318
+00:28:32,700 --> 00:28:35,220
+classification layer بدها تستخدم المعادلات هذه
+
+319
+00:28:35,220 --> 00:28:36,960
+عشان تطلع الـ output
+
+320
+00:28:40,000 --> 00:28:44,060
+هذا في الآخر للمثلث، هذا يصبح للمثلث triangular
+
+321
+00:28:44,060 --> 00:28:55,640
+membership functions، واضح
+
+322
+00:28:55,640 --> 00:28:59,260
+هذا بس نفس الكلام اللي أنا حكيته قبل شوية، اللي هو
+
+323
+00:28:59,260 --> 00:29:06,600
+الـ a والـ b هي عبارة عن عرض قاعدة المثلث، layer
+
+324
+00:29:06,600 --> 00:29:12,470
+الثالثة، اللي فيها إيش قلنا؟ الـ rules، layer الثالثة بدها
+
+325
+00:29:12,470 --> 00:29:18,650
+تحسب الـ output، انتمائه لإيش؟ بناءً على الـ input
+
+326
+00:29:18,650 --> 00:29:22,230
+اللي جاية هنا، عشان تبني الـ knowledge، عشان تبني الـ
+
+327
+00:29:22,230 --> 00:29:27,710
+knowledge، اللي هو rules، بتبنيه إيش؟ بتغذي الـ layer
+
+328
+00:29:27,710 --> 00:29:31,450
+اللي بعدها، هي بدها تحسب الـ output، ينتمي لأي
+
+329
+00:29:31,450 --> 00:29:35,610
+واحد من الـ fuzzy sets تبعات الـ output، الـ output ما
+
+330
+00:29:35,610 --> 00:29:40,930
+هو إيش؟ الـ fuzzy sets، زي ما قلنا بيستخدم الـ product
+
+331
+00:29:40,930 --> 00:29:47,030
+operator، إذا كان إيش؟ إذا كان في and، conjunction
+
+332
+00:29:47,030 --> 00:29:52,070
+ما بين الـ antecedents تبعات الشرط، هدول كلهم هاي
+
+333
+00:29:52,070 --> 00:29:55,470
+الشرط… هاي الـ… اسمها… الشرط، يعني الـ
+
+334
+00:29:55,470 --> 00:30:00,970
+antecedent تبع الـ rule هذا، وهذا هو عبارة عن الشرط
+
+335
+00:30:00,970 --> 00:30:04,890
+تبع الـ rule، فإذا كان الـ… الـ… اللي ما بينهم
+
+336
+00:30:04,890 --> 00:30:11,940
+conjunction، معناته بدنا ناخد درجة الانتماء تبعهم
+
+337
+00:30:11,940 --> 00:30:14,940
+اللي أجاتنا من وين؟ اللي أجاتنا من الـ layer اللي قبل
+
+338
+00:30:14,940 --> 00:30:22,640
+وإحنا بنستخدم عملية الضرب، إذا كان، إذا
+
+339
+00:30:22,640 --> 00:30:27,120
+كان الآن في or
+
+340
+00:30:27,120 --> 00:30:33,160
+ما بين بعض الـ… بعض الـ inputs، فبنستخدم
+
+341
+00:30:39,490 --> 00:30:44,030
+عشان نحدد اللي هو نفس الشيء، درجة انتماء الـ output
+
+342
+00:30:44,030 --> 00:30:47,830
+لأي واحد من الـ fuzzy sets، الـ output fuzzy sets
+
+343
+00:30:47,830 --> 00:30:52,330
+بعد هيك آخر شيء، اللي هي الـ Defuzzification، الـ
+
+344
+00:30:52,330 --> 00:30:56,310
+Defuzzification، أن إحنا بدنا نستخدم الـ center of
+
+345
+00:30:56,310 --> 00:31:02,590
+gravity، لكن هنا في الـ… في النورة fuzzy system
+
+346
+00:31:02,590 --> 00:31:11,300
+الـ… المثلث بتقارب إيش؟ الـ y output النهائي يقارب
+
+347
+00:31:11,300 --> 00:31:15,480
+إلى أنه إحنا… أنا عندي node، خلينا نجيب الشكل مرة
+
+348
+00:31:15,480 --> 00:31:20,200
+ثانية، أنا
+
+349
+00:31:20,200 --> 00:31:29,240
+عندي الـ node هذه بتطلع
+
+350
+00:31:29,240 --> 00:31:36,750
+الـ y، بتاخد من مين؟ من C1 ومن إيش؟ C2، الآن الـ C1
+
+351
+00:31:36,750 --> 00:31:45,230
+بتعطيها μC1، وC2 بتعطيها μC2، الآن الـ C1 فيها
+
+352
+00:31:45,230 --> 00:31:53,930
+فيها إيش؟ في
+
+353
+00:31:53,930 --> 00:31:58,530
+فيها اللي هو الـ shape تبع الـ fuzzy set، ده اللي هو
+
+354
+00:31:58,530 --> 00:32:02,170
+الـ C1 هو عبارة عن fuzzy set، الآخر صراحة لازم يكون
+
+355
+00:32:02,170 --> 00:32:19,130
+له shape مثلث، وC2 كذلك، لحظة، لذلك إله A وإله إيش؟ هذا
+
+356
+00:32:19,130 --> 00:32:24,170
+الـ A تبع الـ C1، وهذا الـ B تبع الـ C1، هذا الـ A تبع الـ
+
+357
+00:32:24,170 --> 00:32:32,570
+C2، وهذا الـ B تبع الـ C2، يعني عملية حساب الـ Y سيتم
+
+358
+00:32:32,570 --> 00:32:40,210
+كالتالي: إن الـ output هذا مضروب في A
+
+359
+00:32:40,210 --> 00:32:46,950
+C1، مضروب في B C1، هذول الثلاث عناصر اللي هم عبارة
+
+360
+00:32:46,950 --> 00:32:50,910
+عن الـ output تبع C1 ضرب الـ A تبعها ضرب الـ B تبعها
+
+361
+00:32:50,910 --> 00:32:55,750
+إيش الـ A والـ B؟ قلنا اللي هم عبارة عن المتغيرات
+
+362
+00:32:55,750 --> 00:33:00,570
+اللي بيحددهم شكل المثلث تبعها، للفاصل 6 ومثله
+
+363
+00:33:00,570 --> 00:33:08,360
+للفاصل 6 الآخر، على اللي هو… يعني هذا زائد برضه
+
+364
+00:33:08,360 --> 00:33:14,240
+بالنسبة لـ C2، على اللي هو الـ μ مضروب في قاعدة
+
+365
+00:33:14,240 --> 00:33:21,140
+لحالها، اللي هو القاعدة تبع C1، μC1 مضروب، مضروبين
+
+366
+00:33:21,140 --> 00:33:27,960
+في بعض، زائد القاعدة تبع C2 في الـ μC2، هذا هنا
+
+367
+00:33:27,960 --> 00:33:33,020
+بيتعبر عبارة عن approximation لـ Center of
+
+368
+00:33:33,020 --> 00:33:40,900
+Gravity أو الـ Defuzzification للـ output، بتظهر
+
+369
+00:33:40,900 --> 00:33:44,200
+آخر نقطة اللي هي عملية التعلم، ما ننساش أن هذا
+
+370
+00:33:44,200 --> 00:33:50,080
+عبارة عن system، هنا المثال هذا، قبل ما أخلص المثال
+
+371
+00:33:50,080 --> 00:33:57,040
+هذا، عبارة عن بيوريلك، الـ weight، الـ weights اللي
+
+372
+00:33:57,040 --> 00:34:01,860
+انتهت عليها عملية التدريب بعد إيش؟ خمسين epoch أو
+
+373
+00:34:01,860 --> 00:34:05,880
+خمسين دورة، وين وصلت؟ اللي هو الـ end، لو إن في end
+
+374
+00:34:05,880 --> 00:34:09,900
+rule، الـ weight بقى هالـ zero، يعني الـ issue
+
+375
+00:34:09,900 --> 00:34:15,060
+بدخلها بيطلع صفر، بيطلع صفر، جهة وقالتها واحد من ده
+
+376
+00:34:15,060 --> 00:34:18,560
+نستثنيها من هنا، أنا قلت إحنا نخلي عملية عدد الـ
+
+377
+00:34:18,560 --> 00:34:22,020
+rules هذه، نخليها للأخر، لأنه بتعتمد على هذا، إحنا
+
+378
+00:34:22,020 --> 00:34:23,360
+ممكن نحط عدد من الـ rules
+
+379
+00:34:38,200 --> 00:34:44,240
+هذا الكلام إمتى بأجيبه؟ بعد عدد معين من الـ
+
+380
+00:34:44,240 --> 00:34:48,780
+iterations، لما تكون خلصت تدربت الـ network على الـ
+
+381
+00:34:48,780 --> 00:34:52,260
+input اللي أنا معطيه إياها، فبتضمن ضبط الأوزان
+
+382
+00:34:52,260 --> 00:34:55,680
+وبعدين خلاص أنا بقدر أستثني الـ rules اللي الـ
+
+383
+00:34:55,680 --> 00:35:03,900
+output تبعها ضعيف، الـ… okay، فالمثال هذا، المثال
+
+384
+00:35:03,900 --> 00:35:10,400
+هذا في الأول بيستخدم خمسة أو ستة rules، خمسة rules
+
+385
+00:35:10,400 --> 00:35:15,260
+وبعدين بيستخدم ثمانية، بيوريلك إن في ending
+
+386
+00:35:15,750 --> 00:35:21,490
+هنا ثلاثة أو أربعة من الـ rules مالهمش أي لازمة
+
+387
+00:35:21,490 --> 00:35:25,750
+بناءً على عملية الـ training، عملية الـ training بتتم
+
+388
+00:35:25,750 --> 00:35:28,270
+زي ما شفنا في الـ back propagation، اللي بنحسب الـ
+
+389
+00:35:28,270 --> 00:35:32,410
+error، وبناءً على الـ error بنتعامل حسب الـ delta
+
+390
+00:35:32,410 --> 00:35:37
\ No newline at end of file
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI_raw.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..7b7394ec9de64ad73e54eee09f5f1de8979e933c
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/w5_g1XJUFrI_raw.srt
@@ -0,0 +1,1684 @@
+1
+00:00:21,010 --> 00:00:24,570
+بسم الله الرحمن الرحيم محاضرة اليوم يتكمل على نفس
+
+2
+00:00:24,570 --> 00:00:27,530
+الموضوع اللي بدأنا فيه المحاضرة السابقة اللي هو ال
+
+3
+00:00:27,530 --> 00:00:32,110
+hybrid intelligent systems المحاضرة الماضية كنا
+
+4
+00:00:32,110 --> 00:00:38,990
+شوفنا كيف ال neural networks بندمجها مع ال rule ..
+
+5
+00:00:38,990 --> 00:00:49,290
+مع ال rule based system و علشان نستفيد من محاسن ال
+
+6
+00:00:49,290 --> 00:00:54,530
+neural networks معRole Based Systems الان بدنا
+
+7
+00:00:54,530 --> 00:00:58,990
+نطلع على الدمج بين neural networks و fuzzy systems
+
+8
+00:00:58,990 --> 00:01:04,930
+بشكل مشابه لالمثال اللى كنا شوفنا المرة اللى فاتت
+
+9
+00:01:04,930 --> 00:01:08,230
+يعني ايش مشابه يعني في الأساس انا في هندي neural
+
+10
+00:01:08,230 --> 00:01:15,530
+network احنا في الحالة السابقة في neural express
+
+11
+00:01:15,530 --> 00:01:20,170
+system كان هندي بالأساس neural networkالنورال
+
+12
+00:01:20,170 --> 00:01:23,890
+نتورك هذه بال hidden layer تبعتها هي عبارة عن
+
+13
+00:01:23,890 --> 00:01:28,490
+مجموعة من ال nodes كل node تمثل rule مظبوط وهنا
+
+14
+00:01:28,490 --> 00:01:31,290
+أجت عملية الدمش ما بين ال rule base وما بين ال
+
+15
+00:01:31,290 --> 00:01:34,690
+neural networks اللي هنشوفه المحاضرة هذه ان شاء
+
+16
+00:01:34,690 --> 00:01:38,470
+الله اللي هو برضه كمان neural network ولكن ال
+
+17
+00:01:38,470 --> 00:01:44,250
+neural network هذه نقدر
+
+18
+00:01:44,250 --> 00:01:48,780
+نقولبرضه فيها rules و لكن ال rules اللي هنا هبقى
+
+19
+00:01:48,780 --> 00:01:53,580
+عن fuzzy rules okay fuzzy rules نذكركوا بشكل بسيط
+
+20
+00:01:53,580 --> 00:01:57,660
+في المثال لما احنا حكينا عن ال fuzzy systems
+
+21
+00:01:57,660 --> 00:02:02,440
+بتذكروا المثال اللي مرّين عليه في ال fuzzy systems
+
+22
+00:02:02,440 --> 00:02:07,100
+كان فيه هنا fuzzy rules صح انا قادر من راجع ال
+
+23
+00:02:07,100 --> 00:02:13,530
+fuzzy rulesالـ fuzzy rules بتاة إن إذا المتغير الـ
+
+24
+00:02:13,530 --> 00:02:19,330
+fuzzy variable ينتمي إلى ال fuzzy set الفلاني أو
+
+25
+00:02:19,330 --> 00:02:24,110
+المتغير الآخر ينتمي إلى ال fuzzy set الآخر فال
+
+26
+00:02:24,110 --> 00:02:31,130
+output variable ينتمي إلى ال fuzzy set هذا هذه
+
+27
+00:02:31,130 --> 00:02:37,130
+مجموعة rules وعبّرنا عن الكلام هذا على أساس إن في
+
+28
+00:02:37,130 --> 00:02:40,950
+عندي أنا fuzzy functionsالـ fuzzy functions من
+
+29
+00:02:40,950 --> 00:02:44,810
+خلالها بتحدد درجة الانتماء احنا هناك في ال rule
+
+30
+00:02:44,810 --> 00:02:49,830
+بنقول ينتمي x ينتمي إلى a تلاتة لكن درجة الانتماء
+
+31
+00:02:49,830 --> 00:02:53,570
+انا باخدها من وين او بحددها بالظبط من وين من ال
+
+32
+00:02:53,570 --> 00:02:55,770
+fuzzy function ال fuzzy function اللي بتحتوي على
+
+33
+00:02:55,770 --> 00:03:01,590
+ال fuzzy sets هو على حسب ال crisp value تبع
+
+34
+00:03:01,590 --> 00:03:09,360
+المتغير ال x تمام؟ بنشوف هو ينتمي إلى أي منالـ
+
+35
+00:03:09,360 --> 00:03:15,280
+fuzzy sets و بأي درجة درجة الانتمام هذا الكلام
+
+36
+00:03:15,280 --> 00:03:20,420
+لازم يكون فيه فزي function فزي function لكل واحد
+
+37
+00:03:20,420 --> 00:03:26,780
+من ال input انا عندي x واحد هو input و y واحد
+
+38
+00:03:26,780 --> 00:03:31,860
+input آخر و ايضا كمان بالزمن فزي functions لل
+
+39
+00:03:31,860 --> 00:03:38,140
+output تذكروا هذا ال figure هذا عبارة عن
+
+40
+00:03:40,930 --> 00:03:45,290
+الـ fuzzy function تبعت لل output اللي هو فيها ال
+
+41
+00:03:45,290 --> 00:03:49,690
+fuzzy sets تبع ال output C1, C2, C3 بناء على
+
+42
+00:03:49,690 --> 00:03:54,230
+المحصلة اللي طلعت بناء على ال rules بنحدد انتماء
+
+43
+00:03:54,230 --> 00:04:01,390
+ال output variable لأي من ال sets هذه ال rule واحد
+
+44
+00:04:01,390 --> 00:04:04,410
+وهو ال rule 2 و ال rule 3 هي اللي عمليا احنا
+
+45
+00:04:04,410 --> 00:04:11,360
+بنحطها في ال hidden layerفى ال neural network لما
+
+46
+00:04:11,360 --> 00:04:15,700
+بندمج ال neural network مع fuzzy system او مع
+
+47
+00:04:15,700 --> 00:04:21,640
+fuzzy logic نرجع للمثال المثال اللى كنا احنا فيه
+
+48
+00:04:21,640 --> 00:04:28,120
+اللى هو انه انا عندي ال input بجينى فى متغيرين X1
+
+49
+00:04:28,120 --> 00:04:34,970
+و X2 لان انا بلزمني انى لكل واحد من المتغيرينأشوف
+
+50
+00:04:34,970 --> 00:04:39,150
+درجة انتمائه لكل واحد من الـ Fuzzy Sets الـ Fuzzy
+
+51
+00:04:39,150 --> 00:04:47,890
+Sets A1, A2 و A3 هدول الـ Fuzzy Sets تبعون المتغير
+
+52
+00:04:47,890 --> 00:04:53,790
+الأولاني X1 المتغير التاني X2 بدي أشوف انتمائه إلى
+
+53
+00:04:53,790 --> 00:05:03,850
+B1, B2 وB3 لأن بناء على انتماءالمتغيرات هذه الفاصل
+
+54
+00:05:03,850 --> 00:05:08,410
+6 بيبقى فيها دي أنارولز الرول بتقول لي إذا كان X1
+
+55
+00:05:08,410 --> 00:05:15,210
+ينتمي إلى أي من هدولة و X2 ينتمي إلى أي من هدولة
+
+56
+00:05:15,210 --> 00:05:25,790
+فانا بدي أطلع output ال output هذا يعني أن output
+
+57
+00:05:25,790 --> 00:05:30,640
+الرولالرول بتقول لي كم درجة انتمال ال output الى
+
+58
+00:05:30,640 --> 00:05:36,280
+اي واحد من هذه ال fuzzy cells لذلك تطلع على انت ال
+
+59
+00:05:36,280 --> 00:05:42,840
+structure تبع ال hidden layer اللي
+
+60
+00:05:42,840 --> 00:05:46,300
+هي الرقم تلاتة تلاقيها في واقع الأبل أيضا على
+
+61
+00:05:46,300 --> 00:05:52,900
+مجموع من ال rules كل rule بتاخد two
+
+62
+00:05:52,900 --> 00:05:56,580
+inputs واحد اللي هو ايش
+
+63
+00:06:06,030 --> 00:06:11,930
+أولا يتعلق بانتماء x1 إلى أي واحد من ال 6 و الثاني
+
+64
+00:06:11,930 --> 00:06:20,470
+بانتماء x2 إلى أي من ال 6 تبعهم فهذا الان ال rules
+
+65
+00:06:20,470 --> 00:06:32,810
+R1 و انا بدأ اقرأ R1 و بدأ اترجمها ايش بقول بدأ
+
+66
+00:06:32,810 --> 00:06:33,210
+اكتبها
+
+67
+00:06:36,320 --> 00:06:41,160
+فى X1 X1
+
+68
+00:06:41,160 --> 00:06:52,340
+ايه قصدك ان X1 تنتمي ل A1 is A1 و X2 and X2 تنتمي
+
+69
+00:06:52,340 --> 00:07:05,240
+ل B1 is B1 B1 نعم then R1 then روز
+
+70
+00:07:05,240 --> 00:07:11,310
+واحدthen ال output ينتمي إلى c2 ال output نسميه z
+
+71
+00:07:11,310 --> 00:07:19,110
+زي ما كان هناك أو نسميه y و y هو c2 و
+
+72
+00:07:19,110 --> 00:07:25,450
+بنفس النمط اقرأ بجية ال rules من R1 إلى R6 لأن ليش
+
+73
+00:07:25,450 --> 00:07:29,910
+ستة rules؟ ليش مش تمانية؟ ليش مش عشرة؟ خلص السؤال
+
+74
+00:07:29,910 --> 00:07:37,560
+هذا نجله لقدام شوية احنا الآنأنا أمامنا نورال
+
+75
+00:07:37,560 --> 00:07:42,580
+نتورك نورال نتورك نخضع على ال training مظبوط احنا
+
+76
+00:07:42,580 --> 00:07:46,700
+كل اللي عملناه حتى الآن انه عملنا مجموعة من ال
+
+77
+00:07:46,700 --> 00:07:49,940
+rules لا نعلم لسه اذا كان احنا محتاجينهم كلهم ولا
+
+78
+00:07:49,940 --> 00:07:55,340
+لأ هيبين معانا جدام على أساس شغل اللي بنحكي فيها
+
+79
+00:07:55,340 --> 00:07:59,600
+جدام المهم انه عندي انا حطينا ستة rules ابتدائية
+
+80
+00:07:59,600 --> 00:08:05,010
+والستة rules جايين على أساس انه ايشكل واحدة بتاخد
+
+81
+00:08:05,010 --> 00:08:10,850
+القلب التابعها من مين من درجة انتماء المتغير إلى
+
+82
+00:08:10,850 --> 00:08:17,410
+ال sets تبعونه طبعا ليش هذا X1 مابوزهش ل B1 وB2
+
+83
+00:08:17,410 --> 00:08:23,050
+وB3 لأن هدولة مش تبعونه يعني احنا اقول مثلا هذا
+
+84
+00:08:23,050 --> 00:08:35,060
+اللي هو الطول طول الشخص وهذا وزنه الأوزانالوزن يلو
+
+85
+00:08:35,060 --> 00:08:41,440
+مجموعة fuzzy sets غير عن ال fuzzy sets اللي
+
+86
+00:08:41,440 --> 00:08:45,440
+بالتبايعات البسطوكيش اكتو في المجموعات تقوللي هذه
+
+87
+00:08:45,440 --> 00:08:48,560
+input layer مش المفروض ان input layer كل input
+
+88
+00:08:48,560 --> 00:08:52,880
+يروح على كل ال .. يروح على كل ال header ال layer
+
+89
+00:08:52,880 --> 00:08:55,740
+اللي بعدها بقولك لأ احنا هنا ده في ال fuzzy احنا
+
+90
+00:08:55,740 --> 00:09:02,080
+عند ال input كل واحد منهمدلالة ومتغير ومتغير اللي
+
+91
+00:09:02,080 --> 00:09:05,640
+هو ال sets اللي خاصة به ال fuzzy sets اللي خاصة به
+
+92
+00:09:05,640 --> 00:09:15,360
+ال rules بتأخد بتحكم بناء على الطول والوزن
+
+93
+00:09:15,360 --> 00:09:19,340
+وبالتالي بتاخد output من الطول و output من الوزن
+
+94
+00:09:19,340 --> 00:09:25,240
+output من X1 و output من X2 لذلك كل واحدة من هدولة
+
+95
+00:09:25,240 --> 00:09:30,650
+بتتوزع علىيعني او كل rule بدأ تأخذ واحد من هنا مع
+
+96
+00:09:30,650 --> 00:09:39,670
+واحد من المتغير التاني okay الان هذه ال node ايش
+
+97
+00:09:39,670 --> 00:09:43,450
+وظيفتها ايش فعليا مستوي ال node اللي في level في
+
+98
+00:09:43,450 --> 00:09:47,110
+layer 2 انا بس بدي اغير ال slide بدي اجيب ال slide
+
+99
+00:09:47,110 --> 00:09:54,390
+نفسه الرسم نفسه بس من الكتاب من الكتاب لأنه الرسم
+
+100
+00:09:54,390 --> 00:09:55,470
+أوضح في الكتاب
+
+101
+00:10:00,920 --> 00:10:09,800
+هي هذه نفسها صح؟
+
+102
+00:10:09,800 --> 00:10:15,380
+مش
+
+103
+00:10:15,380 --> 00:10:20,520
+هي ال a1 ال a1 ال a2 ال a3 مش هدول ال linguistics
+
+104
+00:10:20,520 --> 00:10:25,520
+بيعبروا عن فزي 6 زي مثلا ال a ال a نعم هم فزي 6
+
+105
+00:10:25,520 --> 00:10:30,050
+انا قولت a نعم فال notes هذي ايش الآن؟كل واحدة
+
+106
+00:10:30,050 --> 00:10:33,930
+بتحمل نسبة او بتحمل الحياة هذه اللى بنجيب مساحتها
+
+107
+00:10:33,930 --> 00:10:38,030
+مساحة اللى تحتنا مش عارف كيف اشيل هذا ال bar اللى
+
+108
+00:10:38,030 --> 00:10:42,010
+هنا مش عارف كيف طلع عليه المفروض اللى جا فيه هنا
+
+109
+00:10:42,010 --> 00:10:49,070
+سهل بس يلا ماشيش كده بس واضحة الصورة من مدى الشاشة
+
+110
+00:10:49,070 --> 00:10:56,170
+خلي بالك ايش أسامة ليصب هنا ليها لقم اتنين اسمها
+
+111
+00:10:56,170 --> 00:10:57,410
+input membership
+
+112
+00:11:04,150 --> 00:11:08,730
+القيمة الحقيقية اللي بتدخل بتتوزع على ال input
+
+113
+00:11:08,730 --> 00:11:12,750
+membership functions هدولة ال a1 و ال a2 و ال a3
+
+114
+00:11:12,750 --> 00:11:17,070
+هم ال fuzzy sets او في واقع الأمر هم ال fuzzy
+
+115
+00:11:17,070 --> 00:11:21,310
+functions اللي بتحدد درجة ال membership بناءً على
+
+116
+00:11:21,310 --> 00:11:26,670
+ال cost value اللي بتدخل عليها بتطلع ال membership
+
+117
+00:11:26,670 --> 00:11:30,750
+يعني ال a1 هي عبارة عن مثلث أو ال
+
+118
+00:11:34,250 --> 00:11:43,230
+أو الشبه المنحرف هذه a2 احنا برصمة الأصلية كانت
+
+119
+00:11:43,230 --> 00:11:50,310
+ايش زي هيك اي a1 اي a2 اي a3 تمام فانا هايكون هذه
+
+120
+00:11:50,310 --> 00:11:55,550
+a1 هي عبارة عن بس هذا بمعنى ايش ان ال X بدأ تدخل
+
+121
+00:11:55,550 --> 00:12:04,790
+بناء على جداش قيمتها يطلع ميو ايش ميو X في a1كداش
+
+122
+00:12:04,790 --> 00:12:11,890
+درجة انتماء X في A1 هذا ال output اللي بتعطينيه A1
+
+123
+00:12:11,890 --> 00:12:16,510
+هي لا بتجمع ولا بتضرب زي ال notes الأخرى هي بتحسب
+
+124
+00:12:16,510 --> 00:12:21,290
+درجة الانتماء تبع ال input اللي دخل إليها حسب ال
+
+125
+00:12:21,290 --> 00:12:25,450
+shape تبع ال fuzzy set هذا ال fuzzy set ال shape
+
+126
+00:12:25,450 --> 00:12:28,630
+تبعه هيك ال fuzzy set التاني اتنين ال shape تبعه
+
+127
+00:12:28,630 --> 00:12:32,810
+هيك يعني لو أجهل input لو أجهل input هنا مثلا تمام
+
+128
+00:12:32,810 --> 00:12:38,710
+هتعطينيدرجة الانتماء هالجد كل واحد من هؤلاء اللي
+
+129
+00:12:38,710 --> 00:12:42,390
+نوصلش في السوق يعمل calculation تبعها ان هي
+
+130
+00:12:42,390 --> 00:12:47,210
+بتعطيني درجة الانتماء هي ميو اي واحد يعني ميو يعني
+
+131
+00:12:47,210 --> 00:12:52,070
+درجة انتماء X واحد درجة انتماء ال input اللي دخل
+
+132
+00:12:52,070 --> 00:12:57,810
+عليها في ال fuzzy set A واحد وهنا هي اللي بتعطيني
+
+133
+00:12:57,810 --> 00:13:01,320
+ميو اتنين درجة الانتماء ده حط عليها مثالةال X1
+
+134
+00:13:01,320 --> 00:13:04,080
+ممكن تكون 180 سانتي اللي هي أساسا بالطرحة .. او
+
+135
+00:13:04,080 --> 00:13:07,840
+ايه هتقولي .. X1 يبقى 180 سانتي هناك هديد لسه A1
+
+136
+00:13:07,840 --> 00:13:13,080
+.. اقول مثلا أيوة Short Medium و طول نعتبر ال 180
+
+137
+00:13:13,080 --> 00:13:18,440
+سانتي هو ال .. هو الطول هيطلع طول .. هيطلع طول
+
+138
+00:13:18,440 --> 00:13:24,190
+بواكد بدرجة معينة إما 100% أو أقل واضح؟فانا سؤالى
+
+139
+00:13:24,190 --> 00:13:29,730
+كان شو هذه الناس بتحسب ال degree of membership
+
+140
+00:13:29,730 --> 00:13:36,310
+بناء على ال shape تبع ال fuzzy function تبع هذا ال
+
+141
+00:13:36,310 --> 00:13:40,010
+set لكل واحد منهم هي تمثل set وبالتالي انه shape
+
+142
+00:13:40,010 --> 00:13:43,950
+وبالتالي بتعطي ال membership بناء عليه طيب هذول
+
+143
+00:13:43,950 --> 00:13:50,330
+ايش بيحسبوه هذه اسمها ال fuzzy rules layer هم
+
+144
+00:13:50,330 --> 00:13:54,200
+rules احنا من الاصل قلنا انهم rulesتحسب ال
+
+145
+00:13:54,200 --> 00:14:01,620
+condition تحسب ال output تحسب ال y ينتمي إلى مين و
+
+146
+00:14:01,620 --> 00:14:08,480
+كم درجة انتمائه ايضا لتعطي درجة
+
+147
+00:14:08,480 --> 00:14:12,360
+انتمائه من انا ال rule مش هي rule طول يعني معناته
+
+148
+00:14:12,360 --> 00:14:15,620
+ال rule مش هتكون زي هذه ال rule هتكون fx واحد is
+
+149
+00:14:15,620 --> 00:14:21,880
+mu a واحد اللي هي percentage كم هو totalأه هي
+
+150
+00:14:21,880 --> 00:14:25,580
+بتاخد ال percentages اللي دخلولها لإن ال A1 بتعبر
+
+151
+00:14:25,580 --> 00:14:28,920
+انه short ولا tall ولا هدى لإنها كتبطّت فاضي صارت
+
+152
+00:14:28,920 --> 00:14:30,500
+مفروض انها مفروض انها مفروض انها مفروض انها مفروض
+
+153
+00:14:30,500 --> 00:14:31,280
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+154
+00:14:31,280 --> 00:14:34,260
+مفروض انها مفروض انها مفروض انها مفروض انها مفروض
+
+155
+00:14:34,260 --> 00:14:36,260
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+156
+00:14:36,260 --> 00:14:36,260
+مفروض انها مفروض انها مفروض انها مفروض انها مفروض
+
+157
+00:14:36,260 --> 00:14:40,460
+انها مفروض انها مفروض انها مفروض انها مفروض انها
+
+158
+00:14:40,460 --> 00:14:47,640
+مفروض انها مفروض
+
+159
+00:14:47,640 --> 00:14:52,240
+انهالأن إذا أجاها ميو زيرو و هذا زيرو إذا أجاها
+
+160
+00:14:52,240 --> 00:14:54,440
+ميو زيرو و هذا زيرو إذا أجاها ميو زيرو و هذا زيرو
+
+161
+00:14:54,440 --> 00:14:55,280
+إذا أجاها ميو زيرو و هذا زيرو إذا أجاها ميو زيرو و
+
+162
+00:14:55,280 --> 00:14:58,920
+هذا زيرو إذا أجاها ميو زيرو ميو زيرو ميو زيرو ميو
+
+163
+00:14:58,920 --> 00:15:02,360
+زيرو ميو زيرو ميو زيرو ميو زيرو ميو زيرو ميو زيرو
+
+164
+00:15:02,360 --> 00:15:03,000
+ميو زيرو ميو زيرو ميو زيرو ميو زيرو ميو زيرو ميو
+
+165
+00:15:03,000 --> 00:15:06,540
+زيرو ميو زيرو ميو زيرو ميو زيرو ميو زيرو ميو زيرو
+
+166
+00:15:06,540 --> 00:15:13,560
+ميو زيرو
+
+167
+00:15:13,560 --> 00:15:16,640
+ميو زير
+
+168
+00:15:20,160 --> 00:15:25,980
+تعتمد على هل كانت ال rule and و لا or إذا كانت
+
+169
+00:15:25,980 --> 00:15:28,100
+conjunction أو لا conjunction إذا كانت conjunction
+
+170
+00:15:28,100 --> 00:15:30,900
+أو لا conjunction إذا كانت conjunction أو لا
+
+171
+00:15:30,900 --> 00:15:31,180
+conjunction إذا كانت conjunction أو لا conjunction
+
+172
+00:15:31,180 --> 00:15:31,280
+إذا كانت conjunction أو لا conjunction إذا كانت
+
+173
+00:15:31,280 --> 00:15:31,280
+conjunction أو لا conjunction إذا كانت conjunction
+
+174
+00:15:31,280 --> 00:15:31,280
+أو لا conjunction إذا كانت conjunction أو لا
+
+175
+00:15:31,280 --> 00:15:31,580
+conjunction إذا كانت conjunction أو لا conjunction
+
+176
+00:15:31,580 --> 00:15:34,760
+إذا كانت conjunction أو لا conjunction إذا كانت
+
+177
+00:15:34,760 --> 00:15:38,980
+conjunction أو لا conjunction إذا كانت conjunction
+
+178
+00:15:38,980 --> 00:15:47,180
+أو لا conjunction إذا
+
+179
+00:15:47,180 --> 00:15:54,660
+كانت conjunction أو لا conjunctionX1 و X2 إذا هي
+
+180
+00:15:54,660 --> 00:15:59,500
+end معناه ذلك أننا نحسب التقاطة
+
+181
+00:15:59,500 --> 00:16:04,860
+ال intersection فإذا هي conjunction معناه ذلك أننا
+
+182
+00:16:04,860 --> 00:16:08,960
+نحسب ال intersection
+
+183
+00:16:08,960 --> 00:16:16,260
+معناه ذلك أن هذا يترجم في ال neuro fuzzy systems
+
+184
+00:16:16,260 --> 00:16:21,470
+إلى product يعني multiplicationلأ بناخد ال minimum
+
+185
+00:16:21,470 --> 00:16:25,110
+و لأ بناخد ال maximum ببساطة شديدة بناخد ال two
+
+186
+00:16:25,110 --> 00:16:30,370
+نضربهم في بعض يعني نعم بيطلع اللاحظ أن عملية الضرب
+
+187
+00:16:30,370 --> 00:16:34,910
+هذه percentages أقل من واحد مظبوط ال minus هذه
+
+188
+00:16:34,910 --> 00:16:39,510
+اتراوح من zero إلى one ال minus هالكل اتراوح من
+
+189
+00:16:39,510 --> 00:16:43,970
+zero إلى one الان احنا لما نضربها في بعض بيطلع قام
+
+190
+00:16:43,970 --> 00:16:49,290
+أقل فانا عمليا كإني أخدت مش ال minimum بس إشيأقل
+
+191
+00:16:49,290 --> 00:16:59,110
+ما بين الاتنين يعني اذا this junction اذا
+
+192
+00:16:59,110 --> 00:17:03,990
+or بتحسب ال union بتاخد ال union بالظبط ال union
+
+193
+00:17:03,990 --> 00:17:08,730
+عمليا يترجم هو is approximated إلى لأ اللي هو ال
+
+194
+00:17:08,730 --> 00:17:17,370
+probabilistic or إذا سمعتوا فيها اللي هي عمليا إن
+
+195
+00:17:17,370 --> 00:17:24,560
+أنا باخدحاصل جمع الاتنين ناقص ال difference حاصل
+
+196
+00:17:24,560 --> 00:17:28,600
+الضرب صح؟
+
+197
+00:17:28,600 --> 00:17:35,420
+او ناقص ليش؟ ما هو الضرب هو ال intersection انا
+
+198
+00:17:35,420 --> 00:17:41,380
+اصبح لو ال rule لو ال rule بتقولي or فماعرف ده ايش
+
+199
+00:17:41,380 --> 00:17:45,240
+بسوي باخد progressive or اللي هو باخد مجموحهم ناقص
+
+200
+00:17:45,240 --> 00:17:47,680
+حاصل ضربهم الاتنين
+
+201
+00:17:49,770 --> 00:17:54,430
+Okay ال end بعد هيك هذا الكلام ال output بس دكتور
+
+202
+00:17:54,430 --> 00:17:59,110
+مش بالغالب أساسا ايش اسمه ال disjunction اللي هو
+
+203
+00:17:59,110 --> 00:18:03,570
+ال or اللي بيشمل كل اللي بيشمل يعني هو true for
+
+204
+00:18:03,570 --> 00:18:08,310
+all ال end يعني لو انت كان عندك true true تمام
+
+205
+00:18:08,310 --> 00:18:14,250
+true or true true or اي حاجة true تمام او اي اشي
+
+206
+00:18:14,250 --> 00:18:20,240
+true هو فعليا true صح نعم و هناهنا انا شايف ان انت
+
+207
+00:18:20,240 --> 00:18:24,400
+ال intersection اللي بينهم انت بطلت أساسا ماخده في
+
+208
+00:18:24,400 --> 00:18:27,760
+عينك اعتباره يعني انت ماخد ال sets مخصص ال
+
+209
+00:18:27,760 --> 00:18:31,340
+intersection تبعه يعني عمليا طلع كده انا ماخدتش ال
+
+210
+00:18:31,340 --> 00:18:35,560
+union نفسي يعني انت تخيل ان انا عندي لحظة شوية بس
+
+211
+00:18:35,560 --> 00:18:39,440
+لحظة
+
+212
+00:18:39,440 --> 00:18:42,620
+شوية طلع اتخيل ان انا عندي two values ال two
+
+213
+00:18:42,620 --> 00:18:51,320
+values هدولة واحد منهم انا هناأنا عندي هذا ال
+
+214
+00:18:51,320 --> 00:18:57,660
+value و عندي هذا ال value هذا الأحمر هو y1 و
+
+215
+00:18:57,660 --> 00:19:03,480
+الأزرق هو y2 و الأزرق هو y1 لأن أنا أخد ال
+
+216
+00:19:03,480 --> 00:19:08,500
+probabilistic or تبعهم احنا عادة كنا في ال or
+
+217
+00:19:08,500 --> 00:19:12,920
+بناخد ال maximum لأن أنا أخدت ال probabilistic or
+
+218
+00:19:12,920 --> 00:19:15,860
+لأن ال probabilistic or تبعهم لسه أكبر من ال
+
+219
+00:19:15,860 --> 00:19:21,640
+maximum يعني ال probabilistic or بيعطيني قيمةقيمة
+
+220
+00:19:21,640 --> 00:19:32,000
+دمج الاتنين مع بعض في قيمة هذا كأنه انا عملت join
+
+221
+00:19:32,000 --> 00:19:36,380
+لل curve هذا وال curve الأحمر والأزرق بس بحس انه
+
+222
+00:19:36,380 --> 00:19:42,080
+انا اخد نوع من ال approximation للاتنين
+
+223
+00:19:42,080 --> 00:19:49,040
+approximation حصل لل union تبع الاتنين واضح؟ واضح؟
+
+224
+00:19:49,040 --> 00:19:53,800
+okayOkay انما هنا في ال product انا لما بدأ ااخد
+
+225
+00:19:53,800 --> 00:19:58,680
+هذا و اضغط في هذا اتوقع يجيني رقم اقل اكبر من واحد
+
+226
+00:19:58,680 --> 00:20:03,140
+منهم لكن اقل من التاني صح؟ هذول الأرقام يعني رقم
+
+227
+00:20:03,140 --> 00:20:10,320
+يساوي 1 من 10% لو بدأ اضغط في 7 من 10هيطلع ايش؟
+
+228
+00:20:10,320 --> 00:20:15,520
+اقل ب10% من 7 يعني اقل ب7 يعني بطلع 63 يا عزيزي
+
+229
+00:20:15,520 --> 00:20:22,750
+ايه ما بين الاتنين؟المهم ان هذا في الآخر بيعطينا
+
+230
+00:20:22,750 --> 00:20:26,390
+ايش بيعطينا ال output تبع ال node هذه ال output
+
+231
+00:20:26,390 --> 00:20:31,430
+تبع ال node هذه اللي هو mu R1 يعني درجة ال
+
+232
+00:20:31,430 --> 00:20:36,330
+confidence في ال output في هذا ال rule بالظبط لأن
+
+233
+00:20:36,330 --> 00:20:42,810
+هذا بيروح على C2
+
+234
+00:20:42,810 --> 00:20:52,380
+او C1 على حسب على حسب ايش اصلا كانتالـ output
+
+235
+00:20:52,380 --> 00:20:56,900
+function ال output fuzzy function بتنص بتنص على
+
+236
+00:20:56,900 --> 00:21:06,440
+انه اذا اذا والله اذا R3 and R6 يبقى ال output
+
+237
+00:21:06,440 --> 00:21:12,060
+ينتمي الى C2 اذا كان كذا وكذا يعني هنا انتماء ال
+
+238
+00:21:12,060 --> 00:21:18,260
+output الى C2 يعتمد على انه ينتمي الى R1 وR2 وR4
+
+239
+00:21:18,260 --> 00:21:19,260
+وR5
+
+240
+00:21:21,860 --> 00:21:26,000
+6R5 دكتور هو في أول line كاتب الـ Mu اللي هو لديه
+
+241
+00:21:26,000 --> 00:21:29,160
+participation تبع ال rule و بعدين في أخر line كاتب
+
+242
+00:21:29,160 --> 00:21:32,840
+ال weight تبع ال rule فى weight اه فى weight لسه
+
+243
+00:21:32,840 --> 00:21:36,820
+هدول شغلان مفاصلات اه هذا الـ Mu هي عبارة عن
+
+244
+00:21:36,820 --> 00:21:41,480
+output تبع هذا ال node لسه هذا ال output بدي انضرب
+
+245
+00:21:41,480 --> 00:21:45,820
+في ال weight اه بدي انضرب في ال weight okay هذا
+
+246
+00:21:45,820 --> 00:21:50,620
+هنا الآن احناوإلا كيف ال network بدون الأوزان هادى
+
+247
+00:21:50,620 --> 00:21:54,620
+ليصبح فيه عملية تعلو بالظبط إذا أنا عندي ال input
+
+248
+00:21:54,620 --> 00:21:59,680
+مخش يبقى يبقى كله فاضي أصبح يبقى أنا بس مجرد عملت
+
+249
+00:21:59,680 --> 00:22:05,460
+عملية ترجمة للفاضي rules على شكل network إنما إذا
+
+250
+00:22:05,460 --> 00:22:08,640
+بدي أنا أعمل عملية تعلو يبقى أنا لازم يجيب عندي
+
+251
+00:22:08,640 --> 00:22:14,140
+أوزان هنا عشان لما أدخل input ويطلع في الآخر ال
+
+252
+00:22:14,140 --> 00:22:17,720
+output هذا هذا اللي بدي أطلع ال output النهائي
+
+253
+00:22:18,240 --> 00:22:22,780
+لتقارن ال y هذا بال y اللي يفترض ان يكون يعني انا
+
+254
+00:22:22,780 --> 00:22:26,520
+لازم اعمل مجموعة من ال training و اذا في error ال
+
+255
+00:22:26,520 --> 00:22:31,840
+error هذا بيتعدل في مين فهدول ال two nodes بالظبط
+
+256
+00:22:31,840 --> 00:22:36,840
+okay بيتعدل الأوزان على أساس انه يتقرب شويه شويه
+
+257
+00:22:36,840 --> 00:22:42,000
+من الصوابر هذا ال node الآن هذا ال node ايش اللي
+
+258
+00:22:42,000 --> 00:22:47,430
+هتسوي وهذا ال node ايش اللي هتسويأحنا فيها خطوة
+
+259
+00:22:47,430 --> 00:22:51,670
+أخيرة وهي الـ De-Fossification صح؟ اللي هي فاضي
+
+260
+00:22:51,670 --> 00:22:56,510
+values بنطلع منها ال .. إيش ال crisp values و ال
+
+261
+00:22:56,510 --> 00:23:00,410
+De-Fossification كان بالأساس بيعتمد على فكرة اللي
+
+262
+00:23:00,410 --> 00:23:04,270
+هو إيش ال center of gravity ال center of gravity
+
+263
+00:23:04,270 --> 00:23:10,310
+هذا الكلام ويل بنعمله هنا لأن هناهذا اللي بيطلع ال
+
+264
+00:23:10,310 --> 00:23:12,270
+crisp value هذا ال node هي اللي بيطلع ال crisp
+
+265
+00:23:12,270 --> 00:23:16,010
+value بيجيها fuzzy values و بيطلع على أساسهم طيب
+
+266
+00:23:16,010 --> 00:23:20,790
+إيش جابل ال defuzzification بيحصل بيحصل إنه إحنا
+
+267
+00:23:20,790 --> 00:23:27,110
+إذا بتذكروا لما كنا بندمج ال different shapes ال
+
+268
+00:23:27,110 --> 00:23:37,180
+clipping و ال scaling بالظبط okay فهذه ال C1مجموعة
+
+269
+00:23:37,180 --> 00:23:41,480
+الـ outputs اللى أتى من ال rules اللى جذتها كل
+
+270
+00:23:41,480 --> 00:23:45,760
+واحدة بتقولها ان ال input ينتبه إلى هذا الجهة
+
+271
+00:23:45,760 --> 00:23:49,920
+وبنسبةها لجد ال rule بتاعة بتقولها ان ال input
+
+272
+00:23:49,920 --> 00:23:54,340
+ينتبه إلى هذا الجهة وبنسبةها لجد انا بعمل clip انا
+
+273
+00:23:54,340 --> 00:24:02,960
+الآن في C1 بعمل aggregation لهذا ال clip value
+
+274
+00:24:02,960 --> 00:24:09,070
+يعني الميو هذا هو ال clipvalue هو النسبالي بالظبط
+
+275
+00:24:09,070 --> 00:24:18,550
+هذا هو ميو ار تلاتة هذا هنا هو ميو ار اتنين هذا
+
+276
+00:24:18,550 --> 00:24:25,150
+اللي هنا شكلهم في النتال اللي هنا هذا هو ميو ار
+
+277
+00:24:25,150 --> 00:24:32,810
+واحد الان c1 بتعملهم ايش بتعملهم aggregation عشان
+
+278
+00:24:33,220 --> 00:24:37,900
+تعطيهم ال node الأخير عشان تاخد .. تقرنهم في ال Y
+
+279
+00:24:37,900 --> 00:24:41,800
+وتاخد من هنا و تاخد من هنا و تعطي ل إيش؟ ال Y و
+
+280
+00:24:41,800 --> 00:24:46,380
+تعطي لل Y ال Y الأنيش اللي تسوي بدها تحسب ال
+
+281
+00:24:46,380 --> 00:24:49,960
+center of gravity كم أنا بعيد عن ال true value
+
+282
+00:24:49,960 --> 00:24:55,220
+بدها تحسب الفظي values هذه في الآخر كيف أنا أستخلص
+
+283
+00:24:55,220 --> 00:25:01,540
+منها اللي هو ال crisp value ال crisp valueباستخدام
+
+284
+00:25:01,540 --> 00:25:06,400
+الـ center of gravity rule هذا الكلام خلينا نمشي
+
+285
+00:25:06,400 --> 00:25:13,980
+فيه خطوة خطوة هذا
+
+286
+00:25:13,980 --> 00:25:20,360
+هو نفس ال figure اللي مر علينا
+
+287
+00:25:24,220 --> 00:25:29,720
+أو يعني شبيه أبوه لأنه بعتمد على نفس المفهوم بس ال
+
+288
+00:25:29,720 --> 00:25:33,140
+shape تبع ال ليش ال shape تبع ال fuzzy values
+
+289
+00:25:33,140 --> 00:25:38,000
+مختلف يعني هنا ال a واحد وال a واحد وال b واحد
+
+290
+00:25:38,000 --> 00:25:41,580
+الأشكال
+
+291
+00:25:41,580 --> 00:25:45,640
+تبع ال shapes الأشكال تبع ال fuzzy sets مختلفة
+
+292
+00:25:45,640 --> 00:25:52,170
+okay خلينا نرجع بس نشوف وين ال stepsخطوة خطوة احنا
+
+293
+00:25:52,170 --> 00:25:56,150
+بدي اذاكر ال layer اذا كان لدينا ال layer الاولى
+
+294
+00:25:56,150 --> 00:25:58,970
+اللى input layer بعدين في عندي ال layer التانى
+
+295
+00:25:58,970 --> 00:26:04,470
+تبعت ال fuzzy sets بعدين ال rules بعدين ال C بعدين
+
+296
+00:26:04,470 --> 00:26:08,660
+L ف ال rule الاولىالرول الأولى لل input layer
+
+297
+00:26:08,660 --> 00:26:13,800
+عمليا بتغذي ال layer اللي بعدها يعني ما بتعمل أي
+
+298
+00:26:13,800 --> 00:26:18,200
+اشي ال nodes X1 و X2 ما بيعملوش اي اشي ال layer
+
+299
+00:26:18,200 --> 00:26:24,500
+التانى ال layer الهي فيها a1 و a2 و a3 ال nodes
+
+300
+00:26:24,500 --> 00:26:28,300
+المربعة هدولة ايش قلنا فاصيفيكيشن فهم اللي بيحسبوا
+
+301
+00:26:28,300 --> 00:26:33,150
+ال membership valueالنورونات في هذه الملعقة تمثل
+
+302
+00:26:33,150 --> 00:26:36,210
+مجموعات مخفضة تستخدمها في الانتسينت
+
+303
+00:26:39,410 --> 00:26:45,110
+بعد هيك في ال rule طبعا الفظي الفظي value اللي بدي
+
+304
+00:26:45,110 --> 00:26:48,450
+يطلع بناء على ال formula يعني هذا ال shape إيه و
+
+305
+00:26:48,450 --> 00:26:52,130
+إيه لك عشان نشوفه لكن هذا ال shape يجب أن يترجم
+
+306
+00:26:52,130 --> 00:26:55,930
+على شكل formulas بتذكروا لما كنا حكينا ال hedges و
+
+307
+00:26:55,930 --> 00:27:00,370
+ما ال hedges كل ال shapes و حتى الانحناقات اللي
+
+308
+00:27:00,370 --> 00:27:09,940
+فيها بيعبر عنها ب formulas يعني مثلا y yiبتعطي 0
+
+309
+00:27:09,940 --> 00:27:16,180
+إذا كان ال value اللي دخل عليها أقل
+
+310
+00:27:16,180 --> 00:27:20,400
+من أو تساوي ال a نقص بي على اتنين ايش ال a و ال b
+
+311
+00:27:20,400 --> 00:27:25,320
+على اتنين لما يكون عندي مثلة زي هيكة مثلة زي هذا
+
+312
+00:27:25,320 --> 00:27:35,240
+وين هو ال center تبعه هذا a و بي هي عبارة عن ال
+
+313
+00:27:35,240 --> 00:27:35,960
+width تبعه
+
+314
+00:27:40,620 --> 00:27:47,700
+بناء على هذا الكلام إذا كان ال value اللي دخل أقل
+
+315
+00:27:47,700 --> 00:27:53,960
+من هذا يعني أنه جاي هنا يعني أنه لا ينتمي بالمرة
+
+316
+00:27:53,960 --> 00:28:00,300
+إلى هذا ال set اللي يبقى ال zero والعكس لو أكبر من
+
+317
+00:28:00,300 --> 00:28:06,160
+نفس القيمة إذا وقع في المص يبقى انتمائه يعتمد على
+
+318
+00:28:06,160 --> 00:28:15,540
+وين يتقاطع معهأطلع المثلث وهذا الكلام هو
+
+319
+00:28:15,540 --> 00:28:22,760
+الترجمة لمعادلة الاضدلاع هذا ومعادلة اضدلاع هذا
+
+320
+00:28:22,760 --> 00:28:28,260
+فكل ال shapes في الأخر بيترجم إلى المعادلات هذه
+
+321
+00:28:28,260 --> 00:28:32,700
+عشان ال notes ال notes اللي في ال layer ال
+
+322
+00:28:32,700 --> 00:28:35,220
+classification layer بدها تستخدم المعادلات هذه
+
+323
+00:28:35,220 --> 00:28:36,960
+عشان تطلع ال output
+
+324
+00:28:40,000 --> 00:28:44,060
+هذا في الآخر للمثلث هذا يصبح للمثلث triangular
+
+325
+00:28:44,060 --> 00:28:55,640
+membership functions واضح
+
+326
+00:28:55,640 --> 00:28:59,260
+هذا بس نفس الكلام اللي انا حكيته قبل شوية اللي هو
+
+327
+00:28:59,260 --> 00:29:06,600
+ال a و ال b هي برنامج الوز تبع قاعدة المثلث layer
+
+328
+00:29:06,600 --> 00:29:12,470
+تلاتة اللي فيها إيش قلناال rules لير تلاتة بدها
+
+329
+00:29:12,470 --> 00:29:18,650
+تحسب ال output انتماءه إلى إيش بناء على ال input
+
+330
+00:29:18,650 --> 00:29:22,230
+اللي جاية هنا عشان تبني ال knowledge عشان تبني ال
+
+331
+00:29:22,230 --> 00:29:27,710
+knowledge اللي هو rules بتبنيش شي بتغذي ال layer
+
+332
+00:29:27,710 --> 00:29:31,450
+اللي بعدها هي بدها تحسب ال output ينتمي إلى أي
+
+333
+00:29:31,450 --> 00:29:35,610
+واحد من ال fuzzy sets تبعات ال output ال output ما
+
+334
+00:29:35,610 --> 00:29:40,930
+هو إيه ال fuzzy setsفزي ما قلنا بيستخدم ال product
+
+335
+00:29:40,930 --> 00:29:47,030
+operator إذا كان إيش إذا كان في اندي conjunction
+
+336
+00:29:47,030 --> 00:29:52,070
+ما بين ال antecedents تبعات الشرط هدولة كلهم هاي
+
+337
+00:29:52,070 --> 00:29:55,470
+الشرط .. هاي ال .. أسمها .. الشرط يعني ال
+
+338
+00:29:55,470 --> 00:30:00,970
+antecedent تبع ال rule هذا وهذا هو عبارة عن الشرط
+
+339
+00:30:00,970 --> 00:30:04,890
+تبع ال rule فإذا كان ال .. ال .. اللي ما بينهم
+
+340
+00:30:04,890 --> 00:30:11,940
+conjunction معناته بدنا ناخدالدرجة الانتماء تبعهم
+
+341
+00:30:11,940 --> 00:30:14,940
+اللي أجانا من وين اللي أجانا من ال layer اللي قبل
+
+342
+00:30:14,940 --> 00:30:22,640
+وانا نستخدم عملية الدرد إذا كان إذا
+
+343
+00:30:22,640 --> 00:30:27,120
+كان الآن فينا
+
+344
+00:30:27,120 --> 00:30:33,160
+org ما بين بعض ال بعض ال inputs فبنستخدم
+
+345
+00:30:39,490 --> 00:30:44,030
+عشان نحدد اللى هو نفس الاشي درجة انتماء ال output
+
+346
+00:30:44,030 --> 00:30:47,830
+الى اى واحد من ال fuzzy sets ال output fuzzy sets
+
+347
+00:30:47,830 --> 00:30:52,330
+بعد هيك الاخر اشي اللى هى ال defuzzification ال
+
+348
+00:30:52,330 --> 00:30:56,310
+defuzzification ان احنا بدنا نستخدم ال center of
+
+349
+00:30:56,310 --> 00:31:02,590
+gravity لكن هنا فى ال .. فى النورة الفuzzy system
+
+350
+00:31:02,590 --> 00:31:11,300
+ال .. المثلةبتقارب اليش ال y output النهائي يقارب
+
+351
+00:31:11,300 --> 00:31:15,480
+الي انه احنا انا عندي node خلينا نجيب الشكل مرة
+
+352
+00:31:15,480 --> 00:31:20,200
+تانية انا
+
+353
+00:31:20,200 --> 00:31:29,240
+عندي ال node هذه بتطلع
+
+354
+00:31:29,240 --> 00:31:36,750
+ال y بتاخد من مين من c1 ومن ياش c2الان ال C1
+
+355
+00:31:36,750 --> 00:31:45,230
+بتعطيها ميو C1 و C2 بتعطيها ميو C2 الان ال C1 في
+
+356
+00:31:45,230 --> 00:31:53,930
+الها ايش في
+
+357
+00:31:53,930 --> 00:31:58,530
+الها اللي هو ال shape تبع ال fuzzy set ده اللي هو
+
+358
+00:31:58,530 --> 00:32:02,170
+ال C1 هو عبارة عن fuzzy set الاخر صراحة لازم يكون
+
+359
+00:32:02,170 --> 00:32:19,130
+له shape مثلثوC2 كذلك لحظة لذلك إله A وإله إيش هذا
+
+360
+00:32:19,130 --> 00:32:24,170
+ال A تبع ال C1 وهذا ال B تبع ال C1 هذا ال A تبع ال
+
+361
+00:32:24,170 --> 00:32:32,570
+C2 وهذا ال B تبع ال C2 يعني عملية حساب ال Y سيتم
+
+362
+00:32:32,570 --> 00:32:40,210
+كتارةإن ال output هذا مضروب في A
+
+363
+00:32:40,210 --> 00:32:46,950
+C1 مضروب في B C1 هذولة التلت عناصر اللي هم عبارة
+
+364
+00:32:46,950 --> 00:32:50,910
+عن ال output تبع C1 ضرب ال A تبعها ضرب ال B تبعها
+
+365
+00:32:50,910 --> 00:32:55,750
+إيش ال A و ال B قلنا اللي هم عبارة عن المتغيرات
+
+366
+00:32:55,750 --> 00:33:00,570
+اللي بيحددهم شكل المثلث تبعها للفاصل 6 ومثله
+
+367
+00:33:00,570 --> 00:33:08,360
+للفاصل 6 الآخرعلى اللي هو يعني هذا زائد برضه
+
+368
+00:33:08,360 --> 00:33:14,240
+بالنسبة ل c2 على اللي هو ال mu مضارب القاعدة
+
+369
+00:33:14,240 --> 00:33:21,140
+لحالها اللي هو القاعدة تبع c1 mu c1 ضارب مضاربين
+
+370
+00:33:21,140 --> 00:33:27,960
+في بعض زائد القاعدة تبع c2 في ال mu c2 هذا هنا
+
+371
+00:33:27,960 --> 00:33:33,020
+تتعمر عبارة عن approximation لالـ Center of
+
+372
+00:33:33,020 --> 00:33:40,900
+Gravity أو الـ De-fossification للـ output بتظهر
+
+373
+00:33:40,900 --> 00:33:44,200
+أخر نقطة اللي هي عملية التعلم ما ننساش أن هذا
+
+374
+00:33:44,200 --> 00:33:50,080
+عبارة عن system هنا المثال هذا قبل ما أخلص المثال
+
+375
+00:33:50,080 --> 00:33:57,040
+هذا عبارة عن بيوريلك ال weight ال weights اللي
+
+376
+00:33:57,040 --> 00:34:01,860
+انتهت عليها عملية التدريببعد ايش خمسين epoch أو
+
+377
+00:34:01,860 --> 00:34:05,880
+خمسين دورة وين وصلت اللي هو ال end لو ان في end
+
+378
+00:34:05,880 --> 00:34:09,900
+انا rule ال weight بقى هال zero يعني ال issue
+
+379
+00:34:09,900 --> 00:34:15,060
+بدخلها بطلع صفر بطلع صفر جهيه و جلتها واحد من ده
+
+380
+00:34:15,060 --> 00:34:18,560
+نستثنيها من هنا انا قلت بنا نخلي عملية عدد ال
+
+381
+00:34:18,560 --> 00:34:22,020
+rules هذه نخليها للاخر لأنه تعتمد على هذا احنا
+
+382
+00:34:22,020 --> 00:34:23,360
+ممكن نحط عدد من ال rules
+
+383
+00:34:38,200 --> 00:34:44,240
+هذا الكلام امتى بأصله بعد عدد معين من ال
+
+384
+00:34:44,240 --> 00:34:48,780
+iterationsلما تكون ليهاشي تدربت ال network على ال
+
+385
+00:34:48,780 --> 00:34:52,260
+input اللي انا معاقبها إياها فبتضمن ضبط الأوزان
+
+386
+00:34:52,260 --> 00:34:55,680
+وبعدين خلاص أنا بقدر أستثنى ال rules اللي ال
+
+387
+00:34:55,680 --> 00:35:03,900
+output تبعها ضعيف ال .. okay فالمثال هذا المثال
+
+388
+00:35:03,900 --> 00:35:10,400
+هذا في الأول بيستخدم خمسة أو ستة rules خمسة rules
+
+389
+00:35:10,400 --> 00:35:15,260
+و بعدين بيستخدم تمانية بيوريلك إن بابا في ending
+
+390
+00:35:15,750 --> 00:35:21,490
+هنا تلاتة او اربعة من ال rules مالهمش اي لازمة
+
+391
+00:35:21,490 --> 00:35:25,750
+بناء على عملية ال training عملية ال training بتتم
+
+392
+00:35:25,750 --> 00:35:28,270
+زي ما شفنا في ال back propagation اللي بنحسب ال
+
+393
+00:35:28,270 --> 00:35:32,410
+error و بناء على ال error بنتعامل حسب ال delta
+
+394
+00:35:32,410 --> 00:35:37,470
+weight و ال delta بينضاف الى ال weight السابق عشان
+
+395
+00:35:37,470 --> 00:35:42,070
+يطلع ال weight الجديد الوزن الجديد هنا احنا عمليا
+
+396
+00:35:42,070 --> 00:35:46,950
+نكون دمجنا بيناللي هو ال .. neural network ما بين
+
+397
+00:35:46,950 --> 00:35:51,010
+ال fuzzy logic .. ال fuzzy logic في .. انت .. انت
+
+398
+00:35:51,010 --> 00:35:53,190
+.. ال system .. ال system هذا هو عبارة عن rule
+
+399
+00:35:53,190 --> 00:35:59,050
+based في الآخر، هيكون، ولكن ال rules .. ال rules
+
+400
+00:35:59,050 --> 00:36:04,980
+fuzzy ثم إنه هي أيضا كمان تمت من خلال التعلقيعني
+
+401
+00:36:04,980 --> 00:36:08,860
+احنا ماجهاش ال human expert أجى وصورها إلا من خلال
+
+402
+00:36:08,860 --> 00:36:12,300
+أمريكي التعلم وانتجت يمكن استفادنا من قدرة ال
+
+403
+00:36:12,300 --> 00:36:16,800
+neural network في التعلم مع قدرة الفظي logic في
+
+404
+00:36:16,800 --> 00:36:21,660
+التعامل مع ال uncertainty و العدم الوضوح يعني و
+
+405
+00:36:21,660 --> 00:36:28,420
+عدم التأكد و دمجنا ما بينهمطالع معانا هو rule
+
+406
+00:36:28,420 --> 00:36:33,300
+based و هو fuzzy و هو neural system بس احنا هنا
+
+407
+00:36:33,300 --> 00:36:37,440
+علمناك فتق انه يكتشف ال rules الفلانية ال fuzzy
+
+408
+00:36:37,440 --> 00:36:40,780
+rules الفلانية بس كل مرة بده اضيف فيها rules على
+
+409
+00:36:40,780 --> 00:36:43,960
+الشبكة يعني على ال neural network بدي اديلها داتها
+
+410
+00:36:43,960 --> 00:36:48,420
+ادربهايعني عشان أشوف جديش هذا quote relevant و
+
+411
+00:36:48,420 --> 00:36:52,280
+تسيطر مرة من أول من جديد صح؟ انت إذا استجدت معاك
+
+412
+00:36:52,280 --> 00:36:55,720
+ال data إذا صار في عندك علم جديد بمعنى يعني ..
+
+413
+00:36:55,720 --> 00:37:00,180
+quote جديدة إذا انت عطيت هدأ بتروح .. بتعمل عملتي
+
+414
+00:37:00,180 --> 00:37:03,760
+training من جديدتضيف ال rules و تضيف ال data ممكن
+
+415
+00:37:03,760 --> 00:37:07,520
+عملية ال training هذه تشتمل على بناء ال system
+
+416
+00:37:07,520 --> 00:37:11,180
+الجديد او انك انت تضيف عليه مجموع من ال rules و
+
+417
+00:37:11,180 --> 00:37:16,180
+تشوف هذه ال rules هذه هتثبت او لا هتطلع اهميتها
+
+418
+00:37:16,180 --> 00:37:20,060
+زيرو انما ان عملية التعلم عمرها مابتبقى مرة واحدة
+
+419
+00:37:20,060 --> 00:37:24,660
+فقط انت كل فترة معينة بتكون استجد عندك data جديدة
+
+420
+00:37:24,660 --> 00:37:29,860
+فلازم ال data هذه تدخلها علينتك عشان تستفيد منها
+
+421
+00:37:29,860 --> 00:37:30,480
+في ال ..
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_postprocess.srt b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..529df7b9e1ffdbc54fb39930231914df5b80a85f
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_postprocess.srt
@@ -0,0 +1,2004 @@
+1
+00:00:20,910 --> 00:00:24,530
+بسم الله الرحمن الرحيم اليوم ان شاء الله بدنا نكمل
+
+2
+00:00:24,530 --> 00:00:27,810
+موضوع ال adversarial search موضوع ال adversarial
+
+3
+00:00:27,810 --> 00:00:32,250
+search اللي بدينا فيه المحاضرة الماضية كان .. كنا
+
+4
+00:00:32,250 --> 00:00:35,910
+.. حكينا فيه اللي هو ال minimax procedure او ال
+
+5
+00:00:35,910 --> 00:00:41,370
+minimax algorithm و برجع سريع على المثال اللي
+
+6
+00:00:41,370 --> 00:00:46,750
+طلعنا عليه المحاضرة اللي فاتت المثال كان عن كيف لو
+
+7
+00:00:46,750 --> 00:00:52,350
+احنا اللغة اللي تبعتالـ Tic-Tac-Toe اللي هي كل
+
+8
+00:00:52,350 --> 00:00:59,150
+لاعب بيحط من عنده قطعة و الهدف ان اللاعب ينزم
+
+9
+00:00:59,150 --> 00:01:03,990
+اللاعب الاخر بإنه يكمل خط مستقيم سواء أفريقي أو
+
+10
+00:01:03,990 --> 00:01:12,230
+عمودي أو دياجونال هذا ال problem طبعا ال universe
+
+11
+00:01:12,230 --> 00:01:15,610
+algorithm تتعامل مع الموضوع على أساس انه
+
+12
+00:01:18,650 --> 00:01:23,590
+تذكر الخطوات اللي حكينا فيها اول خطوة ايش انه to
+
+13
+00:01:23,590 --> 00:01:28,270
+generate اللي هو ال search space كله مظبوط ال tree
+
+14
+00:01:28,270 --> 00:01:34,310
+كلها بمعنى اخر علشان نحدد اللي هو ال leaf nodes و
+
+15
+00:01:34,310 --> 00:01:36,930
+هذه كانت الخطوة الأقم واحد صح ايش الخطوة الأقم
+
+16
+00:01:36,930 --> 00:01:44,670
+اتنين بعد هيك نفسنا بدنا نعمل evaluation ل ال leaf
+
+17
+00:01:44,670 --> 00:01:49,330
+nodesناخد الألقام هذه ال evaluation باعتماد على ال
+
+18
+00:01:49,330 --> 00:01:54,110
+evaluation
+
+19
+00:01:54,110 --> 00:01:59,210
+function او ال fitness function بعد ذلك هذا رقم
+
+20
+00:01:59,210 --> 00:02:03,770
+اتنين بعد ذلك رقم تلاته ايش بيصير ان احنا بدنا
+
+21
+00:02:03,770 --> 00:02:09,510
+نعمل نعمل propagation لل values من ال leaf nodes
+
+22
+00:02:09,510 --> 00:02:14,070
+الى ال parent nodes ال propagation هذا هو اللي في
+
+23
+00:02:14,070 --> 00:02:19,500
+الآخر بيعطيلـ root node ال valley تبعها علشان ال
+
+24
+00:02:19,500 --> 00:02:27,020
+max يعرف من أولها إذا كأيش هي ال child الأفضل هنا
+
+25
+00:02:27,020 --> 00:02:38,840
+التلاتة معناته ال P صح الكلام؟ الكلام
+
+26
+00:02:38,840 --> 00:02:44,600
+هذا قلنا إن فيه وسيلة
+
+27
+00:02:46,420 --> 00:02:54,020
+نختصر ال search space بدلا من أننا نضطر
+
+28
+00:02:54,020 --> 00:02:59,920
+أن يتم زيارة كل ال notes أثناء عملية ال evaluation
+
+29
+00:02:59,920 --> 00:03:06,480
+و ال propagation لأ نقدر من بدري مبكرا نعرف إنه
+
+30
+00:03:06,480 --> 00:03:11,520
+مافي داعي إذا كنت هنا و رأيت التلاتة ممكن أعرفإن
+
+31
+00:03:11,520 --> 00:03:16,380
+مافي داعي أكمل أفحص ال باج ال siblings هذا الكلام
+
+32
+00:03:16,380 --> 00:03:21,920
+اللي كان اسمه ال alpha beta pruning صح ال alpha
+
+33
+00:03:21,920 --> 00:03:27,720
+beta pruning صبوطة
+
+34
+00:03:27,720 --> 00:03:34,780
+للكلام صح okay اليوم راح نبدأ نطلع على فكرة ال
+
+35
+00:03:34,780 --> 00:03:36,060
+alpha beta pruning
+
+36
+00:03:42,790 --> 00:03:48,890
+بشكل سريع وبعدين
+
+37
+00:03:48,890 --> 00:04:00,910
+نرجع تاني لل algorithm مرة أخرى نشوفها بشكل
+
+38
+00:04:00,910 --> 00:04:06,530
+كامل يعني هنا الأن ال a و ال b و ال c و ال d هي
+
+39
+00:04:06,530 --> 00:04:12,300
+خطوات في تنفيذ ال minimax procedure نفسهاألاحظت
+
+40
+00:04:12,300 --> 00:04:18,840
+هنا أن الـ A لسه أنا مش عارف ال value تبعها عشان
+
+41
+00:04:18,840 --> 00:04:21,160
+أعرف ال value تبعها، لازم أخش على ال parent على ال
+
+42
+00:04:21,160 --> 00:04:24,900
+child تبعها ال child أنا مش عارف، لازم أشوف مين ال
+
+43
+00:04:24,900 --> 00:04:27,400
+children تبعهم، ال children تبعهم افترضنا ان هدوله
+
+44
+00:04:27,400 --> 00:04:31,060
+خلاص، dead end، leaf nodes، مافيش ما عليك تقاربها
+
+45
+00:04:31,060 --> 00:04:35,260
+فأول child بنشوفه، طبعا الشغل كله depth first،
+
+46
+00:04:35,260 --> 00:04:40,120
+مظبوط أول child بنشوفه، تلاتة، تلاتة الآن هادى،
+
+47
+00:04:40,120 --> 00:04:45,420
+لأن احنا هناالـ node هذه في البداية في دور مين؟
+
+48
+00:04:45,420 --> 00:04:51,720
+الدور هذا دور مين؟ الدور هذا دور مين؟ ال max الآن
+
+49
+00:04:51,720 --> 00:04:58,080
+في دور ال ال min أنا ماجف على ال node هذه وأفحص ال
+
+50
+00:04:58,080 --> 00:05:02,140
+children تبعهم لجيت التلاتة لجيت أول child ال
+
+51
+00:05:02,140 --> 00:05:06,480
+value تبعه تلاتة فالتلاتة هذه بتصير هي ال beta
+
+52
+00:05:06,480 --> 00:05:11,440
+بتصير هي ال beta valueالـ beta value هذا هو عبارة
+
+53
+00:05:11,440 --> 00:05:18,420
+عن قيمة اللي لسه مبدئية اللي تقيم بيها النود هذه
+
+54
+00:05:18,420 --> 00:05:21,800
+النود هذه قيمتها تعتمد على ال children تبعنا،
+
+55
+00:05:21,800 --> 00:05:25,660
+مصبوط؟ بس أنا لسه ماشوفتش ال child واحد فمبدئيا،
+
+56
+00:05:25,660 --> 00:05:28,860
+مبدئيا ال child هذا ال value تبعه هو ال value
+
+57
+00:05:28,860 --> 00:05:34,660
+تبعنا لما نشوف other children ونلاقي إنه فيه أقل
+
+58
+00:05:34,660 --> 00:05:40,910
+من التلاتة، مصبوط؟ أقل ولا أكتر؟أقل لأن أنا في دور
+
+59
+00:05:40,910 --> 00:05:45,850
+الـ Min الـ Min بدي يحمل value أقل واحد في ال
+
+60
+00:05:45,850 --> 00:05:49,850
+children تبعهم او لا لا انا بستمر الآن اشوف ال
+
+61
+00:05:49,850 --> 00:05:52,350
+child تاني اذا وجدت واحد اقل من التلاتة في دوره
+
+62
+00:05:52,350 --> 00:05:57,770
+احطه ال value تبعه هو بدل التلاتة في ال beta ماشي
+
+63
+00:05:57,770 --> 00:06:02,810
+الحاجة هذه الآن وهذه
+
+64
+00:06:02,810 --> 00:06:06,750
+ايش لكل
+
+65
+00:06:06,750 --> 00:06:10,160
+noteلكل note هيبقى فيه إلها two values alpha و
+
+66
+00:06:10,160 --> 00:06:14,560
+beta في
+
+67
+00:06:14,560 --> 00:06:18,260
+إيه الآن استمرنا في ال .. لجينا ال chart التاني
+
+68
+00:06:18,260 --> 00:06:25,420
+إيش ال value تبعه؟ ماشي ال beta بتظهر زي ما هي
+
+69
+00:06:25,420 --> 00:06:32,080
+تصبت؟ ال beta بتظهر زي ما هي في هنا تمانية ال beta
+
+70
+00:06:32,080 --> 00:06:40,280
+نفس الاشي بالنسبة لل alpha valueالـ Alpha Value
+
+71
+00:06:40,280 --> 00:06:43,540
+الـ
+
+72
+00:06:43,540 --> 00:06:50,360
+Beta مفترض أنه عبارة عن أقل غيمة الـ Alpha من
+
+73
+00:06:50,360 --> 00:06:54,700
+ناحية التانية الـ Alpha ايش راح تكون الأقل غيمة
+
+74
+00:06:54,700 --> 00:07:01,500
+بالنسبالي الـ Child بعدهم الان هذا ال Child ان
+
+75
+00:07:01,500 --> 00:07:05,660
+عرفت ال Beta Value تبعه صح خلاص انحسمت لأنه خلصت
+
+76
+00:07:05,660 --> 00:07:08,340
+احنا ال children تماما انحسمت ان ال Beta Value
+
+77
+00:07:08,340 --> 00:07:12,850
+تبعهتلاتة الان على ال level اللي اعلى احنا فى دور
+
+78
+00:07:12,850 --> 00:07:17,970
+من ال max مظموط فال max الان بيخطلع على ال
+
+79
+00:07:17,970 --> 00:07:21,650
+children تبعون ال node هذه ال node هذه ال children
+
+80
+00:07:21,650 --> 00:07:27,690
+تبعونها بياخد ال value الاعلى تبع ال children هذه
+
+81
+00:07:27,690 --> 00:07:32,190
+الان ال value تبعها مبدئيا هى تلاتة لازم افحص من
+
+82
+00:07:32,190 --> 00:07:36,690
+ال child التانى عشان نشوف لو ربما هذا اعلى من
+
+83
+00:07:36,690 --> 00:07:45,370
+تلاتة صح؟أعلى من تلاتة خشينا على C C أول
+
+84
+00:07:45,370 --> 00:07:50,590
+child فيها اتنين تذكروا اننا خشينا على C C لان في
+
+85
+00:07:50,590 --> 00:07:55,930
+دور المن فأول child اتنين نستمر في البحث عساس ان
+
+86
+00:07:55,930 --> 00:08:01,510
+نجد اقل من اتنين طيب ليش انا استمر ابحث عن اقل من
+
+87
+00:08:01,510 --> 00:08:06,510
+اتنين اذا كان انا ال parent تبعي بدور عن اكتر من
+
+88
+00:08:06,510 --> 00:08:11,560
+تلاتةفهنا في هذه اللحظة في هذه اللحظة مجرد ما اشوف
+
+89
+00:08:11,560 --> 00:08:17,240
+الاتنين والاتنين هذه تترحل ك beta value لل C صح مش
+
+90
+00:08:17,240 --> 00:08:22,680
+هيترحل تترحل ك beta value لل C تمام فلأن ال beta
+
+91
+00:08:22,680 --> 00:08:28,940
+value تبع ال C أقل من ال alpha value تبع ال parent
+
+92
+00:08:28,940 --> 00:08:35,180
+تبعها مين ال parent تبع ال C ال A ال A ايش ال
+
+93
+00:08:35,180 --> 00:08:38,930
+parent ايش ال alpha value تبع ال Aمن أين جاءت
+
+94
+00:08:38,930 --> 00:08:43,630
+التلاتة؟ هي المرشحة نتيجة انه احنا عرفنا ان الـB
+
+95
+00:08:43,630 --> 00:08:48,010
+الـchild الأول الـvalue تبعه تلاتة فاترشحت التلاتة
+
+96
+00:08:48,010 --> 00:08:53,890
+كالفالمين للـA اترشحت بمعنى انه احنا إذا بدنا
+
+97
+00:08:53,890 --> 00:08:58,890
+نستمر في البحث فبدنا نبحث عن أفضل من التلاتة ماشي؟
+
+98
+00:08:58,890 --> 00:09:04,530
+أنا الأن على الـC ال beta value تبع الـC اتنين
+
+99
+00:09:04,530 --> 00:09:12,720
+والاتنين هم أقل منالألفة تبع ال parent ال
+
+100
+00:09:12,720 --> 00:09:25,280
+parent
+
+101
+00:09:25,280 --> 00:09:26,000
+اللي هو مين؟
+
+102
+00:09:48,160 --> 00:09:53,980
+الـ Beta تبع الـ C اتنين وهي اقل من الـ Alpha تبع
+
+103
+00:09:53,980 --> 00:09:57,580
+ال parent ال parent اللي هي parent تبع ال C يعني
+
+104
+00:09:57,580 --> 00:10:02,680
+هذا الكلام بقدر اخده كقاعدة باستمرار انه لما نكون
+
+105
+00:10:02,680 --> 00:10:09,380
+انا واقف على Note و ال Note هذه في مستوى ال Min و
+
+106
+00:10:09,380 --> 00:10:15,040
+ال Beta تبعها Beta تبع هذه ال Note كان اقل من ال
+
+107
+00:10:15,040 --> 00:10:22,240
+Alpha تبعالـ parent بتاعها بقدر اوقف و ماحتاجش
+
+108
+00:10:22,240 --> 00:10:28,260
+افحص بجيت ال children تبعونها لل node C هي ال node
+
+109
+00:10:28,260 --> 00:10:32,880
+ال children تبعونها دولة ال children و ال parent
+
+110
+00:10:32,880 --> 00:10:40,160
+إذا أنا ال children تبعونها الآن مصليني لبيته أقل
+
+111
+00:10:40,160 --> 00:10:45,720
+من ال alpha تبع ال parent بقدر اوقف مافي داعي
+
+112
+00:10:45,720 --> 00:10:49,520
+أستمر صح؟أستمر ليش؟ أستمر عشان أجيب أقل من الاتنين
+
+113
+00:10:49,520 --> 00:10:55,560
+في الوقت اللي ال parent ملزمه أكبر من التلاتر حتى
+
+114
+00:10:55,560 --> 00:10:58,540
+لو كانت الاتنين هذه تساوي ال alpha تبعد برضه بقى
+
+115
+00:10:58,540 --> 00:11:02,500
+صح؟
+
+116
+00:11:02,500 --> 00:11:05,100
+يعني ك role أهمة إذا أنا مالي فعلا node
+
+117
+00:11:17,880 --> 00:11:24,860
+عندما تكون الـ node على level من الـ min وانا ال
+
+118
+00:11:24,860 --> 00:11:29,540
+beta تبع ال node
+
+119
+00:11:29,540 --> 00:11:36,600
+أقل من أو تساوي ال alpha تبع ال parameter تبعها
+
+120
+00:11:59,870 --> 00:12:04,210
+اعتبرها rule عامة
+
+121
+00:12:04,210 --> 00:12:13,170
+هنا نفس الشيء حصل هنا
+
+122
+00:12:13,170 --> 00:12:18,770
+نفس الشيء لا انا اختلف هنا ايش خلاصنا من هنا وقفنا
+
+123
+00:12:18,770 --> 00:12:23,730
+هنا مانفحصش هنا وقفنا وانتقلنا على طول الى مين ال
+
+124
+00:12:23,730 --> 00:12:29,370
+node التاني ال sibling التانيدى اول child اللى كان
+
+125
+00:12:29,370 --> 00:12:36,330
+14 فاربعاش اترحلت كبيتا للدى هل البيتا هذه اقل من
+
+126
+00:12:36,330 --> 00:12:38,930
+ال alpha تبع ال parent لأ ال alpha تبع ال parent
+
+127
+00:12:38,930 --> 00:12:43,910
+كثيرة صح ال alpha تلاتة ال alpha ليه اللى على
+
+128
+00:12:43,910 --> 00:12:51,030
+الشمال بالبيت اللى على اليمين مصبوط فالان الاربعاش
+
+129
+00:12:51,030 --> 00:12:57,050
+هذه لانها اربعاش بتترحل كالفة بدل القيم الأولى
+
+130
+00:12:58,140 --> 00:13:03,600
+مصبوط لأن ال a أصلا بتطلع على أي حاجة على الأكبر
+
+131
+00:13:03,600 --> 00:13:08,280
+بتطلع على الأكبر فلما لاجينا هذه 14 أكبر من
+
+132
+00:13:08,280 --> 00:13:12,920
+التلاتة اللي كانت موجودة فاتحولت ليش إلى 14 الان
+
+133
+00:13:12,920 --> 00:13:19,360
+أستمر أستمر لأنه قد يكون فيه أكثر من ال 14 بستمر
+
+134
+00:13:19,360 --> 00:13:23,700
+بافحص فلاجيها خمسة تمام لأن الخمسة هذه مابتحيلش
+
+135
+00:13:23,700 --> 00:13:27,200
+محل أربعة ليش لأن عندك ال ..
+
+136
+00:13:30,480 --> 00:13:37,580
+الخمسة عند ال D بتحل محل ال 14 عند ال D؟ لو مش
+
+137
+00:13:37,580 --> 00:13:41,260
+موجودة 14 بتحل محلها، مافيه 14 هنا أتى وهيأتى،
+
+138
+00:13:41,260 --> 00:13:47,020
+كانت 14، أجرى اللي شوفنا خمسة بتحل الخمسة محل 14؟
+
+139
+00:13:47,020 --> 00:13:51,050
+طبعا بتحل، ليش؟ لأن هذا ال D في level إيش؟الـ
+
+140
+00:13:51,050 --> 00:13:53,970
+Minimum والـ Minimum والـ Minimum والـ Minimum
+
+141
+00:13:53,970 --> 00:14:00,950
+بدور الأقلاء القليل كانت 14×5 أخدها وبعدين جاءت 2
+
+142
+00:14:00,950 --> 00:14:08,490
+أخدها صارت 2 الآن هذه اللي كانت كويسة له لكن لأنها
+
+143
+00:14:08,490 --> 00:14:14,030
+استبدلت فبدها تستبدل وترجع من التلاتة هي الأفضل
+
+144
+00:14:14,030 --> 00:14:19,130
+يعني هذا الكلاملما شوفت ال 14 أخدتها و روح حالتها
+
+145
+00:14:19,130 --> 00:14:22,790
+فوق لكن لما شوفت الخمسة أخدتها و روح حالتها فوق
+
+146
+00:14:22,790 --> 00:14:27,470
+لما شوفت التنين أخدتها و روح حالتها فوق لأنها عنده
+
+147
+00:14:27,470 --> 00:14:36,410
+إيش أفضل منها فباخد الأفضل منها هذا الآن كقول على
+
+148
+00:14:36,410 --> 00:14:39,650
+مستوى المين؟ على مستوى ال max على مستوى ال max
+
+149
+00:14:39,650 --> 00:14:44,430
+الآن بقدر أعكس الكلام على مستوى ال max بقول win
+
+150
+00:14:47,840 --> 00:14:55,200
+الـ node at ال max level إيش أقول إذا ال alpha of
+
+151
+00:14:55,200 --> 00:15:00,960
+ال n إذا ال alpha تبعت ال node إذا أنا واقف عليها
+
+152
+00:15:00,960 --> 00:15:04,940
+max level افترض
+
+153
+00:15:04,940 --> 00:15:12,040
+إنه هذا max level مش min level و ال node اللي أنا
+
+154
+00:15:12,040 --> 00:15:19,880
+واقف عليها ال alpha تبعهاالألفة تبعتها صارت أكبر
+
+155
+00:15:19,880 --> 00:15:26,000
+من ال beta أكبر من ال beta تبعت من ال parent لأن
+
+156
+00:15:26,000 --> 00:15:32,420
+أنا الأن على max هذا الأن يصير max لأن
+
+157
+00:15:32,420 --> 00:15:37,460
+انا أفترض أن هو max فأنا
+
+158
+00:15:37,460 --> 00:15:42,740
+جيت node ال node هذه الألفة تبعتها أنا الأن max ال
+
+159
+00:15:42,740 --> 00:15:46,800
+node هذه ال child اترحل فصار عندنا الألفة تبعت ال
+
+160
+00:15:46,800 --> 00:15:52,950
+parentأكبر من ال beta تبع ال alpha تبع ال node
+
+161
+00:15:52,950 --> 00:15:56,190
+أكبر من ال beta تبع ال parent ايش بيصير في هذا
+
+162
+00:15:56,190 --> 00:16:01,810
+الحالة لازم اوقف ليش لأنه انا على max و عندي شي
+
+163
+00:16:01,810 --> 00:16:06,850
+كبير و بيدستمر عشان اجيب أكبر منه وهذا الأكبر مش
+
+164
+00:16:06,850 --> 00:16:12,770
+بدى فيه اذا كان أكبر من ال beta تبع ال parent فقلت
+
+165
+00:16:12,770 --> 00:16:14,610
+لازم ايش اوقف ال search
+
+166
+00:16:32,250 --> 00:16:40,290
+واضح هيك؟ اه طيب خلّينا الكلام هذا نشوف مثال تاني
+
+167
+00:16:40,290 --> 00:16:45,730
+على ال minimax problem ونحاول
+
+168
+00:16:45,730 --> 00:16:52,070
+أولا نحله بال minimax بدون pruning و بعدين نطبق ال
+
+169
+00:16:52,070 --> 00:16:57,990
+pruning عليه افترض ان انت عندك اللعبة في أمامك
+
+170
+00:16:57,990 --> 00:17:04,770
+مجموعة من القطع يقول سبع قطعو اتنين بيلعبوا اللعبة
+
+171
+00:17:04,770 --> 00:17:11,410
+هذه تحدي اللي عليه الدور لازم يجي على كوم القطع
+
+172
+00:17:11,410 --> 00:17:18,190
+هذا و يجسمه جسمين حيث انه مايكونش الجسمين هدولة
+
+173
+00:17:18,190 --> 00:17:23,570
+فيهم يعني يجسموا لجسمين متساوين يعني مثلا لو انا
+
+174
+00:17:23,570 --> 00:17:29,170
+عندي سبعة كوم البداية فيه سبعة و بدي أجسمه لجسمين
+
+175
+00:17:29,170 --> 00:17:30,310
+أكام احتمال ممكن
+
+176
+00:17:39,800 --> 00:17:42,940
+أقسمه أربعة تلاتة و تلاتة و أربعة نفس الشيء في
+
+177
+00:17:42,940 --> 00:17:49,500
+احتمالات تانية؟ لأ لأ لأ
+
+178
+00:17:49,500 --> 00:17:57,380
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+179
+00:17:57,380 --> 00:17:58,320
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+180
+00:17:58,320 --> 00:17:58,700
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+181
+00:17:58,700 --> 00:17:58,720
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+182
+00:17:58,720 --> 00:17:58,920
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+183
+00:17:58,920 --> 00:18:02,010
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لإذا كان الوضع
+
+184
+00:18:02,010 --> 00:18:05,850
+اللي أمامه زي هيك مطلوب إنه يجسم ياخد أى واحدة من
+
+185
+00:18:05,850 --> 00:18:08,970
+الكومين هذا كوم وهذا كوم لأن الكوم الأساسي انجسم
+
+186
+00:18:08,970 --> 00:18:12,190
+لكومين مظبوط؟ بدي أخد أى واحدة من الكومين ومعها
+
+187
+00:18:12,190 --> 00:18:16,050
+الكوم فلسة مش هنجسمش فيه لحق واحدة بدي أخد الستة
+
+188
+00:18:16,050 --> 00:18:20,030
+بس بحيث إنه مايجسملاش لجسمين متساويين جسمهم لجسمين
+
+189
+00:18:20,030 --> 00:18:23,450
+متساويين ماتوا في الستة أربعة واثنين طبعا هو احنا
+
+190
+00:18:23,450 --> 00:18:28,010
+الآن احنا الآن بيبقى نحط كل احتمالاتها واحد واش
+
+191
+00:18:28,280 --> 00:18:34,180
+واحد وخمسة يعني هذه قسمناها الى واحد وخمسة او واحد
+
+192
+00:18:34,180 --> 00:18:41,000
+اربعة واثنين او واحد تلاتة تلاتة تمام؟ فبنحط
+
+193
+00:18:41,000 --> 00:18:51,060
+الاحتمال على الرغم من انه فيه مقصر ايش
+
+194
+00:18:51,060 --> 00:18:55,460
+فيه كمان؟ الست ممكن نقسمها الى واحد وخمسة اربعة
+
+195
+00:18:55,460 --> 00:18:55,680
+واثنين
+
+196
+00:19:05,540 --> 00:19:12,080
+طبعا ممكن نقسمه إلى خمسة واحد واحد او نقسمه إلى
+
+197
+00:19:12,080 --> 00:19:15,920
+تلاتة
+
+198
+00:19:15,920 --> 00:19:22,120
+اتنين اتنين واحدة اربعة اتنين هي تموجد فايش رأيك و
+
+199
+00:19:22,120 --> 00:19:27,760
+بدل ان نكتبه مرة تالية نروح بس نعمل link هيك مش
+
+200
+00:19:27,760 --> 00:19:34,020
+الحال مش كمان واحد هذا الخمسة اتنين واحد واحد
+
+201
+00:19:34,670 --> 00:19:40,270
+الخمسة اما تلات اتنين او واحد اربع في غير هيك؟ لا
+
+202
+00:19:40,270 --> 00:19:53,690
+تمام؟ اربع اربع نعم؟ نريد
+
+203
+00:19:53,690 --> 00:19:58,010
+ان نكرس انا كتبت ايش و already مهيأته واحد تلات
+
+204
+00:19:58,010 --> 00:20:01,530
+تلات قبل ذلك صح؟
+
+205
+00:20:05,800 --> 00:20:12,320
+واحد تلاتة تلاتة موجودة اتنين
+
+206
+00:20:12,320 --> 00:20:16,760
+اتنين تلاتة اربعة
+
+207
+00:20:16,760 --> 00:20:25,420
+اتنين واحد مش موجودة
+
+208
+00:20:33,590 --> 00:20:40,590
+خلاص ايه؟ نزل على مستوى اللي بعده؟ واحد واحد واحد
+
+209
+00:20:40,590 --> 00:20:48,050
+اربعة واحد
+
+210
+00:20:48,050 --> 00:21:02,330
+واحد تلاتة اتنين صح؟ واحد واحد اتنين
+
+211
+00:21:04,590 --> 00:21:12,550
+أحط واحد هنا اتنين صح؟ صح ايه؟ مصبوط هيك؟ اه انا
+
+212
+00:21:12,550 --> 00:21:17,470
+.. ليه شامل اتنين؟ انا الخامس هادى هاي اتنين هدا
+
+213
+00:21:17,470 --> 00:21:21,750
+ست وزمان الخامس هادى هنا جسمت لارب واحد هنا جسمت
+
+214
+00:21:21,750 --> 00:21:24,870
+لتالت اتنين هنا جسمت ل .. لتالت اتنين دي جسمت لارب
+
+215
+00:21:24,870 --> 00:21:26,850
+واحد دي جسمت لارب واحد اتنين اه اه صح؟ اتنين دي
+
+216
+00:21:26,850 --> 00:21:29,030
+جسمت لارب واحد اتنين دي جسمت لارب واحد اتنين دي
+
+217
+00:21:29,030 --> 00:21:29,910
+جسمت لارب واحد اتنين دي جسمت لارب واحد اتنين دي
+
+218
+00:21:29,910 --> 00:21:34,960
+جسمت لارب واحد اتنين دي جسمت لارب واحد اتنينطيب ال
+
+219
+00:21:34,960 --> 00:21:39,180
+.. هنا يا إما تلاتة واحد يا إما اه اتنين اتنين
+
+220
+00:21:39,180 --> 00:21:48,440
+الاربع حاجة صح؟ صح يعني واحد واحد واحد واحد واحد
+
+221
+00:21:48,440 --> 00:21:53,960
+تلاتة اتنين هيها وكمان نولان موجودة واحد واحد واحد
+
+222
+00:21:53,960 --> 00:21:59,000
+اتنين اتنين واحد اتنين اتنين اتنين اتنين اتنين
+
+223
+00:21:59,000 --> 00:22:03,180
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+224
+00:22:03,180 --> 00:22:03,280
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+225
+00:22:03,280 --> 00:22:05,140
+اتنين اتنين اتنين اتنين اتنينلو جسمت اتنين اول
+
+226
+00:22:05,140 --> 00:22:09,180
+واحدة في نفسها هى صح؟ في تانية واحدة او واحد واحد
+
+227
+00:22:09,180 --> 00:22:18,540
+تلاتة اه خلاص فيهم طب
+
+228
+00:22:18,540 --> 00:22:22,460
+هادى ممكن اجسم هادى التلاتة او اجسم هادى التلاتة
+
+229
+00:22:22,460 --> 00:22:30,800
+صح؟ عشان هاكلع معايا واحد اتنين في زيها واحد واحد
+
+230
+00:22:30,800 --> 00:22:32,620
+اتنين تلاتة هى اه
+
+231
+00:22:39,980 --> 00:22:45,660
+عشان نبسط خلاص يعني انا اقعد حالتين سنة قسمت هذه
+
+232
+00:22:45,660 --> 00:22:49,720
+التلاتة و هذه التلاتة نفس ال state نفس الوضع اللي
+
+233
+00:22:49,720 --> 00:22:55,660
+بيطلع معاها طيب هذه الآن نفسها نفس خياراتها كلهم
+
+234
+00:22:55,660 --> 00:23:01,560
+اللي هم اتنين هذوله او اتنين ماهم اللي هم اتنين
+
+235
+00:23:01,560 --> 00:23:02,040
+واحدين
+
+236
+00:23:06,740 --> 00:23:12,160
+أه أصلا هذه المفروضة أشورت عليها صح نشيلها من هنا
+
+237
+00:23:12,160 --> 00:23:14,840
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+238
+00:23:14,840 --> 00:23:17,740
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+239
+00:23:17,740 --> 00:23:18,300
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+240
+00:23:18,300 --> 00:23:22,620
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+241
+00:23:22,620 --> 00:23:24,360
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+242
+00:23:24,360 --> 00:23:24,840
+نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم نعم
+
+243
+00:23:24,840 --> 00:23:29,180
+نعم نعم
+
+244
+00:23:29,180 --> 00:23:34,570
+نعم نبعد هيك نفسها واحد اتنين اتنين واحد واحد
+
+245
+00:23:34,570 --> 00:23:39,670
+اتنين واحد اتنين واحد اتنين واحد اتنين واحد اتنين
+
+246
+00:23:39,670 --> 00:23:40,790
+واحد اتنين واحد اتنين واحد اتنين واحد اتنين واحد
+
+247
+00:23:40,790 --> 00:23:44,630
+اتنين واحد اتنين واحد اتنين واحد اتنين واحد اتنين
+
+248
+00:23:44,630 --> 00:23:44,690
+واحد اتنين واحد اتنين واحد اتنين واحد اتنين واحد
+
+249
+00:23:44,690 --> 00:23:46,090
+اتنين واحد اتنين واحد اتنين واحد اتنين واحد اتنين
+
+250
+00:23:46,090 --> 00:23:47,130
+واحد اتنين واحد اتنين واحد اتنين واحد اتنين واحد
+
+251
+00:23:47,130 --> 00:23:50,750
+اتنين واحد اتنين واحد اتنين واحد اتنين واحد اتنين
+
+252
+00:23:50,750 --> 00:24:00,810
+واحد اتنين واحد اتنين
+
+253
+00:24:00,810 --> 00:24:06,680
+واأو نفسك
+
+254
+00:24:06,680 --> 00:24:15,880
+او
+
+255
+00:24:15,880 --> 00:24:26,280
+نفسك او نفسك او نفسك
+
+256
+00:24:26,280 --> 00:24:26,520
+او نفسك او نفسك او نفسك او نفسك او نفسك او نفسك او
+
+257
+00:24:26,520 --> 00:24:28,860
+نفسك او نفسك او نفسك او نفسك او نفسلو أخدت هذه و
+
+258
+00:24:28,860 --> 00:24:33,800
+لا هذه و لا هذه هيطلع لك نفس ال state هذه صح ؟ طيب
+
+259
+00:24:33,800 --> 00:24:42,960
+هنا واحد واحد اتنين واحد و بعدين اتنين اللي هي هذه
+
+260
+00:24:42,960 --> 00:24:47,200
+اتنين واحدات و اتنين واحد واحد واحد اتنين واحد
+
+261
+00:24:47,200 --> 00:24:56,320
+اتنين واحد اتنين واحد اتنين اتنين اتنين اتنين
+
+262
+00:24:56,320 --> 00:24:56,640
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+263
+00:24:56,640 --> 00:24:57,720
+اتنين اتنين اتنين اتنين اتنين اتنين اتنين اتنين
+
+264
+00:24:57,720 --> 00:24:59,690
+اتنين اتنين اتنين اتنين اتنين اتنينأول واحد ثلاثة
+
+265
+00:24:59,690 --> 00:25:07,630
+شغلان
+
+266
+00:25:07,630 --> 00:25:13,170
+اه نبتد
+
+267
+00:25:13,170 --> 00:25:19,030
+الحل اش
+
+268
+00:25:19,030 --> 00:25:26,400
+كمان كم من هذه واحد واحد واحد واحد واحدأربعة خمسة
+
+269
+00:25:26,400 --> 00:25:34,900
+خمس و اتنين و بعدين اتنين و بعدين زيها مش زيها
+
+270
+00:25:34,900 --> 00:25:42,440
+زيها؟ و بعدين هي اكثر من واحد انها دي بدينا هنا في
+
+271
+00:25:42,440 --> 00:25:53,060
+level تبع max وهذا من وهذا max وهذا من وهذا max
+
+272
+00:25:53,060 --> 00:26:02,250
+وهذا منهنا هدى لمن مخسر و لا مكسر لو دور من هو
+
+273
+00:26:02,250 --> 00:26:09,290
+قدامه على الطاولة و الوضع زي ذلك مخسر المخسر لمن
+
+274
+00:26:09,290 --> 00:26:14,570
+مكسب ل max فده احط اي one هدى ال value تبقى مش هحط
+
+275
+00:26:14,570 --> 00:26:18,250
+تسعة او اربعة ايش هحط تسعة او اربعة هو يا اما مكسب
+
+276
+00:26:18,250 --> 00:26:23,250
+يا ما خسار يعني تقييم ال note يا اما win يا اما
+
+277
+00:26:23,250 --> 00:26:28,870
+losewhen واحد will lose zero لأن لو كان عنده في
+
+278
+00:26:28,870 --> 00:26:35,050
+المقابل هنا في دور max وكان عنده اللوحة زي هيك
+
+279
+00:26:35,050 --> 00:26:40,270
+خسارة ل max لأنه مش هيقدر ماعنده خيار غير انه يقسم
+
+280
+00:26:40,270 --> 00:26:50,430
+هذه ويقسم هذه فده هيخسر فهذا zero ل max هنا هذا
+
+281
+00:26:50,430 --> 00:26:51,570
+اه هذا مش leaf node
+
+282
+00:26:54,800 --> 00:26:58,240
+طيب هذه ليها مش leave node ايش ال value تبعها لما
+
+283
+00:26:58,240 --> 00:27:04,520
+انها parent ايش ال child children اللي لها بس هذا
+
+284
+00:27:04,520 --> 00:27:11,540
+ايش بدها تاخد ال value ال value تبع ال node اللي
+
+285
+00:27:11,540 --> 00:27:14,440
+جاي في max بده تكون ال maximum تبع ال children
+
+286
+00:27:14,440 --> 00:27:21,020
+تبعونها عموما في الشيء ال child ايش ال maximum هو
+
+287
+00:27:21,020 --> 00:27:25,570
+child واحد ايش ال maximum تبعه واحدلأن هذه الـ
+
+288
+00:27:25,570 --> 00:27:33,870
+node لديها 8 children 1 0 1 1 يبقى 1 لماذا؟ لأنها
+
+289
+00:27:33,870 --> 00:27:41,950
+في دور الـ min الـ min يأخذ الـ minimum هذه الـ
+
+290
+00:27:41,950 --> 00:27:46,770
+node لديها child 1 لماذا؟ لأنها في دور الـ min
+
+291
+00:27:46,770 --> 00:27:51,730
+فتلقائيًا 0 هذه لديها child 1 و هي في دور الـ min
+
+292
+00:27:51,730 --> 00:27:56,250
+فتلقائيًا الـ value لها 0بالأعلى هذه في دور ال max
+
+293
+00:27:56,250 --> 00:28:01,970
+ال children تبعونها هذا وهذا اتنينين
+
+294
+00:28:01,970 --> 00:28:07,230
+Zero هذا ال node لثلاثة children هذا قيمناها احنا
+
+295
+00:28:07,230 --> 00:28:13,170
+Zero هذه ال node في دور ال max
+
+296
+00:28:24,710 --> 00:28:30,910
+فهي Zero فهادد كله
+
+297
+00:28:30,910 --> 00:28:36,230
+Zero هيت شايد هيت شايد في عنا اشي غلطين يعني مفروض
+
+298
+00:28:36,230 --> 00:28:45,210
+ان يطلع معاه واحدة الاخيرة في دور
+
+299
+00:28:45,210 --> 00:28:53,250
+المن في دور المن تمام احنا ايش قلتأه خساره لمن فهي
+
+300
+00:28:53,250 --> 00:28:56,570
+max up ل max الواحد هنا يعني max up ل max طب أنت
+
+301
+00:28:56,570 --> 00:29:01,110
+بتضرر أني أحط 0 في الظلمة ما هي احنا بنحط الأرقام
+
+302
+00:29:01,110 --> 00:29:08,710
+هذه relative to max صفر يعني مخسر ل max واحد يعني
+
+303
+00:29:08,710 --> 00:29:13,250
+max up ل max فهي اذا .. اه اذا ليه max .. هذي ايش
+
+304
+00:29:13,250 --> 00:29:18,550
+هذي؟ هذي مخسر لمن؟ مظبوطي جاي في دوره وما عنده
+
+305
+00:29:18,550 --> 00:29:22,080
+خيار غير إيه بنقسم الاتنين إلىهو ليش كانت بتصير
+
+306
+00:29:22,080 --> 00:29:26,820
+خسارة؟ ليش خسارة؟ لأنه بده يقسم الكوم إلى جسمين
+
+307
+00:29:26,820 --> 00:29:32,160
+متساويين وهذا هي الخسارة لو انت اضطريت انك تقسم
+
+308
+00:29:32,160 --> 00:29:36,420
+طبعا انت بتقدر تقسم بدون ما يكونوا متساويين فانت
+
+309
+00:29:36,420 --> 00:29:43,640
+okay اذا اضطريت انك تتقسم ويكون الجسمين متساويين
+
+310
+00:29:43,640 --> 00:29:48,000
+فهذه خسارة خلاص اقتصادا لان هو جيت خلينا نتبع على
+
+311
+00:29:48,000 --> 00:29:50,240
+ال slide هذي بدل الذهب okay
+
+312
+00:29:55,060 --> 00:30:00,700
+عندى انا هنا ال state هي في دور مين اجت في دور max
+
+313
+00:30:00,700 --> 00:30:04,700
+فmax
+
+314
+00:30:04,700 --> 00:30:09,300
+وجه الحالة هادفها بدل طرق يكسب الاتنين إلى قسمين
+
+315
+00:30:09,300 --> 00:30:15,440
+تساويين فخسارة اذا ماشي حينها بدنا نطلع تانى برضه
+
+316
+00:30:15,440 --> 00:30:18,120
+على ال leaf nodes في الأول لازم ت evaluate لازم ت
+
+317
+00:30:18,120 --> 00:30:22,900
+evaluate ال leaf nodes هي دى الآن هي في وضع ال min
+
+318
+00:30:23,610 --> 00:30:29,590
+وهي خسارة لمن فهي ماكسة ل max وين كمان فيه leaf
+
+319
+00:30:29,590 --> 00:30:34,270
+nodes هذا ليس leaf على هذا ال level هذا leaf مظبوط
+
+320
+00:30:34,270 --> 00:30:40,030
+هذه leaf node في
+
+321
+00:30:40,030 --> 00:30:45,150
+دور ال max وهي خسارة ل max لأنه اذا أخذ أي واحد من
+
+322
+00:30:45,150 --> 00:30:49,990
+هؤلاء سيقسمهم مظبوط تستخدم فهي ال zero لأن هؤلاء
+
+323
+00:30:49,990 --> 00:30:51,410
+بس هم ال leaf nodes
+
+324
+00:30:54,120 --> 00:30:59,140
+لأن رحل على يعني propagation على ال parents ال
+
+325
+00:30:59,140 --> 00:31:05,540
+zero هنا في دور ال min ال zero بتروح لل parent على
+
+326
+00:31:05,540 --> 00:31:13,020
+طول هنا في دور ال max ال واحد، مظبوط؟
+
+327
+00:31:13,020 --> 00:31:16,380
+لأن ال parent هنا في دور ال max ماعندوش ال child
+
+328
+00:31:16,380 --> 00:31:21,630
+واحد، ال zero بياخد ال zero صح؟ مظبوط هيك؟هذا ال
+
+329
+00:31:21,630 --> 00:31:24,290
+node ماعندكش ال child واحد اللي هو ال one اللي هي
+
+330
+00:31:24,290 --> 00:31:27,790
+تاخد one الان تعالى على ال level هذا فيه عندك ال
+
+331
+00:31:27,790 --> 00:31:31,730
+node هذه ال node هذه فيها two children ال zero و
+
+332
+00:31:31,730 --> 00:31:36,190
+ال one و هي في دور ال min فبتاخد zero هذه ال child
+
+333
+00:31:36,190 --> 00:31:39,390
+واحد على طول بتاخد زي ما هو هذه ال child واحد
+
+334
+00:31:39,390 --> 00:31:43,850
+بتاخد ال value نفسه وهذه برضه ال node اللي هي
+
+335
+00:31:43,850 --> 00:31:47,550
+child واحد بتاخد ال value نفسه صح الان تعالى على
+
+336
+00:31:47,550 --> 00:31:52,020
+ال level هذاهذه لـ two children و هي في دور الماكس
+
+337
+00:31:52,020 --> 00:31:57,120
+01 فتاخد one هذه one و zero فتاخد one هذه في ال
+
+338
+00:31:57,120 --> 00:32:05,720
+child واحد فتاخد نفس ال value نفس ال واحد و واحد
+
+339
+00:32:05,720 --> 00:32:12,120
+فتاخد واحد اترحل في نهاية القمر على ال level ال
+
+340
+00:32:12,120 --> 00:32:17,820
+root اللي هو الواحديعني ال root هو الشبكة بتاعته؟
+
+341
+00:32:17,820 --> 00:32:22,900
+ايوة ال root الان ال root هو في دور ال men و ال
+
+342
+00:32:22,900 --> 00:32:28,160
+men أمامه الكوم الأساسي اللي فيه سبع حبات الان ايش
+
+343
+00:32:28,160 --> 00:32:34,400
+ياخد action؟ بدي ياخد ال action اللي بيقطيه value
+
+344
+00:32:34,400 --> 00:32:38,520
+one مين هذول اللي بيقطيه value one؟ تلاتة يمكن
+
+345
+00:32:38,520 --> 00:32:44,560
+بياخد اي واحد منهم randomly بالتساويبنفس القيمة
+
+346
+00:32:44,560 --> 00:32:49,160
+الثالثة الآن افترض انه اخذ هذا ال action الان في
+
+347
+00:32:49,160 --> 00:32:53,620
+دور الماكس والماكس أمامه هذا ال action أمامه هذا
+
+348
+00:32:53,620 --> 00:32:57,600
+ال state انا اسمه ياخد انهي action في two actions
+
+349
+00:32:57,600 --> 00:33:00,600
+two possible actions ياخد ال action ال value تبع
+
+350
+00:33:00,600 --> 00:33:07,300
+one مظبوط فمن ال value تبع one هذا فياخد ال action
+
+351
+00:33:07,300 --> 00:33:12,040
+ويقسم الأكوان من هذا الشكل يأتي دور ال من الآن
+
+352
+00:33:14,430 --> 00:33:20,630
+مصبوط؟ فهذه أمامه خيار وحيد he has to play it this
+
+353
+00:33:20,630 --> 00:33:26,490
+way اللي هو أنه يكسب من 4 إلى 3 و 1 مافيش غير هيك
+
+354
+00:33:26,490 --> 00:33:33,550
+صح؟ فالآن الإشارات ال values هذه هي أصبحت كإنها
+
+355
+00:33:33,550 --> 00:33:39,590
+إشارات مرور بالنسبة لل game أنه تروح و توجه و هي
+
+356
+00:33:39,590 --> 00:33:43,880
+مغمضةبعد عملية ال evaluation لل leave notes و بعد
+
+357
+00:33:43,880 --> 00:33:47,500
+عملية ال propagation من ال leave ل ال parent notes
+
+358
+00:33:47,500 --> 00:33:51,100
+لما يوصل أندي evaluation لل root خلاص ال game
+
+359
+00:33:51,100 --> 00:33:58,780
+بتتبع من ال values ال value اللي تم اختياره على كل
+
+360
+00:33:58,780 --> 00:34:03,260
+note كنت دايما بتسأل عن ال math بالنسبة لل math
+
+361
+00:34:04,560 --> 00:34:08,560
+دائما تحسب بالنسبة لل max دائما تحسب بالنسبة لل
+
+362
+00:34:08,560 --> 00:34:12,660
+اتنين بس احنا قاعدة لما يكون اللعبة فيها من و max
+
+363
+00:34:12,660 --> 00:34:18,560
+و .. و .. و التقييم و التقييم لل note يا اما zero
+
+364
+00:34:18,560 --> 00:34:22,520
+يا اما one ف ال zero لل max هو one لل من و العكس
+
+365
+00:34:22,520 --> 00:34:27,300
+صحيح احنا حلنا رقام و حطمها بالنسبة لل maxصحيح و
+
+366
+00:34:27,300 --> 00:34:32,140
+العكس منها هو لـ Min يعني إذا حطيت واحد لـ Max فهو
+
+367
+00:34:32,140 --> 00:34:36,400
+نفسه هو نفسه الواحد هذا يعني Zero لـ Min صحيح ولا
+
+368
+00:34:36,400 --> 00:34:41,240
+لأ هذا في حالة اللعبة هذه في حالة اللعبة تانية زي
+
+369
+00:34:41,240 --> 00:34:44,560
+اللي شرحناها في الأول ال Tic Tac Toe مشكلة عندك
+
+370
+00:34:44,560 --> 00:34:48,860
+الوضع عندك التقييم النوت الواحدة مابتاخدش يا Zero
+
+371
+00:34:48,860 --> 00:34:57,220
+يا One تاخد تقييم في Range فاحنا بنعطي التقييمعلى
+
+372
+00:34:57,220 --> 00:35:02,820
+حسب ما هو ال max ال max بنعطي ال node ال value تبع
+
+373
+00:35:02,820 --> 00:35:14,140
+ال max اللى بده على أساسه يشتغل خلّيني
+
+374
+00:35:14,140 --> 00:35:18,580
+الآن نطلع على مسألة ال pruning على المثال هذا اللى
+
+375
+00:35:18,580 --> 00:35:23,300
+هو شبه بالمثال الأولى اللى تبع ال tic-tac-toe عندك
+
+376
+00:35:23,300 --> 00:35:29,660
+تقييم اتنين تلاتةلأ أو هذه تقييم لـ Leaf nodes لأن
+
+377
+00:35:29,660 --> 00:35:34,260
+2 و 3 في دولة الـ Min الـ Max ماذا يأخذ؟ يأخذ الـ
+
+378
+00:35:34,260 --> 00:35:40,320
+3 هنا هذا يأخذ الـ 9 هذا الـ 0 وهذا الـ 7 وهذا الـ
+
+379
+00:35:40,320 --> 00:35:44,580
+2 وهذا ال 6 تلقائيًا في دولة الـ Min يأخذ الـ 3
+
+380
+00:35:44,580 --> 00:35:49,920
+يأخذ الـ 0 يأخذ الـ 2 وفي دولة الـ Max يأخذ الـ 3
+
+381
+00:35:49,920 --> 00:35:53,260
+لو بدنا نعمل Pruning لهذا الكلام الآن Pruning
+
+382
+00:35:53,260 --> 00:36:00,500
+بمعنى أن أنابدي أجي أخلي ال algorithm توفر جزء من
+
+383
+00:36:00,500 --> 00:36:05,460
+عملية الفحص لأن
+
+384
+00:36:05,460 --> 00:36:10,500
+على هذا ال level ال alpha لسه مش معروف خشينا على
+
+385
+00:36:10,500 --> 00:36:14,960
+ال child هذا لسه مش عارفين إيش ال children تبعهم
+
+386
+00:36:14,960 --> 00:36:19,360
+خشينا على ال alpha وبالتالي ال beta لسه مش معروف
+
+387
+00:36:19,360 --> 00:36:24,080
+هنا ال alpha لسه مش معروف إلى أن شفنا الاتنين
+
+388
+00:36:24,500 --> 00:36:30,720
+الاتنين معناته ألفة بساوي اتنين تمام؟ مظبوط؟ شوفنا
+
+389
+00:36:30,720 --> 00:36:36,000
+التلاتة التلاتة أحسن من الألفة فبنحوّنها لتلاتة
+
+390
+00:36:36,000 --> 00:36:41,280
+تمام؟ لأن ثبتت فش child آخر خلاص خلاص نقشد التلاتة
+
+391
+00:36:41,280 --> 00:36:46,360
+ثبتت الألفة على تلاتة فخلاص أصبحت ال value تبع هذه
+
+392
+00:36:46,360 --> 00:36:50,940
+ال node تلاتة مظبوط؟ حتى لأن ماعملناش any pruning
+
+393
+00:36:50,940 --> 00:36:55,810
+يعني ماقفرناشفحصنا كل ال children هذه التلاتة بما
+
+394
+00:36:55,810 --> 00:37:08,030
+أنها ثبتت تتراحى ك beta ل ال parent الان شوفنا
+
+395
+00:37:08,030 --> 00:37:12,510
+التلاتة تتراحى هنا الان هنا بنشوف ال child التاني
+
+396
+00:37:12,510 --> 00:37:18,090
+ال child التاني انا لسه مش عارف مش عارف ال value
+
+397
+00:37:18,090 --> 00:37:21,500
+تبعه لازم اخش عارف ال child تبعهشوفت لجيت الخمسة
+
+398
+00:37:21,500 --> 00:37:25,360
+حطيتها الخمسة كالفة لان تجالت الى التسعة التسعة
+
+399
+00:37:25,360 --> 00:37:28,840
+احسن احسن انا بدل احسن لان انا هنا في دور ال max
+
+400
+00:37:28,840 --> 00:37:34,280
+بدل احسن فتتحول هذه الى تسعة في children تانين لأ
+
+401
+00:37:34,280 --> 00:37:38,860
+خلصنا لانك بتفقد هذه على تسعة الان التسعة هادى
+
+402
+00:37:38,860 --> 00:37:46,840
+التسعة هادى افضل من ال beta لأ بقى بخليها هادى طيب
+
+403
+00:37:46,840 --> 00:37:50,700
+في children تانين للتلاتة الان لهذه ال noteلأ يبقى
+
+404
+00:37:50,700 --> 00:37:55,960
+هذه ال beta سبتت على تلاتة
+
+405
+00:37:55,960 --> 00:38:00,740
+حتى الآن ما عملناش مقتروني الان ندخل على ال
+
+406
+00:38:00,740 --> 00:38:04,980
+sibling التاني هنا مش عارفين لسه هذا ال beta تبعه
+
+407
+00:38:04,980 --> 00:38:11,140
+جديش مش معروف خشينا هنا برضه ال alpha مش معروف مش
+
+408
+00:38:11,140 --> 00:38:17,810
+معروف ايوة بالظبط صح مانحك الان هذه اللي فوقلصير
+
+409
+00:38:17,810 --> 00:38:21,710
+تلاتة لما سبتها الأول child إليها سمت ال value
+
+410
+00:38:21,710 --> 00:38:26,690
+طبعا هنا ال zero فبنحط alpha بسوا zero فى children
+
+411
+00:38:26,690 --> 00:38:34,070
+تانين لأ ال beta zero صح فأصبحت هذه ال value تبعها
+
+412
+00:38:34,070 --> 00:38:41,610
+ال zero هذه الآن بدأت ترحل كمؤقتا طيب الآن ماتدورش
+
+413
+00:38:41,610 --> 00:38:46,650
+هكمل هيك حتى الآن مافيش أقل من ال betaأنا خشيت على
+
+414
+00:38:46,650 --> 00:38:51,390
+هدف لسه أنا مش شايف السبعة خشيت كربما أجال من
+
+415
+00:38:51,390 --> 00:38:55,530
+الصفر يعني مفترض أنه في لسه أجال من الصفر خشيت
+
+416
+00:38:55,530 --> 00:39:02,470
+وجدت السبعة طبعا لجيت السبعة لأن السبعة أجت هنا
+
+417
+00:39:02,470 --> 00:39:05,730
+كالفة
+
+418
+00:39:05,730 --> 00:39:09,890
+لها نوت ايش
+
+419
+00:39:09,890 --> 00:39:14,330
+هذا الوضع اللي عندي عندي نوت الالفة تبعها أكبر من
+
+420
+00:39:18,160 --> 00:39:28,900
+أنا على main level صح and ال alpha أنا
+
+421
+00:39:28,900 --> 00:39:33,600
+على max level ال max
+
+422
+00:39:33,600 --> 00:39:38,060
+فيها السبعة والصفر تمام
+
+423
+00:39:38,060 --> 00:39:40,900
+بس أنا الأن على السبعة هنا أنا الأن هنا على هذا ال
+
+424
+00:39:40,900 --> 00:39:44,200
+node على max level تمام
+
+425
+00:39:45,800 --> 00:39:52,440
+max level و معايا ال alpha أكبر من ال beta تبع ال
+
+426
+00:39:52,440 --> 00:40:02,020
+parent انا على max level with beta و ال alpha أكبر
+
+427
+00:40:02,020 --> 00:40:07,360
+من أو تساوي ال beta of ال parent حد كتب ال rule
+
+428
+00:40:07,360 --> 00:40:13,500
+لما كتبت هذا؟ ايش معناته اوقف ولا استمر؟
+
+429
+00:40:21,510 --> 00:40:26,210
+يعني انا وصلت لوضع انه انا في max level و max بدور
+
+430
+00:40:26,210 --> 00:40:30,190
+على اكتر و عندي سبعة و بدأ دور على اكتر منها فمش
+
+431
+00:40:30,190 --> 00:40:33,710
+هدور على اكتر منها اذا كان انا جيه صفر ال minimum
+
+432
+00:40:33,710 --> 00:40:38,410
+دي بقى صفر يعني اشوف شو اللي استفيد منها اللي اكبر
+
+433
+00:40:38,410 --> 00:40:43,630
+فبوجف بعمل pruning هنا كتابت لنا كتاب العكس لما
+
+434
+00:40:43,630 --> 00:40:47,950
+كنا في مين؟ كتاب العكس كتاب العكس
+
+435
+00:40:52,800 --> 00:40:56,140
+خلّينا الـ tree الأخيرة أو ال branch الأخير من ال
+
+436
+00:40:56,140 --> 00:41:00,620
+tree تتحدد
+
+437
+00:41:00,620 --> 00:41:03,800
+وين بيحصل ال pruning بنبطلها الآن على ال branch
+
+438
+00:41:03,800 --> 00:41:08,360
+الأخير أنا الآن هذه عملت ال pruning هنا سبتت هذه
+
+439
+00:41:08,360 --> 00:41:14,060
+على سبعة وهذه سبتت على خلصت في شي children تانين
+
+440
+00:41:14,060 --> 00:41:19,660
+سبتت على صفر الآن خشيت هنا لسه أنا مش عارف ال beta
+
+441
+00:41:19,660 --> 00:41:24,240
+جداشوهنا مش عارف ال alpha جداش خشيت شوفت ال اتنين
+
+442
+00:41:24,240 --> 00:41:29,180
+مظبوط الان صارت ال alpha اتنين ال alpha اتنين
+
+443
+00:41:29,180 --> 00:41:34,200
+وعندي هنا اكمل ولا خلاص اكمل اشوف هذه ولا مقدر
+
+444
+00:41:34,200 --> 00:41:38,880
+اواجه انا
+
+445
+00:41:38,880 --> 00:41:43,040
+لسه ال beta اللي تبقى في ال beta مش محددة لازم
+
+446
+00:41:43,040 --> 00:41:50,040
+اكمل انا على max اتنين واحدهل واحدة دي اكتر اتنين
+
+447
+00:41:50,040 --> 00:41:53,840
+فبتظل تسمت على اتنين لان سبت هذا على اتنين صلت هذه
+
+448
+00:41:53,840 --> 00:41:58,500
+ال beta ايش اتنين لان هل استمر اشوف ال child هذا
+
+449
+00:41:58,500 --> 00:42:05,000
+ليش لان انا في level هنا انا الان هنا و ال beta
+
+450
+00:42:05,000 --> 00:42:11,040
+تبعي اقل من ال alpha تبع ال parent انا هنا على ايش
+
+451
+00:42:11,040 --> 00:42:15,840
+اتمن level with
+
+452
+00:42:18,690 --> 00:42:26,730
+بيتا أقل من أقصى من Alpha أنا هنا .. أنا هنا .. و
+
+453
+00:42:26,730 --> 00:42:30,130
+ثبتت معايا .. و ثبتت معايا .. و عندي ال Beta على
+
+454
+00:42:30,130 --> 00:42:35,150
+اتنين تمام .. ال Beta على اتنين والاتنين هاللي أقل
+
+455
+00:42:35,150 --> 00:42:39,270
+من ال Alpha تبعت ال parent صح .. صحيح .. هل أكمل
+
+456
+00:42:39,270 --> 00:42:43,290
+الآن .. أخش في هذا ال branch ولا لأ .. لأ .. صح ..
+
+457
+00:42:43,290 --> 00:42:50,430
+لأن ال Beta تبعت أقل من Alpha of ال parentفبواجف و
+
+458
+00:42:50,430 --> 00:42:57,730
+بحط ايش؟ وين بحط؟ هنا مظبوط؟ ماخشش على الفرح هذا
+
+459
+00:42:57,730 --> 00:43:14,330
+كله يعني هي نفس القاعدة هي نفس القاعدة انا انا انا
+
+460
+00:43:14,330 --> 00:43:14,390
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+461
+00:43:14,390 --> 00:43:14,550
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+462
+00:43:14,550 --> 00:43:19,080
+انا انا انا انا انا انا انا انا انا انا اهنا انا
+
+463
+00:43:19,080 --> 00:43:24,380
+على main level ال beta تبعتي اقل من او نفس القاعدة
+
+464
+00:43:24,380 --> 00:43:31,620
+هي beta قزمة يابا في خطأ هذي الشيء لأ كيف طب اذا
+
+465
+00:43:31,620 --> 00:43:34,480
+القاعدة بتبقى طوليها ماشي بس انا هنا في main انا
+
+466
+00:43:34,480 --> 00:43:41,120
+هنا في max انا هنا في main انا
+
+467
+00:43:41,120 --> 00:43:44,760
+هذه القاعدة احطها هي نفسها بخط نظر انا ال level
+
+468
+00:43:44,760 --> 00:43:49,590
+max استكتب نفس القاعدةأنا هنا على ال max و أنا هنا
+
+469
+00:43:49,590 --> 00:43:53,750
+على ال min طيب ماشي عمليا احنا الان بنكون طلعنا
+
+470
+00:43:53,750 --> 00:43:57,870
+على ال alpha beta pruning ال alpha ال minimax
+
+471
+00:43:57,870 --> 00:44:01,310
+procedure في حد ذاتها و بعدها ال minimax with
+
+472
+00:44:01,310 --> 00:44:05,610
+alpha beta pruning عشان فاطر ان احنا نقلص ال
+
+473
+00:44:05,610 --> 00:44:10,270
+search space بيضال شغل اخرى وهي انه احيانا ال
+
+474
+00:44:10,270 --> 00:44:15,370
+adversarial games بتبقى multiplayer يعني مش بس
+
+475
+00:44:15,370 --> 00:44:21,050
+اتنين خصمينممكن يبقى تلاتة او اربعة او اكتر في هذا
+
+476
+00:44:21,050 --> 00:44:25,530
+الحالة ال evaluation تبع ال node الواحدة بيبقى
+
+477
+00:44:25,530 --> 00:44:31,530
+vector يعني عدة قيم يعني مثلا انا عند هنا اللعب
+
+478
+00:44:31,530 --> 00:44:35,050
+الاول a اللعب بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى
+
+479
+00:44:35,050 --> 00:44:35,990
+بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى
+
+480
+00:44:35,990 --> 00:44:37,750
+بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى بيبقى
+
+481
+00:44:37,750 --> 00:44:38,550
+بيبقى بيب
+
+482
+00:44:46,670 --> 00:44:51,130
+هي تقييم ال node هذه بالنسبة ل A الاتنين هذه هي
+
+483
+00:44:51,130 --> 00:44:55,190
+تقييم نفس ال node بس بالنسبة ل B بس ال six هذه
+
+484
+00:44:55,190 --> 00:45:03,490
+تقييم بالنسبة ل C فالان ال player لما بدي يلعب او
+
+485
+00:45:03,490 --> 00:45:07,930
+لما يجي دوره بدي يبص بس على التقييم الخاص ابوه
+
+486
+00:45:07,930 --> 00:45:12,950
+ماشي انما ال concept هي هي نفس قالية العمل بالنسبة
+
+487
+00:45:12,950 --> 00:45:16,230
+ل minimax procedureكل الاختلاف انه لما بنعمل
+
+488
+00:45:16,230 --> 00:45:23,590
+evaluation لل نوت في ال two player case بنعمل
+
+489
+00:45:23,590 --> 00:45:31,130
+تقييم ل ال maxإنما في الـ multiplayer case بنعمل
+
+490
+00:45:31,130 --> 00:45:34,810
+تقييم لكل واحد من ال players لكل واحد من ال
+
+491
+00:45:34,810 --> 00:45:37,790
+players إذا هم تلاتة إذا هم أربعة و التقييم هذي
+
+492
+00:45:37,790 --> 00:45:41,130
+بيجي ع شكل vector يعني مصفوفة متكون من اتنين من
+
+493
+00:45:41,130 --> 00:45:45,250
+تلاتة أو اكتر من العناصر كل لاعب بيبص بس على
+
+494
+00:45:45,250 --> 00:45:49,810
+التقييم تبعه و على أساسه بيقرر إيش اللي هو ال
+
+495
+00:45:49,810 --> 00:45:53,880
+state اللي ياخدهاماشي في هذا ال .. الآن بنكون احنا
+
+496
+00:45:53,880 --> 00:45:58,740
+خلصنا موضوع ال adversary ال search و عمليا نكون
+
+497
+00:45:58,740 --> 00:46:01,180
+خلصنا ال search كله كل اللي بدنا يهيأ عن ال search
+
+498
+00:46:01,180 --> 00:46:06,660
+خلصناه المحاضرة الجاي ان شاء الله بنبدأ موضوع جديد
+
+499
+00:46:06,660 --> 00:46:11,880
+و من الكتاب التاني اللي هو الكتاب تبع ال guide to
+
+500
+00:46:11,880 --> 00:46:15,880
+intelligence systems تمام؟ ماشي الاتنين الموجودين
+
+501
+00:46:15,880 --> 00:46:17,840
+في ال drop box
+
diff --git a/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_raw.json b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..345bc14eb35401afcd07d15a5abc5bdeea940f47
--- /dev/null
+++ b/PL9fwy3NUQKwY229s7FFto_DG4Gk-imNVi/wgYSObCO2Ek_raw.json
@@ -0,0 +1 @@
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