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"word": " نسميه", "probability": 0.80450439453125}, {"start": 459.68, "end": 460.0, "word": " عادة", "probability": 0.95703125}, {"start": 460.0, "end": 460.9, "word": " semi", "probability": 0.6119384765625}, {"start": 460.9, "end": 461.44, "word": " supervised", "probability": 0.65478515625}, {"start": 461.44, "end": 461.98, "word": " learning", "probability": 0.96337890625}, {"start": 461.98, "end": 462.58, "word": " ان", "probability": 0.377197265625}, {"start": 462.58, "end": 462.8, "word": " انا", "probability": 0.745849609375}, {"start": 462.8, "end": 463.24, "word": " فعليا", "probability": 0.81011962890625}, {"start": 463.24, "end": 463.62, "word": " عندي", "probability": 0.614013671875}, {"start": 463.62, "end": 464.02, "word": " بعض", "probability": 0.915283203125}, {"start": 464.02, "end": 464.26, "word": " ال", "probability": 0.9765625}, {"start": 464.26, "end": 464.7, "word": " data", "probability": 0.9873046875}, {"start": 464.7, "end": 465.86, "word": " بعض", "probability": 0.56866455078125}, {"start": 465.86, "end": 466.0, "word": " ال", "probability": 0.9638671875}, {"start": 466.0, "end": 466.2, "word": " data", "probability": 0.984375}, {"start": 466.2, "end": 466.78, "word": " labelled", "probability": 0.76025390625}, {"start": 466.78, "end": 467.08, "word": " و", "probability": 0.70361328125}, {"start": 467.08, "end": 467.36, "word": " بعض", "probability": 0.7249755859375}, {"start": 467.36, "end": 467.48, "word": " ال", "probability": 0.9736328125}, {"start": 467.48, "end": 467.7, "word": " data", "probability": 0.9736328125}, {"start": 467.7, "end": 467.92, "word": " ..", "probability": 0.359130859375}, {"start": 467.92, "end": 468.04, "word": " و", "probability": 0.84716796875}, {"start": 468.04, "end": 469.3, "word": " كم", "probability": 0.58349609375}, {"start": 469.3, "end": 469.58, "word": " كبير", "probability": 0.9856770833333334}, {"start": 469.58, "end": 469.72, "word": " من", "probability": 0.95947265625}, {"start": 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كل مجموعة ايش الاكثر عناصر من ال الهم label و بسميه بطلق عليه و بخلي ال bag كله ماشي يحملوا نفس الصفة اجيت اقول بدي اصنفكوا تبعا لمعدلاتكوا", "tokens": [2407, 4724, 9566, 1211, 3615, 8978, 28242, 13630, 28242, 3714, 7435, 2304, 2407, 27884, 1975, 1829, 8592, 42963, 4117, 49115, 18871, 33546, 2288, 9154, 2423, 2423, 16095, 7645, 4032, 4724, 38251, 1829, 3224, 4724, 9566, 1211, 4587, 47356, 4032, 4724, 9778, 20292, 2423, 3411, 28242, 3224, 3714, 33599, 1829, 7251, 35571, 1211, 14407, 8717, 36178, 31767, 5172, 3660, 1975, 7435, 36081, 1975, 39648, 4724, 16254, 1975, 9381, 1863, 5172, 4117, 14407, 6055, 3555, 3615, 995, 32767, 22488, 1211, 9307, 4117, 14407], "avg_logprob": -0.28296494883735007, "compression_ratio": 1.5780346820809248, "no_speech_prob": 0.0, "words": [{"start": 475.5, "end": 475.66, "word": "و", "probability": 0.358154296875}, {"start": 475.66, "end": 476.18, "word": " بطلع", "probability": 0.7120361328125}, {"start": 476.18, "end": 476.32, "word": " في", "probability": 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{"start": 481.42, "end": 481.8, "word": " بسميه", "probability": 0.64227294921875}, {"start": 481.8, "end": 482.06, "word": " بطلق", "probability": 0.8160400390625}, {"start": 482.06, "end": 482.22, "word": " عليه", "probability": 0.87890625}, {"start": 482.22, "end": 482.32, "word": " و", "probability": 0.60546875}, {"start": 482.32, "end": 482.5, "word": " بخلي", "probability": 0.7845052083333334}, {"start": 482.5, "end": 482.58, "word": " ال", "probability": 0.7314453125}, {"start": 482.58, "end": 482.76, "word": " bag", "probability": 0.28564453125}, {"start": 482.76, "end": 483.0, "word": " كله", "probability": 0.6585693359375}, {"start": 483.0, "end": 483.6, "word": " ماشي", "probability": 0.8201497395833334}, {"start": 483.6, "end": 484.16, "word": " يحملوا", "probability": 0.8592529296875}, {"start": 484.16, "end": 484.38, "word": " نفس", "probability": 0.99560546875}, {"start": 484.38, "end": 485.16, "word": " الصفة", "probability": 0.9482421875}, {"start": 485.16, "end": 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0.9638671875}, {"start": 505.48, "end": 506.0, "word": " معرفة", "probability": 0.8404947916666666}, {"start": 506.0, "end": 506.38, "word": " بالنسبة", "probability": 0.9808349609375}, {"start": 506.38, "end": 506.48, "word": " لي", "probability": 0.798828125}, {"start": 506.48, "end": 507.06, "word": " مسبقا", "probability": 0.92724609375}, {"start": 507.06, "end": 508.02, "word": " تبع", "probability": 0.8896484375}, {"start": 508.02, "end": 508.88, "word": " الأوزانكوا", "probability": 0.940185546875}, {"start": 508.88, "end": 510.38, "word": " الأطوالكوا", "probability": 0.79931640625}, {"start": 510.38, "end": 510.72, "word": " تمام", "probability": 0.842041015625}, {"start": 510.72, "end": 511.28, "word": " كل", "probability": 0.6171875}, {"start": 511.28, "end": 511.8, "word": " الشغلات", "probability": 0.9837646484375}, {"start": 511.8, "end": 512.08, "word": " هذه", "probability": 0.77685546875}, {"start": 512.08, "end": 512.38, "word": " عاملا", "probability": 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عشان اشتغل مع ال classifier بحاجة اشتغل على مرحلتين المرحلة الأولى اللي هي ال model construction وبيلزمني data عشان ادرب ال model عليها بين جثين بلزمني data عشان ال system او ال learning algorithm يحللها ويبني model بناء عليها", "tokens": [4540, 20449, 2423, 1646, 3714, 3555, 33599, 25720, 20449, 2423, 1646, 3714, 3555, 33599, 25720, 2423, 9640, 7435, 1211, 20449, 33962, 13546, 20449, 8315, 47395, 1975, 8315, 4724, 5016, 26108, 3660, 8978, 3714, 2288, 5016, 1211, 2655, 9957, 6225, 8592, 7649, 1975, 8592, 2655, 17082, 1211, 20449, 2423, 1508, 9902, 4724, 5016, 26108, 3660, 1975, 8592, 2655, 17082, 1211, 15844, 3714, 2288, 5016, 1211, 2655, 9957, 9673, 2288, 5016, 37977, 16247, 12610, 7578, 13672, 1829, 39896, 2423, 2316, 6435, 4032, 21292, 1211, 11622, 2304, 22653, 1412, 6225, 8592, 7649, 1975, 3215, 25513, 2423, 2316, 25894, 11296, 49374, 10874, 12984, 9957, 4724, 1211, 11622, 2304, 22653, 1412, 6225, 8592, 7649, 2423, 1185, 1975, 2407, 2423, 2539, 9284, 7251, 5016, 1211, 1211, 11296, 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"text": "الشغلة التانية انه انا بدي افحص ال model او بدي استخدم ال model في ال prediction وهي بنسميها احنا المرحلة مرحلة ال testing او ال test فانا بدي اجسم ال data set تبعتي لل training set و test set ليش؟ عشان لما انا احصل على model", "tokens": [6027, 8592, 17082, 37977, 16712, 7649, 10632, 16472, 3224, 1975, 8315, 4724, 16254, 1975, 5172, 5016, 9381, 2423, 2316, 1975, 2407, 4724, 16254, 44713, 9778, 40448, 2423, 2316, 8978, 2423, 17630, 37037, 1829, 44945, 38251, 1829, 11296, 1975, 5016, 8315, 9673, 2288, 5016, 37977, 3714, 2288, 5016, 37977, 2423, 4997, 1975, 2407, 2423, 1500, 6156, 7649, 995, 4724, 16254, 1975, 7435, 38251, 2423, 1412, 992, 6055, 3555, 3615, 31371, 24976, 3097, 992, 4032, 1500, 992, 32239, 8592, 22807, 6225, 8592, 7649, 5296, 15042, 1975, 8315, 1975, 5016, 36520, 15844, 2316], "avg_logprob": -0.1627747321521843, "compression_ratio": 1.7461928934010151, "no_speech_prob": 0.0, "words": [{"start": 2773.73, "end": 2774.23, "word": "الشغلة", "probability": 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evaluation طيب evaluation how did that test set؟ هو الأصل هي unseen data، مصبوط؟ فعليا unseen، ماشفهاش، بس دي فيها label، حخف ال label عنه، عشان أقدر إيش؟", "tokens": [3615, 8592, 7649, 5296, 15042, 5551, 5016, 36520, 15844, 2316, 9122, 33911, 4724, 16254, 5551, 2655, 3615, 28480, 36145, 2423, 2316, 23758, 13412, 17082, 6027, 9122, 45865, 3794, 49429, 5296, 10721, 22807, 4724, 16254, 36145, 3224, 28239, 31371, 7435, 3660, 9673, 9566, 1211, 37746, 3660, 49429, 4724, 8592, 2655, 17082, 1211, 9154, 12602, 10721, 3794, 3224, 22807, 6156, 3555, 16254, 5551, 25957, 43761, 13344, 23032, 1829, 3555, 13344, 577, 630, 300, 1500, 992, 22807, 31439, 16247, 36520, 39896, 40608, 1412, 12399, 3714, 9381, 3555, 2407, 9566, 22807, 6156, 3615, 20292, 995, 40608, 12399, 19446, 8592, 5172, 3224, 33599, 12399, 4724, 3794, 11778, 1829, 8978, 11296, 7645, 12399, 11331, 9778, 5172, 2423, 7645, 18871, 3224, 12399, 6225, 8592, 7649, 5551, 28543, 2288, 11933, 1829, 8592, 22807], "avg_logprob": 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" label،", "probability": 0.763671875}, {"start": 2825.16, "end": 2825.64, "word": " حخف", "probability": 0.6178385416666666}, {"start": 2825.64, "end": 2825.76, "word": " ال", "probability": 0.970703125}, {"start": 2825.76, "end": 2826.02, "word": " label", "probability": 0.9833984375}, {"start": 2826.02, "end": 2826.96, "word": " عنه،", "probability": 0.8104654947916666}, {"start": 2826.96, "end": 2827.72, "word": " عشان", "probability": 0.9814453125}, {"start": 2827.72, "end": 2828.04, "word": " أقدر", "probability": 0.9095052083333334}, {"start": 2828.04, "end": 2828.54, "word": " إيش؟", "probability": 0.77630615234375}], "temperature": 1.0}, {"id": 107, "seek": 285410, "start": 2829.08, "end": 2854.1, "text": "أقارن بين النتيجة اللي هو هيقين إياها والنتيجة اللي هحصل عليها وانا بدي أسأل سؤال هل ال test set labelled set؟ في مرحلة ال evaluation هل ال test set labelled set؟ طيب، الآن أنا جديد كتبت", "tokens": [10721, 4587, 9640, 1863, 49374, 28239, 31371, 7435, 3660, 13672, 1829, 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