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+{"segments": [{"id": 1, "seek": 2134, "start": 4.94, "end": 21.34, "text": "باسم الله والحمد لله والصلاة والسلام على رسول الله أهلا وسهلا بكم محاضراتنا المستمرة في منصق ال data mining وما زلنا في باب ال classification او في باب التصنيف هنتكلم اليوم او في المحاضرة هذه ان شاء الله تعالى عن classifier كتير متقدم", "tokens": [3555, 32277, 2304, 21984, 16070, 35571, 3215, 24976, 3224, 16070, 9381, 15040, 3660, 16070, 3794, 37440, 15844, 12602, 3794, 12610, 21984, 5551, 3224, 15040, 46952, 3224, 15040, 4724, 24793, 3714, 5016, 46958, 2288, 9307, 8315, 9673, 14851, 2304, 25720, 8978, 9154, 9381, 4587, 2423, 1412, 15512, 4032, 15042, 30767, 1211, 8315, 8978, 4724, 16758, 2423, 21538, 1975, 2407, 8978, 4724, 16758, 16712, 9381, 22653, 5172, 8032, 29399, 4117, 19528, 45595, 20498, 1975, 2407, 8978, 9673, 5016, 46958, 25720, 29538, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 18871, 1508, 9902, 9122, 2655, 13546, 44650, 28543, 2304], "avg_logprob": -0.16365559694046775, "compression_ratio": 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عبارة عن مجموعة من ال connected input و ال output units", "tokens": [3794, 16758, 4587, 995, 14111, 41850, 18871, 16254, 6156, 47432, 4846, 4032, 5598, 8978, 2423, 39184, 2199, 18161, 3209, 4032, 1975, 5016, 8315, 12174, 36150, 13412, 2407, 10632, 12174, 12610, 8315, 39896, 6225, 3555, 9640, 3660, 18871, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 4582, 4846, 4032, 2423, 5598, 6815], "avg_logprob": -0.23069853583971658, "compression_ratio": 1.3311688311688312, "no_speech_prob": 0.0, "words": [{"start": 393.41, "end": 394.07, "word": "سابقاً", "probability": 0.758642578125}, {"start": 394.07, "end": 394.21, "word": " أنا", "probability": 0.339599609375}, {"start": 394.21, "end": 394.63, "word": " عندي", "probability": 0.810302734375}, {"start": 394.63, "end": 395.41, "word": " فقط", "probability": 0.97119140625}, {"start": 395.41, "end": 396.49, "word": " input", "probability": 0.9521484375}, {"start": 396.49, "end": 397.55, "word": " و", "probability": 0.853515625}, {"start": 397.55, "end": 397.97, "word": " output", "probability": 0.97509765625}, {"start": 397.97, "end": 398.93, "word": " في", "probability": 0.87890625}, {"start": 398.93, "end": 399.09, "word": " الـ", "probability": 0.561767578125}, {"start": 399.09, "end": 399.37, "word": " simple", "probability": 0.29638671875}, {"start": 399.37, "end": 399.75, "word": " neural", "probability": 0.97998046875}, {"start": 399.75, "end": 400.23, "word": " network", "probability": 0.9775390625}, {"start": 400.23, "end": 400.77, "word": " و", "probability": 0.529296875}, {"start": 400.77, "end": 400.87, "word": " احنا", "probability": 0.7835286458333334}, {"start": 400.87, "end": 401.07, "word": " قبل", "probability": 0.927734375}, {"start": 401.07, "end": 401.35, "word": " شوية", "probability": 0.8990885416666666}, {"start": 401.35, "end": 401.75, "word": " قولنا", "probability": 0.8313802083333334}, {"start": 401.75, "end": 402.13, "word": " هي", "probability": 0.446044921875}, {"start": 402.13, "end": 402.49, "word": " عبارة", "probability": 0.997314453125}, {"start": 402.49, "end": 402.63, "word": " عن", "probability": 0.98193359375}, {"start": 402.63, "end": 403.21, "word": " مجموعة", "probability": 0.97626953125}, {"start": 403.21, "end": 403.43, "word": " من", "probability": 0.955078125}, {"start": 403.43, "end": 403.69, "word": " ال", "probability": 0.66943359375}, {"start": 403.69, "end": 404.13, "word": " connected", "probability": 0.59716796875}, {"start": 404.13, "end": 404.51, "word": " input", "probability": 0.9521484375}, {"start": 404.51, "end": 404.65, "word": " و", "probability": 0.8212890625}, {"start": 404.65, "end": 404.71, "word": " ال", "probability": 0.5908203125}, {"start": 404.71, "end": 404.95, "word": " output", "probability": 0.9677734375}, {"start": 404.95, "end": 405.43, "word": " units", "probability": 0.7861328125}], "temperature": 1.0}, {"id": 18, "seek": 42616, "start": 406.58, "end": 426.16, "text": "الان في الـ Multilayer أضافلي عندى فيها ما بين ال layer الأولى اللى هى اللى تمثل ال input و ال layer الأخيرة اللى هى ال output layer صار بيمثل عندى مين في شغل بسميليها ال hidden layer بالمناسبة كتير من الناس بترفض ال neural network لأنها بتعتمدها black box", "tokens": [6027, 7649, 8978, 2423, 39184, 14665, 388, 11167, 5551, 11242, 31845, 20292, 43242, 7578, 8978, 11296, 19446, 49374, 2423, 4583, 16247, 12610, 7578, 13672, 7578, 8032, 7578, 13672, 7578, 6055, 2304, 12984, 1211, 2423, 4846, 4032, 2423, 4583, 16247, 9778, 48923, 13672, 7578, 8032, 7578, 2423, 5598, 4583, 20328, 9640, 4724, 32640, 12984, 1211, 43242, 7578, 3714, 9957, 8978, 13412, 17082, 1211, 4724, 38251, 1829, 20292, 11296, 2423, 7633, 4583, 20666, 2304, 8315, 35457, 3660, 9122, 2655, 13546, 9154, 2423, 8315, 3794, 39894, 28480, 11242, 2423, 18161, 3209, 5296, 33456, 11296, 39894, 34268, 2304, 3215, 11296, 2211, 2424], "avg_logprob": -0.17771464285224375, "compression_ratio": 1.76, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 406.58, "end": 407.08, "word": 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بالمناسبة", "probability": 0.9744140625}, {"start": 421.96, "end": 422.2, "word": " كتير", "probability": 0.9537760416666666}, {"start": 422.2, "end": 422.32, "word": " من", "probability": 0.98193359375}, {"start": 422.32, "end": 422.62, "word": " الناس", "probability": 0.99169921875}, {"start": 422.62, "end": 423.18, "word": " بترفض", "probability": 0.97314453125}, {"start": 423.18, "end": 423.32, "word": " ال", "probability": 0.7626953125}, {"start": 423.32, "end": 423.7, "word": " neural", "probability": 0.96484375}, {"start": 423.7, "end": 424.32, "word": " network", "probability": 0.96044921875}, {"start": 424.32, "end": 424.82, "word": " لأنها", "probability": 0.8307291666666666}, {"start": 424.82, "end": 425.44, "word": " بتعتمدها", "probability": 0.92587890625}, {"start": 425.44, "end": 425.74, "word": " black", "probability": 0.8017578125}, {"start": 425.74, "end": 426.16, "word": " box", "probability": 0.86669921875}], "temperature": 1.0}, {"id": 19, "seek": 45734, "start": 429.08, "end": 457.34, "text": "شو يعني black box؟ black box بمعنى انه انا فعلا مابشوفش ايش اللي بصير ولا بعرف ليش الأوزان هذه صارت هيك وفعلا هذه هي للأسف ال algorithm اللي موجودة عندنا يعني صعب ال interpretation تبعتها تصير عندي طيب الآن ال input حسب الرسم اللي عندي هان ال three inputs و ال two outputs و زي ما قلنا بما هي كلها أرقام معناته ال input تبعتها هتكون 01", "tokens": [8592, 2407, 37495, 22653, 2211, 2424, 22807, 2211, 2424, 4724, 2304, 3615, 1863, 7578, 16472, 3224, 1975, 8315, 6156, 3615, 15040, 3714, 16758, 8592, 38688, 8592, 1975, 1829, 8592, 13672, 1829, 4724, 9381, 13546, 49429, 4724, 3615, 28480, 32239, 8592, 16247, 2407, 11622, 7649, 29538, 20328, 9640, 2655, 39896, 4117, 4032, 5172, 3615, 15040, 29538, 39896, 24976, 10721, 3794, 5172, 2423, 9284, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 8315, 37495, 22653, 20328, 3615, 3555, 2423, 14174, 6055, 3555, 34268, 11296, 6055, 9381, 13546, 18871, 16254, 23032, 1829, 3555, 6024, 48506, 2423, 4846, 11331, 35457, 34892, 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"end": 449.9, "word": " عندي", "probability": 0.76708984375}, {"start": 449.9, "end": 450.12, "word": " هان", "probability": 0.50390625}, {"start": 450.12, "end": 450.56, "word": " ال", "probability": 0.85595703125}, {"start": 450.56, "end": 450.72, "word": " three", "probability": 0.75537109375}, {"start": 450.72, "end": 451.2, "word": " inputs", "probability": 0.798828125}, {"start": 451.2, "end": 452.82, "word": " و", "probability": 0.78466796875}, {"start": 452.82, "end": 452.9, "word": " ال", "probability": 0.72509765625}, {"start": 452.9, "end": 453.06, "word": " two", "probability": 0.94775390625}, {"start": 453.06, "end": 453.62, "word": " outputs", "probability": 0.90185546875}, {"start": 453.62, "end": 454.1, "word": " و", "probability": 0.751953125}, {"start": 454.1, "end": 454.22, "word": " زي", "probability": 0.837646484375}, {"start": 454.22, "end": 454.3, "word": " ما", "probability": 0.98828125}, {"start": 454.3, "end": 454.54, "word": " قلنا", "probability": 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جماعة الخير هذه ال function صفر واحد two classes ال class الأول و ال class التاني هان صار في عندي two neurons في ال output", "tokens": [2304, 3615, 8315, 47395, 28242, 18161, 3209, 29538, 8032, 2655, 30544, 20328, 5172, 2288, 36764, 24401, 8978, 9673, 2288, 5016, 37977, 16247, 12610, 7578, 8978, 2423, 3209, 21136, 16758, 4587, 35186, 10874, 15042, 27884, 33962, 13546, 29538, 2423, 2445, 20328, 5172, 2288, 36764, 24401, 732, 5359, 2423, 1508, 16247, 12610, 4032, 2423, 1508, 16712, 7649, 1829, 8032, 7649, 20328, 9640, 8978, 18871, 16254, 732, 22027, 8978, 2423, 5598], "avg_logprob": -0.22078803743141284, "compression_ratio": 1.6956521739130435, "no_speech_prob": 0.0, "words": [{"start": 458.54, "end": 458.94, "word": "معناته", "probability": 0.71405029296875}, {"start": 458.94, "end": 459.24, "word": " كل", "probability": 0.81591796875}, {"start": 459.24, "end": 459.64, "word": " neural", "probability": 0.61962890625}, {"start": 459.64, "end": 460.14, "word": " network", "probability": 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للتجربة و القياس او تجربة و الخطأ زي ما احنا بنسميها احيانا و اتحددها لكن في بعض الناس بتقولك خليني اعمل initialization للكلام هذا عبر انه ابدأ بمجموع التنين على اتنين يعني الان اربعة و اتنين ستة", "tokens": [3555, 43042, 3224, 19446, 41185, 8592, 6225, 3215, 3215, 2423, 39184, 22027, 3714, 3555, 16095, 4032, 2304, 2655, 32887, 4117, 5296, 4117, 24976, 2655, 7435, 25513, 3660, 4032, 25062, 25528, 3794, 1975, 2407, 6055, 7435, 25513, 3660, 4032, 33962, 9566, 10721, 30767, 1829, 19446, 1975, 5016, 8315, 44945, 38251, 1829, 11296, 1975, 5016, 1829, 7649, 995, 4032, 1975, 2655, 24401, 3215, 11296, 44381, 8978, 45030, 11242, 2423, 8315, 3794, 39894, 39648, 4117, 16490, 1211, 9957, 1829, 1975, 25957, 1211, 5883, 2144, 24976, 28820, 10943, 23758, 6225, 26890, 16472, 3224, 1975, 44510, 10721, 4724, 2304, 7435, 2304, 45367, 16712, 1863, 9957, 15844, 1975, 2655, 1863, 9957, 37495, 22653, 2423, 7649, 1975, 25513, 27884, 4032, 1975, 2655, 1863, 9957, 8608, 2655, 3660], "avg_logprob": 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في الآخر ال function انا هاللاحظ حاطين summation عشان عبارة عن مضروب ال input في ال weight تبعتها و بجمعهم هذه عبارة عن vector و بضفلهم ال bias لمرة واحدة و بروح على ال function اللي موجودة عندها", "tokens": [1863, 47341, 3615, 24976, 39184, 22811, 2423, 39184, 18161, 3209, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296, 8978, 6024, 95, 34740, 2423, 2445, 1975, 8315, 8032, 6027, 15040, 5016, 19913, 11331, 41193, 9957, 28811, 6225, 8592, 7649, 6225, 3555, 9640, 3660, 18871, 3714, 11242, 32887, 3555, 2423, 4846, 8978, 2423, 3364, 6055, 3555, 34268, 11296, 4032, 4724, 7435, 2304, 3615, 16095, 29538, 6225, 3555, 9640, 3660, 18871, 8062, 4032, 4724, 11242, 5172, 1211, 16095, 2423, 12577, 32767, 25720, 36764, 24401, 3660, 4032, 4724, 32887, 5016, 15844, 2423, 2445, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 11296], "avg_logprob": -0.17793367301322977, "compression_ratio": 1.7276785714285714, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 769.14, "end": 769.56, "word": 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transformation function ليش transformation او transfer function لأن هي بتنقل ال input لل output ليش بتسميها activation لأنها بتعمل على تنشيط ال output neurons اللي موجودة عندى هنا وبتماما هخرجها هطلحة لل out بكل بساطة", "tokens": [6027, 7649, 2423, 39184, 2445, 29538, 6225, 18513, 3660, 44945, 38251, 1829, 11296, 1975, 15042, 2423, 24433, 2445, 1975, 2407, 2423, 9887, 2445, 24433, 2445, 1975, 2407, 9887, 2445, 32239, 8592, 9887, 1975, 2407, 5003, 2445, 5296, 33456, 39896, 39894, 1863, 4587, 1211, 2423, 4846, 24976, 5598, 32239, 8592, 39894, 38251, 1829, 11296, 24433, 5296, 33456, 11296, 39894, 25957, 1211, 15844, 6055, 1863, 8592, 1829, 9566, 2423, 5598, 22027, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 7578, 34105, 46599, 39237, 10943, 995, 8032, 34740, 7435, 11296, 8032, 9566, 1211, 5016, 3660, 24976, 484, 4724, 28820, 4724, 3794, 41193, 3660], "avg_logprob": -0.2449999974668026, "compression_ratio": 2.0, "no_speech_prob": 0.0, "words": [{"start": 792.67, "end": 793.05, "word": 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binary ال classification و هذه بنسميها hard limit مافيش مجال يا صفر يا واحد الآن", "tokens": [3224, 1829, 18871, 16254, 9154, 16095, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 39184, 6828, 16247, 12610, 7578, 44945, 38251, 1829, 11296, 1152, 4948, 2445, 34051, 1152, 4948, 5003, 2445, 4032, 11622, 1829, 19446, 16472, 2655, 13412, 995, 33911, 3224, 7649, 4032, 11622, 1829, 19446, 16472, 2655, 13412, 995, 33911, 3224, 7649, 1152, 4948, 39894, 47283, 3215, 2423, 2158, 4032, 39894, 5172, 5016, 9381, 11933, 15730, 25961, 2655, 39894, 3215, 9957, 1829, 36764, 24401, 5296, 15042, 6055, 30544, 25062, 32640, 3660, 5551, 4117, 26890, 34051, 6055, 3794, 995, 45865, 20328, 5172, 2288, 5551, 4587, 1211, 9154, 20328, 5172, 2288, 39894, 3215, 9957, 1829, 20328, 5172, 2288, 5296, 33456, 3224, 17434, 30767, 1829, 19446, 12174, 1211, 8315, 17434, 2423, 21538, 4032, 29538, 44945, 38251, 1829, 11296, 1152, 4948, 19446, 41185, 8592, 3714, 7435, 6027, 35186, 20328, 5172, 2288, 35186, 36764, 24401, 6024, 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موجود عندي كذلك في عندي ال Sigmoid Function", "tokens": [41185, 43242, 2423, 39184, 14670, 289, 6531, 8663, 11166, 882, 34051, 2423, 39184, 334, 14214, 11166, 882, 2423, 39184, 334, 14214, 11166, 882, 30767, 1829, 19446, 1975, 5016, 8315, 13412, 995, 33911, 9957, 39896, 11296, 11933, 15730, 25961, 2655, 25062, 32640, 3660, 6055, 3215, 9957, 1829, 5551, 3615, 23942, 9154, 12174, 32640, 3660, 2423, 1622, 23758, 20449, 8315, 47395, 5296, 1508, 316, 37495, 22653, 28242, 9673, 1863, 9566, 28671, 39896, 383, 16, 37037, 24192, 383, 17, 44945, 16606, 15844, 2423, 1622, 13672, 1829, 3714, 29245, 23328, 18871, 16254, 9122, 8848, 23275, 8978, 18871, 16254, 2423, 37763, 3280, 327, 11166, 882], "avg_logprob": -0.2202970261621003, "compression_ratio": 1.6528925619834711, "no_speech_prob": 0.0, "words": [{"start": 939.06, "end": 939.3, "word": "في", "probability": 0.1876220703125}, {"start": 939.3, "end": 939.46, "word": " عند", "probability": 0.9580078125}, {"start": 939.46, "end": 939.66, "word": " 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0.991943359375}, {"start": 1211.61, "end": 1211.73, "word": " بال", "probability": 0.81494140625}, {"start": 1211.73, "end": 1212.27, "word": " handwritten", "probability": 0.709228515625}, {"start": 1212.27, "end": 1215.13, "word": " ال", "probability": 0.91357421875}, {"start": 1215.13, "end": 1215.61, "word": " algorithm", "probability": 0.9267578125}, {"start": 1215.61, "end": 1215.97, "word": " ممكن", "probability": 0.967041015625}, {"start": 1215.97, "end": 1216.39, "word": " يطبق", "probability": 0.899658203125}, {"start": 1216.39, "end": 1216.81, "word": " parallel", "probability": 0.92041015625}, {"start": 1216.81, "end": 1217.37, "word": " بشكل", "probability": 0.82666015625}, {"start": 1217.37, "end": 1217.89, "word": " متوازي", "probability": 0.8826904296875}, {"start": 1217.89, "end": 1218.15, "word": " وبتالي", "probability": 0.8231201171875}, {"start": 1218.15, "end": 1218.31, "word": " هذا", "probability": 0.452880859375}, {"start": 1218.31, "end": 1218.59, "word": " بيعمل", "probability": 0.899169921875}, {"start": 1218.59, "end": 1218.75, "word": " على", "probability": 0.89404296875}, {"start": 1218.75, "end": 1219.15, "word": " تسريع", "probability": 0.975830078125}, {"start": 1219.15, "end": 1219.45, "word": " العمل", "probability": 0.98583984375}, {"start": 1219.45, "end": 1220.17, "word": " ال", "probability": 0.96533203125}, {"start": 1220.17, "end": 1220.83, "word": " weaknesses", "probability": 0.939453125}, {"start": 1220.83, "end": 1221.83, "word": " تبعتها", "probability": 0.95654296875}], "temperature": 1.0}, {"id": 51, "seek": 123806, "start": 1222.76, "end": 1238.06, "text": "إنها بتحتاج لفترة طويلة من التعليم لأن زي ما شوفنا أن الأوزان كلها بتتغير تخيل أنك في عندك عشرة input في عشرة hidden في أربعة أو بلاش في اتنين", "tokens": [28814, 1863, 11296, 39894, 33753, 26108, 5296, 5172, 2655, 25720, 23032, 2407, 26895, 3660, 9154, 16712, 3615, 20292, 2304, 5296, 33456, 30767, 1829, 19446, 13412, 38688, 8315, 14739, 16247, 2407, 11622, 7649, 28242, 11296, 39894, 2655, 17082, 13546, 6055, 9778, 26895, 14739, 4117, 8978, 43242, 4117, 6225, 8592, 25720, 4846, 8978, 6225, 8592, 25720, 7633, 8978, 5551, 25513, 27884, 34051, 4724, 1211, 33599, 8978, 1975, 2655, 1863, 9957], "avg_logprob": -0.21524004141489664, "compression_ratio": 1.5408805031446542, "no_speech_prob": 6.711483001708984e-05, "words": [{"start": 1222.76, "end": 1223.06, "word": "إنها", "probability": 0.6547444661458334}, {"start": 1223.06, "end": 1223.48, "word": " بتحتاج", "probability": 0.8972981770833334}, {"start": 1223.48, "end": 1223.88, "word": " لفترة", "probability": 0.977294921875}, {"start": 1223.88, "end": 1224.44, "word": " طويلة", "probability": 0.953125}, {"start": 1224.44, "end": 1224.62, "word": " من", "probability": 0.98583984375}, {"start": 1224.62, "end": 1225.2, "word": " التعليم", "probability": 0.968017578125}, {"start": 1225.2, "end": 1225.5, "word": " لأن", "probability": 0.609619140625}, {"start": 1225.5, "end": 1225.64, "word": " 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input", "probability": 0.9599609375}, {"start": 1232.3, "end": 1233.34, "word": " في", "probability": 0.89111328125}, {"start": 1233.34, "end": 1234.68, "word": " عشرة", "probability": 0.9368489583333334}, {"start": 1234.68, "end": 1235.26, "word": " hidden", "probability": 0.9755859375}, {"start": 1235.26, "end": 1236.38, "word": " في", "probability": 0.90234375}, {"start": 1236.38, "end": 1236.9, "word": " أربعة", "probability": 0.7755533854166666}, {"start": 1236.9, "end": 1237.04, "word": " أو", "probability": 0.6591796875}, {"start": 1237.04, "end": 1237.36, "word": " بلاش", "probability": 0.9539388020833334}, {"start": 1237.36, "end": 1237.5, "word": " في", "probability": 0.83984375}, {"start": 1237.5, "end": 1238.06, "word": " اتنين", "probability": 0.9356689453125}], "temperature": 1.0}, {"id": 52, "seek": 126838, "start": 1241.14, "end": 1268.38, "text": "output اضرب هدول هي عبارة عن عدد ال connections اللي موجودة و عدد ال connections بعدد الأوزان وبالتالي بتكلم على 200 value كأوزان بدها تغيير مع كل عملية ال training و هذا مع كل instance وبالتالي موضوع ال training هياخد منه وقت طويل بتحتاج ده كتير من ال argument او من ال parameter انا بحتاج اعملها tuning بشكل صحيح عشان اقدر احصل على ال result المطلوبة", "tokens": [346, 2582, 1975, 11242, 25513, 8032, 3215, 12610, 39896, 6225, 3555, 9640, 3660, 18871, 6225, 3215, 3215, 2423, 9271, 13672, 1829, 3714, 29245, 23328, 3660, 4032, 6225, 3215, 3215, 2423, 9271, 4724, 22488, 3215, 16247, 2407, 11622, 7649, 46599, 6027, 2655, 6027, 1829, 39894, 4117, 19528, 15844, 2331, 2158, 9122, 10721, 2407, 11622, 7649, 47525, 11296, 6055, 17082, 1829, 13546, 20449, 28242, 6225, 42213, 10632, 2423, 3097, 4032, 23758, 20449, 28242, 5197, 46599, 6027, 2655, 6027, 1829, 3714, 2407, 11242, 45367, 2423, 3097, 39896, 47283, 3215, 9154, 3224, 4032, 38149, 23032, 2407, 26895, 39894, 33753, 26108, 11778, 3224, 9122, 2655, 13546, 9154, 2423, 6770, 1975, 2407, 9154, 2423, 13075, 1975, 8315, 4724, 33753, 26108, 1975, 25957, 1211, 11296, 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0.888671875}, {"start": 1261.74, "end": 1261.86, "word": " ده", "probability": 0.80517578125}, {"start": 1261.86, "end": 1262.12, "word": " كتير", "probability": 0.89697265625}, {"start": 1262.12, "end": 1262.28, "word": " من", "probability": 0.998046875}, {"start": 1262.28, "end": 1262.4, "word": " ال", "probability": 0.97705078125}, {"start": 1262.4, "end": 1262.9, "word": " argument", "probability": 0.91162109375}, {"start": 1262.9, "end": 1263.16, "word": " او", "probability": 0.773681640625}, {"start": 1263.16, "end": 1263.28, "word": " من", "probability": 0.94482421875}, {"start": 1263.28, "end": 1263.42, "word": " ال", "probability": 0.9736328125}, {"start": 1263.42, "end": 1263.78, "word": " parameter", "probability": 0.73193359375}, {"start": 1263.78, "end": 1264.04, "word": " انا", "probability": 0.60784912109375}, {"start": 1264.04, "end": 1264.38, "word": " بحتاج", "probability": 0.9856770833333334}, {"start": 1264.38, "end": 1264.66, "word": " اعملها", "probability": 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structure؟ إيش ال activation function اللي أنا بدي اعتمدها؟ إلى آخرين الآن من أهم ال neural network اللي موجودة يا جماعة الخير شغلة بنسميها ال back propagate neural network back propagate الانتشار للخلف الآن أنا هوضحها بشكل سريع هان هحاول أرسمها على الصبورة", "tokens": [27842, 11296, 36145, 2423, 39184, 3877, 6055, 3555, 34268, 11296, 5551, 3555, 3794, 9566, 19446, 7251, 43020, 11933, 1829, 8592, 2423, 3877, 22807, 11933, 1829, 8592, 2423, 24433, 2445, 13672, 1829, 41850, 4724, 16254, 1975, 34268, 2304, 3215, 11296, 22807, 30731, 19753, 34740, 9957, 6024, 48506, 9154, 5551, 16095, 2423, 18161, 3209, 13672, 1829, 3714, 29245, 23328, 3660, 35186, 10874, 15042, 27884, 33962, 13546, 13412, 17082, 37977, 44945, 38251, 1829, 11296, 2423, 646, 48256, 18161, 3209, 646, 48256, 2423, 7649, 2655, 8592, 9640, 24976, 9778, 46538, 6024, 48506, 41850, 8032, 2407, 11242, 5016, 11296, 4724, 8592, 28820, 8608, 16572, 3615, 8032, 7649, 8032, 5016, 995, 12610, 5551, 2288, 38251, 11296, 15844, 31767, 3555, 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ASCII learn", "tokens": [6027, 39184, 18161, 3209, 13672, 1829, 3714, 29245, 23328, 3660, 43242, 8315, 34105, 11331, 3215, 3215, 2655, 2423, 3779, 6055, 3555, 34268, 11296, 4032, 11331, 12610, 2655, 11296, 5296, 3547, 992, 6447, 23032, 3555, 3615, 995, 1975, 2407, 406, 992, 6447, 39896, 4117, 5296, 7649, 8978, 2423, 17434, 21538, 293, 472, 1975, 2407, 2423, 5986, 2423, 18161, 3209, 6055, 8592, 17082, 1211, 15844, 17434, 21538, 30767, 1829, 19446, 13412, 38688, 8315, 6156, 5016, 12610, 2655, 4386, 12174, 1211, 2655, 1975, 15042, 23758, 8978, 11296, 1045, 5359, 11331, 12610, 2655, 5296, 732, 5359, 20328, 5172, 2288, 4032, 36764, 24401, 992, 6447, 4032, 406, 992, 6447, 44713, 3215, 3615, 36081, 2423, 18161, 3209, 6055, 3555, 3615, 31371, 490, 7469, 34, 9503, 1466], "avg_logprob": -0.23282540731193604, "compression_ratio": 1.7402135231316727, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 1548.87, "end": 1549.13, "word": "الـ", "probability": 0.607666015625}, {"start": 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