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"probability": 0.8438720703125}, {"start": 1201.21, "end": 1201.35, "word": " ال", "probability": 0.69677734375}, {"start": 1201.35, "end": 1201.43, "word": " K", "probability": 0.278076171875}, {"start": 1201.43, "end": 1201.81, "word": " nearest", "probability": 0.60040283203125}, {"start": 1201.81, "end": 1202.15, "word": " neighbor", "probability": 0.64208984375}, {"start": 1202.15, "end": 1206.83, "word": " KNN", "probability": 0.585205078125}, {"start": 1206.83, "end": 1207.19, "word": " أو", "probability": 0.8603515625}, {"start": 1207.19, "end": 1207.35, "word": " ما", "probability": 0.93310546875}, {"start": 1207.35, "end": 1207.95, "word": " يعرف", "probability": 0.839599609375}, {"start": 1207.95, "end": 1208.75, "word": " بالـ", "probability": 0.708984375}, {"start": 1208.75, "end": 1209.83, "word": " K", "probability": 0.90576171875}, {"start": 1209.83, "end": 1211.83, "word": " nearest", "probability": 0.7724609375}, {"start": 1211.83, "end": 1215.07, "word": " neighbor", "probability": 0.83154296875}], "temperature": 1.0}, {"id": 50, "seek": 124858, "start": 1222.15, "end": 1248.59, "text": "هنا تبعت الخير في الـ Canary's Neighbour Model يقول إنها أهم شغلة تريد التعرف عليها من أين تريد أن تعمل الـ Import؟ لأن من الـ Asciler Dot طبعاً هنا عندني عائلة اسمها Neighbours أو ال library عشان ماحدش يقول ليه عائلة Neighbours هروح أقول له Import", "tokens": [3224, 8315, 6055, 3555, 34268, 33962, 13546, 8978, 2423, 39184, 1664, 822, 311, 35917, 15533, 17105, 7251, 39648, 36145, 11296, 5551, 16095, 13412, 17082, 37977, 6055, 16572, 3215, 16712, 3615, 28480, 25894, 11296, 9154, 5551, 9957, 6055, 16572, 3215, 14739, 6055, 25957, 1211, 2423, 39184, 26391, 22807, 5296, 33456, 9154, 2423, 39184, 1018, 66, 5441, 38753, 23032, 3555, 3615, 995, 14111, 34105, 43242, 22653, 6225, 16373, 37977, 24525, 2304, 11296, 35917, 65, 5067, 34051, 2423, 6405, 6225, 8592, 7649, 19446, 24401, 8592, 7251, 39648, 32239, 3224, 6225, 16373, 37977, 35917, 65, 5067, 8032, 32887, 5016, 5551, 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"end": 1242.93, "word": " أو", "probability": 0.79150390625}, {"start": 1242.93, "end": 1243.53, "word": " ال", "probability": 0.3056640625}, {"start": 1243.53, "end": 1243.95, "word": " library", "probability": 0.548828125}, {"start": 1243.95, "end": 1244.67, "word": " عشان", "probability": 0.8277180989583334}, {"start": 1244.67, "end": 1244.97, "word": " ماحدش", "probability": 0.7685546875}, {"start": 1244.97, "end": 1245.23, "word": " يقول", "probability": 0.979248046875}, {"start": 1245.23, "end": 1245.47, "word": " ليه", "probability": 0.577392578125}, {"start": 1245.47, "end": 1246.05, "word": " عائلة", "probability": 0.8680013020833334}, {"start": 1246.05, "end": 1246.63, "word": " Neighbours", "probability": 0.81494140625}, {"start": 1246.63, "end": 1247.75, "word": " هروح", "probability": 0.79150390625}, {"start": 1247.75, "end": 1247.97, "word": " أقول", "probability": 0.892578125}, {"start": 1247.97, "end": 1248.09, "word": " له", "probability": 0.60400390625}, {"start": 1248.09, "end": 1248.59, "word": " Import", "probability": 0.494873046875}], "temperature": 1.0}, {"id": 51, "seek": 127793, "start": 1254.79, "end": 1277.93, "text": "«nearest neighbor» «neighbors as KN» الأن هذا الموديل أنا بممكن أنشئه مباشرة «KNN»", "tokens": [36784, 716, 17363, 5987, 5933, 4657, 716, 910, 65, 830, 382, 26967, 5933, 16247, 1863, 23758, 9673, 2407, 16254, 1211, 41850, 4724, 2304, 43020, 14739, 8592, 19986, 3224, 3714, 3555, 33599, 25720, 4657, 34559, 45, 5933], "avg_logprob": -0.43412161839974894, "compression_ratio": 1.1, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1254.7899999999997, "end": 1256.1899999999998, "word": "«nearest", "probability": 0.3684895833333333}, {"start": 1256.1899999999998, "end": 1257.59, "word": " neighbor»", "probability": 0.7127685546875}, {"start": 1257.59, "end": 1266.81, "word": " «neighbors", "probability": 0.82744140625}, {"start": 1266.81, "end": 1267.47, "word": " as", "probability": 0.96923828125}, {"start": 1267.47, "end": 1270.87, "word": " KN»", "probability": 0.893798828125}, {"start": 1270.87, "end": 1272.45, "word": " الأن", "probability": 0.529541015625}, {"start": 1272.45, "end": 1272.63, "word": " هذا", "probability": 0.86279296875}, {"start": 1272.63, "end": 1273.09, "word": " الموديل", "probability": 0.86572265625}, {"start": 1273.09, "end": 1273.53, "word": " أنا", "probability": 0.24365234375}, {"start": 1273.53, "end": 1273.87, "word": " بممكن", "probability": 0.5808919270833334}, {"start": 1273.87, "end": 1274.61, "word": " أنشئه", "probability": 0.7735595703125}, {"start": 1274.61, "end": 1275.31, "word": " مباشرة", "probability": 0.9793701171875}, {"start": 1275.31, "end": 1277.93, "word": " «KNN»", "probability": 0.64715576171875}], "temperature": 1.0}, {"id": 52, "seek": 130644, "start": 1302.66, "end": 1306.44, "text": "والخطوة التالية اللي بعد هيك أنا ممكن أحدد له", "tokens": [2407, 6027, 9778, 9566, 2407, 3660, 16712, 6027, 10632, 13672, 1829, 39182, 39896, 4117, 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"end": 1331.62, "text": "الـ Model أو أروح أعمله Fit اللي كان المفروض أحددله الـ Data Set اللي بده يعمل عليها Training أو مقارنة هي المفروض الـ Train Data Set لكن في ملاحظة مهمة جدا قبل ما نكمل طبعا بإمكاني أنا أوقف هذه وأعلقها", "tokens": [6027, 39184, 17105, 34051, 5551, 32887, 5016, 5551, 25957, 43761, 29263, 13672, 1829, 25961, 9673, 5172, 32887, 11242, 5551, 24401, 3215, 43761, 2423, 39184, 11888, 8928, 13672, 1829, 47525, 3224, 7251, 25957, 1211, 25894, 11296, 20620, 34051, 3714, 4587, 9640, 1863, 3660, 39896, 9673, 5172, 32887, 11242, 2423, 39184, 28029, 11888, 8928, 44381, 8978, 3714, 15040, 5016, 19913, 3660, 3714, 16095, 3660, 10874, 28259, 12174, 36150, 19446, 8717, 24793, 1211, 23032, 3555, 3615, 995, 4724, 28814, 2304, 41361, 1829, 41850, 5551, 30543, 5172, 29538, 36725, 30241, 4587, 11296], "avg_logprob": -0.31162218297465466, "compression_ratio": 1.6097560975609757, "no_speech_prob": 2.0742416381835938e-05, "words": [{"start": 1310.22, "end": 1310.58, "word": "الـ", 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"probability": 0.666015625}, {"start": 1326.16, "end": 1327.8, "word": " أوقف", "probability": 0.8494466145833334}, {"start": 1327.8, "end": 1328.88, "word": " هذه", "probability": 0.8994140625}, {"start": 1328.88, "end": 1331.62, "word": " وأعلقها", "probability": 0.663818359375}], "temperature": 1.0}, {"id": 54, "seek": 136483, "start": 1337.09, "end": 1364.83, "text": "الآسي جمعة الخير هي من أجل الاختصار الـ AS من أجل الاختصار عشان مابترضش أكتب الاسم بالكامل يعني لو أنا بدي أكتبها، هروح أقول «KN N underscore model equals nearest neighbors و N underscore neighbor equals ثلاثة»", "tokens": [6027, 148, 95, 3794, 1829, 10874, 2304, 27884, 33962, 13546, 39896, 9154, 5551, 7435, 1211, 2423, 47283, 2655, 9381, 9640, 2423, 39184, 7469, 9154, 5551, 7435, 1211, 2423, 47283, 2655, 9381, 9640, 6225, 8592, 7649, 3714, 16758, 2655, 43042, 8592, 5551, 4117, 2655, 3555, 2423, 32277, 2304, 20666, 4117, 10943, 1211, 37495, 22653, 45164, 41850, 4724, 16254, 5551, 4117, 2655, 3555, 11296, 12399, 8032, 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"الـ", "probability": 0.34381103515625}, {"start": 1577.52, "end": 1577.6, "word": " Ctrl", "probability": 0.59033203125}, {"start": 1577.6, "end": 1577.94, "word": " V", "probability": 0.1888427734375}, {"start": 1577.94, "end": 1579.12, "word": " التابس", "probability": 0.5107421875}, {"start": 1579.12, "end": 1579.42, "word": " هذه", "probability": 0.4052734375}, {"start": 1579.42, "end": 1579.62, "word": " بدي", "probability": 0.590087890625}, {"start": 1579.62, "end": 1580.52, "word": " استبدلها", "probability": 0.804443359375}, {"start": 1580.52, "end": 1581.4, "word": " بـ", "probability": 0.806884765625}, {"start": 1581.4, "end": 1581.72, "word": " Comma", "probability": 0.254669189453125}], "temperature": 1.0}, {"id": 63, "seek": 161966, "start": 1591.8, "end": 1619.66, "text": "طبعًا، يا عزيزي، في شغل مهم لازم نقولها الآن إنه مش ضروري الـ Prediction دائمًا يعني ماحدش بيقول الـ Prediction بيكون صحيح أو بيكون حقيقية 100% لازم يكون في أخطاء عندي دائمًا أو في معظم الأحيان يكون في 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"word": " أنسخ", "probability": 0.9484049479166666}, {"start": 1629.66, "end": 1629.94, "word": " هذه", "probability": 0.5419921875}, {"start": 1629.94, "end": 1631.0, "word": " هيك", "probability": 0.889892578125}, {"start": 1631.0, "end": 1632.08, "word": " Ctrl", "probability": 0.07757568359375}, {"start": 1632.08, "end": 1632.64, "word": " V", "probability": 0.0968017578125}, {"start": 1632.64, "end": 1634.06, "word": " وبدأ", "probability": 0.4949137369791667}, {"start": 1634.06, "end": 1634.54, "word": " أجي", "probability": 0.8004557291666666}, {"start": 1634.54, "end": 1634.72, "word": " على", "probability": 0.93408203125}, {"start": 1634.72, "end": 1634.94, "word": " ال", "probability": 0.93994140625}, {"start": 1634.94, "end": 1635.2, "word": " raw", "probability": 0.387939453125}, {"start": 1635.2, "end": 1635.66, "word": " اللي", "probability": 0.876220703125}, {"start": 1635.66, "end": 1636.34, "word": " رقمه", "probability": 0.9788818359375}, {"start": 1636.34, "end": 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"text": "نفس الكلام السابق بس الأن بدي أسميه KMN underscore classifier equal الـ model اللي موجود عندي هنا number of neighbors", "tokens": [1863, 36178, 2423, 28820, 10943, 21136, 16758, 4587, 4724, 3794, 16247, 1863, 4724, 16254, 5551, 38251, 1829, 3224, 591, 44, 45, 37556, 1508, 9902, 2681, 2423, 39184, 2316, 13672, 1829, 3714, 29245, 23328, 18871, 16254, 34105, 1230, 295, 12512], "avg_logprob": -0.5121093526482582, "compression_ratio": 1.1870503597122302, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 2138.63, "end": 2139.57, "word": "نفس", "probability": 0.17169189453125}, {"start": 2139.57, "end": 2140.51, "word": " الكلام", "probability": 0.8001302083333334}, {"start": 2140.51, "end": 2141.09, "word": " السابق", "probability": 0.9755859375}, {"start": 2141.09, "end": 2141.39, "word": " بس", "probability": 0.54840087890625}, {"start": 2141.39, "end": 2141.67, "word": " الأن", "probability": 0.56024169921875}, {"start": 2141.67, "end": 2141.79, "word": " بدي", 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وعملية ال fit زي ما قلنا ال extreme", "tokens": [9566, 3555, 3615, 995, 14111, 8978, 3714, 4587, 1211, 37746, 9154, 24793, 6055, 4587, 2288, 13546, 20449, 2423, 2407, 26108, 3555, 23758, 4724, 5016, 1829, 12984, 14739, 3224, 16472, 2655, 14407, 6055, 24401, 3215, 14407, 28242, 4724, 3794, 41193, 3660, 34051, 6055, 24401, 3215, 14407, 20666, 2655, 5172, 9381, 26895, 16472, 2655, 1975, 1829, 8592, 8608, 2407, 36081, 4032, 1975, 1829, 8592, 28239, 2655, 16373, 7435, 2423, 20292, 1975, 8592, 2655, 17082, 1211, 2655, 25894, 11296, 4032, 28239, 2655, 16373, 7435, 13672, 1829, 11331, 36520, 2655, 25894, 11296, 23032, 1829, 3555, 6024, 48506, 23758, 2423, 2316, 591, 44, 45, 37556, 1508, 9902, 4724, 1829, 33753, 26108, 16472, 3224, 1975, 25957, 43761, 3318, 4032, 25957, 1211, 10632, 2423, 3318, 30767, 1829, 19446, 12174, 1211, 8315, 2423, 8084], "avg_logprob": -0.27189960395257307, "compression_ratio": 1.71484375, "no_speech_prob": 2.4437904357910156e-06, "words": [{"start": 2176.82, "end": 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{"start": 2335.23, "end": 2335.61, "word": " تو", "probability": 0.4273681640625}, {"start": 2335.61, "end": 2336.35, "word": " Positional", "probability": 0.55682373046875}, {"start": 2336.35, "end": 2337.11, "word": " Argument", "probability": 0.838134765625}, {"start": 2337.11, "end": 2337.43, "word": " but", "probability": 0.07403564453125}, {"start": 2337.43, "end": 2337.79, "word": " three", "probability": 0.61376953125}, {"start": 2337.79, "end": 2338.05, "word": " were", "probability": 0.87841796875}, {"start": 2338.05, "end": 2338.37, "word": " given", "probability": 0.90625}, {"start": 2338.37, "end": 2340.81, "word": " Space", "probability": 0.400390625}], "temperature": 1.0}, {"id": 90, "seek": 237423, "start": 2362.5, "end": 2374.24, "text": "أنا المفروض أدّي الـ text الـ attributes وهو بده يعمل prediction أنا آسف على الخطأ هذا، الآن هي الـ predicted labels اللي موجودة عندي", "tokens": [10721, 8315, 9673, 5172, 32887, 11242, 5551, 3215, 11703, 1829, 2423, 39184, 2487, 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{"start": 2367.3, "end": 2367.68, "word": " وهو", "probability": 0.607177734375}, {"start": 2367.68, "end": 2367.96, "word": " بده", "probability": 0.358642578125}, {"start": 2367.96, "end": 2368.24, "word": " يعمل", "probability": 0.9615885416666666}, {"start": 2368.24, "end": 2368.68, "word": " prediction", "probability": 0.74072265625}, {"start": 2368.68, "end": 2369.28, "word": " أنا", "probability": 0.5283203125}, {"start": 2369.28, "end": 2369.56, "word": " آسف", "probability": 0.9309895833333334}, {"start": 2369.56, "end": 2369.7, "word": " على", "probability": 0.8671875}, {"start": 2369.7, "end": 2370.04, "word": " الخطأ", "probability": 0.9949544270833334}, {"start": 2370.04, "end": 2370.94, "word": " هذا،", "probability": 0.793212890625}, {"start": 2370.94, "end": 2371.2, "word": " الآن", "probability": 0.5595703125}, {"start": 2371.2, "end": 2371.68, "word": " هي", "probability": 0.55419921875}, {"start": 2371.68, "end": 2371.86, "word": " الـ", "probability": 0.6485595703125}, {"start": 2371.86, "end": 2372.24, "word": " predicted", "probability": 0.6650390625}, {"start": 2372.24, "end": 2372.74, "word": " labels", "probability": 0.84619140625}, {"start": 2372.74, "end": 2373.1, "word": " اللي", "probability": 0.91259765625}, {"start": 2373.1, "end": 2373.82, "word": " موجودة", "probability": 0.9783935546875}, {"start": 2373.82, "end": 2374.24, "word": " عندي", "probability": 0.60943603515625}], "temperature": 1.0}, {"id": 91, "seek": 240244, "start": 2375.07, "end": 2402.45, "text": "أو كأنا فكرت حالي وصلت لمراحة الـ Evaluation سمحوني، هي العناصر اللي موجودة عندها هذه عبارة عن كلية Predicted Labels Predicted Labels زمين للـ X Test اللي موجودة وين الـ Label الحقيقي تبعها موجود؟ الـ Label الحقيقي موجود في الـ Y Train أو في الـ Y Test هاي طيب، الآن عشان أنا أبدأ أقارن خليني أول حاجة نتعرف على الـ Confusion Matrix اللي موجودة عندها", "tokens": [10721, 2407, 9122, 10721, 8315, 6156, 37983, 2655, 11331, 6027, 1829, 4032, 36520, 2655, 32767, 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"probability": 0.89453125}, {"start": 2400.15, "end": 2400.27, "word": " الـ", "probability": 0.7216796875}, {"start": 2400.27, "end": 2400.71, "word": " Confusion", "probability": 0.760498046875}, {"start": 2400.71, "end": 2401.17, "word": " Matrix", "probability": 0.97900390625}, {"start": 2401.17, "end": 2401.59, "word": " اللي", "probability": 0.986083984375}, {"start": 2401.59, "end": 2402.11, "word": " موجودة", "probability": 0.9893798828125}, {"start": 2402.11, "end": 2402.45, "word": " عندها", "probability": 0.9560546875}], "temperature": 1.0}, {"id": 92, "seek": 242594, "start": 2403.86, "end": 2425.94, "text": "وهنا في عندي الـ classification model evaluation هنبدأ الآن الان from ال ASCII layer import matrix", "tokens": [2407, 3224, 8315, 8978, 18871, 16254, 2423, 39184, 21538, 2316, 13344, 8032, 1863, 44510, 10721, 6024, 48506, 2423, 7649, 490, 2423, 7469, 34, 9503, 4583, 974, 8141], "avg_logprob": -0.4969307758978435, "compression_ratio": 1.105263157894737, "no_speech_prob": 0.0, "words": [{"start": 2403.86, "end": 2404.38, "word": "وهنا", "probability": 0.802734375}, {"start": 2404.38, "end": 2404.7, "word": " في", "probability": 0.13134765625}, {"start": 2404.7, "end": 2405.04, "word": " عندي", "probability": 0.64501953125}, {"start": 2405.04, "end": 2405.74, "word": " الـ", "probability": 0.829833984375}, {"start": 2405.74, "end": 2406.8, "word": " classification", "probability": 0.50927734375}, {"start": 2406.8, "end": 2409.54, "word": " model", "probability": 0.92041015625}, {"start": 2409.54, "end": 2412.18, "word": " evaluation", "probability": 0.96533203125}, {"start": 2412.18, "end": 2415.88, "word": " هنبدأ", "probability": 0.7611083984375}, {"start": 2415.88, "end": 2416.4, "word": " الآن", "probability": 0.725830078125}, {"start": 2416.4, "end": 2417.18, "word": " الان", "probability": 0.43701171875}, {"start": 2417.18, "end": 2417.72, "word": " from", "probability": 0.73046875}, {"start": 2417.72, "end": 2418.64, "word": " ال", "probability": 0.42626953125}, {"start": 2418.64, "end": 2419.24, "word": " ASCII", "probability": 0.6595662434895834}, {"start": 2419.24, "end": 2419.86, "word": " layer", "probability": 0.85693359375}, {"start": 2419.86, "end": 2422.64, "word": " import", "probability": 0.65966796875}, {"start": 2422.64, "end": 2425.94, "word": " matrix", "probability": 0.82861328125}], "temperature": 1.0}, {"id": 93, "seek": 244994, "start": 2428.28, "end": 2449.94, "text": "الآن بدي أجيب الـ Matrix، إيش الـ Matrix جامعة الخيار؟ تحتوي أنه من خلالها أنا ممكن أنشأ الـ confusion matrix، أحسب الـ accuracy، أحسب ال precision، أحسب ال recall، أحسب ال أثمجة، كل هذه لدى ال attribute، عفوا، للكاسيفير اللي موجود عندها، وخليني أنا أبدأ مع ال confusion matrix،", "tokens": [6027, 148, 48506, 4724, 16254, 5551, 7435, 1829, 3555, 2423, 39184, 36274, 12399, 11933, 1829, 8592, 2423, 39184, 36274, 10874, 10943, 27884, 33962, 1829, 9640, 22807, 6055, 33753, 45865, 14739, 3224, 9154, 16490, 1211, 6027, 11296, 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{"start": 2438.12, "end": 2438.68, "word": " recall،", "probability": 0.8076171875}, {"start": 2438.68, "end": 2438.86, "word": " أحسب", "probability": 0.9943033854166666}, {"start": 2438.86, "end": 2439.0, "word": " ال", "probability": 0.8935546875}, {"start": 2439.0, "end": 2439.8, "word": " أثمجة،", "probability": 0.7207845052083334}, {"start": 2439.8, "end": 2439.98, "word": " كل", "probability": 0.955078125}, {"start": 2439.98, "end": 2440.24, "word": " هذه", "probability": 0.748046875}, {"start": 2440.24, "end": 2440.62, "word": " لدى", "probability": 0.6424153645833334}, {"start": 2440.62, "end": 2440.74, "word": " ال", "probability": 0.40625}, {"start": 2440.74, "end": 2441.5, "word": " attribute،", "probability": 0.552490234375}, {"start": 2441.5, "end": 2441.96, "word": " عفوا،", "probability": 0.7044677734375}, {"start": 2441.96, "end": 2442.66, "word": " للكاسيفير", "probability": 0.65205078125}, {"start": 2442.66, "end": 2443.5, "word": " اللي", "probability": 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-1.2644230402432954, "compression_ratio": 0.972972972972973, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2467.52, "end": 2468.92, "word": "الـ", "probability": 0.28570556640625}, {"start": 2468.92, "end": 2469.1, "word": " M", "probability": 0.194091796875}, {"start": 2469.1, "end": 2470.64, "word": " الـ", "probability": 0.4741973876953125}, {"start": 2470.64, "end": 2471.22, "word": " CM", "probability": 0.427978515625}, {"start": 2471.22, "end": 2471.9, "word": " متر", "probability": 0.364593505859375}, {"start": 2471.9, "end": 2473.88, "word": " ايقال", "probability": 0.4678192138671875}], "temperature": 1.0}, {"id": 95, "seek": 250744, "start": 2484.7, "end": 2507.44, "text": "هنا كل الـ evaluation functions اللي موجودة عندنا هتاخد مني شغلتين هتاخد مني الـ y test اللي هو ال label الحقيقي والي predicted أو الـ y predicted الـ y predict وهي بدي أروح أقوله اطبع ليه ال matrix اللي عندنا", "tokens": [3224, 8315, 28242, 2423, 39184, 13344, 6828, 13672, 1829, 3714, 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"end": 2534.43, "text": "اللي هي الـ Confusion Matrix الـ Test Set بيتك حجمها هيهم المجموع العناصر الموجودة 120، 25، True Positive، True Negative، False Positive، False Negative، False Positive، False Negative بس إيش ال classes اللي موجودة عندي يا جماعة الخير؟ ال classes يا أخواننا و يا أخواتي بيكونوا تنتبهوا بشكل كويس", "tokens": [6027, 20292, 39896, 2423, 39184, 11701, 5704, 36274, 2423, 39184, 9279, 8928, 4724, 36081, 4117, 11331, 7435, 2304, 11296, 39896, 16095, 9673, 7435, 2304, 45367, 18863, 1863, 33546, 2288, 9673, 29245, 23328, 3660, 10411, 12399, 3552, 12399, 13587, 46326, 12399, 13587, 43230, 12399, 50040, 46326, 12399, 50040, 43230, 12399, 50040, 46326, 12399, 50040, 43230, 4724, 3794, 11933, 1829, 8592, 2423, 5359, 13672, 1829, 3714, 29245, 23328, 3660, 18871, 16254, 35186, 10874, 15042, 27884, 33962, 13546, 22807, 2423, 5359, 35186, 5551, 9778, 2407, 7649, 8315, 4032, 35186, 5551, 9778, 2407, 9307, 1829, 4724, 1829, 30544, 14407, 6055, 29399, 3555, 3224, 14407, 4724, 8592, 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{"start": 2533.41, "end": 2533.67, "word": " تنتبهوا", "probability": 0.797265625}, {"start": 2533.67, "end": 2533.91, "word": " بشكل", "probability": 0.8369140625}, {"start": 2533.91, "end": 2534.43, "word": " كويس", "probability": 0.9817708333333334}], "temperature": 1.0}, {"id": 97, "seek": 256187, "start": 2534.93, "end": 2561.87, "text": "لأنه أنا ما حدد لهوش إيش ال classes فإيش هو بياخد مباشرة بيروح بيعتمد على الآن أول ما قرأت data set أول ما قرأت data set إيش أول class واجهه؟ طبعاً أنا بتكلم في ال test set هذا لأن أول ما زودته، زودته غنين ��ي ال Y-predict أول element في ال Y-test", "tokens": [1211, 33456, 3224, 41850, 19446, 11331, 3215, 3215, 46740, 2407, 8592, 11933, 1829, 8592, 2423, 5359, 6156, 28814, 1829, 8592, 31439, 4724, 1829, 47283, 3215, 3714, 3555, 33599, 25720, 4724, 1829, 32887, 5016, 4724, 1829, 34268, 2304, 3215, 15844, 6024, 48506, 5551, 12610, 19446, 12174, 2288, 10721, 2655, 1412, 992, 5551, 12610, 19446, 12174, 2288, 10721, 2655, 1412, 992, 11933, 1829, 8592, 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259360, "start": 2566.22, "end": 2593.6, "text": "كان واحد، فخلاص، بيعتبر أنه هذا للـ Class الأول، تمام؟ وهذا للClass الثاني، طبعاً هذه العناصر معناته أنها الـ confusion matrix ومن خلالها أنا بنطلق و بحسب كل حاجة، طب إذا أنا بدأ أحسب ال accuracy الآن، اذكروا ال accuracy كانت إيش بتساوي؟ ال true positive زائد ال true negative على كل العناصر المجموعة هنا", "tokens": [41361, 36764, 24401, 12399, 6156, 9778, 1211, 33546, 12399, 4724, 1829, 34268, 26890, 14739, 3224, 23758, 24976, 39184, 9471, 16247, 12610, 12399, 46811, 10943, 22807, 37037, 15730, 24976, 44621, 6024, 104, 7649, 1829, 12399, 23032, 3555, 3615, 995, 14111, 29538, 18863, 8315, 9381, 2288, 20449, 8315, 47395, 14739, 11296, 2423, 39184, 15075, 8141, 4032, 27842, 16490, 1211, 6027, 11296, 41850, 44945, 9566, 1211, 4587, 4032, 4724, 5016, 35457, 28242, 11331, 26108, 3660, 12399, 23032, 3555, 11933, 15730, 41850, 47525, 10721, 5551, 5016, 35457, 2423, 14170, 6024, 48506, 12399, 1975, 8848, 37983, 14407, 2423, 14170, 25961, 2655, 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"start": 2599.26, "end": 2620.64, "text": "سأقوم بإعادة الـ Accuracy ACC متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي متركز تساوي مت", "tokens": [3794, 10721, 4587, 20498, 4724, 28814, 3615, 18513, 3660, 2423, 39184, 5725, 374, 2551, 42251, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 44650, 2288, 4117, 11622, 6055, 3794, 995, 45865, 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{"start": 2613.26, "end": 2613.4, "word": " تساوي", "probability": 0.9627685546875}, {"start": 2613.4, "end": 2613.48, "word": " متركز", "probability": 0.961669921875}, {"start": 2613.48, "end": 2613.8, "word": " تساوي", "probability": 0.9664306640625}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.961181640625}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.9691162109375}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.9609375}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.97021484375}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.9620361328125}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.9716796875}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.963134765625}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.9720458984375}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.964599609375}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.972900390625}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.9658203125}, {"start": 2613.8, "end": 2613.8, "word": " تساوي", "probability": 0.9730224609375}, {"start": 2613.8, "end": 2613.8, "word": " متركز", "probability": 0.9664306640625}, {"start": 2613.8, "end": 2613.94, "word": " تساوي", "probability": 0.97265625}, {"start": 2613.94, "end": 2614.14, "word": " متركز", "probability": 0.9676513671875}, {"start": 2614.14, "end": 2614.34, "word": " تساوي", "probability": 0.971923828125}, {"start": 2614.34, "end": 2614.36, "word": " متركز", "probability": 0.9681396484375}, {"start": 2614.36, "end": 2614.36, "word": " تساوي", "probability": 0.97119140625}, {"start": 2614.36, "end": 2614.36, "word": " متركز", "probability": 0.96826171875}, {"start": 2614.36, "end": 2614.36, "word": " تساوي", "probability": 0.96923828125}, {"start": 2614.36, "end": 2614.36, "word": " متركز", "probability": 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Matrix dot مش underscore جالي 72.27 ممتاز، بدي أنتقل للسلة اللي بعدها لو أنا بدي أحسب ال F major score أو ال precision ال first class اللي موجود عندي هان", "tokens": [3224, 2407, 2423, 39184, 5725, 374, 2551, 24976, 39184, 17105, 13672, 1829, 3714, 29245, 23328, 16472, 4117, 8032, 7649, 36274, 5893, 37893, 37556, 10874, 6027, 1829, 18731, 13, 10076, 3714, 2304, 2655, 31377, 12399, 4724, 16254, 14739, 2655, 4587, 1211, 24976, 3794, 37977, 13672, 1829, 39182, 11296, 45164, 41850, 4724, 16254, 5551, 5016, 35457, 2423, 479, 2563, 6175, 34051, 2423, 18356, 2423, 700, 1508, 13672, 1829, 3714, 29245, 23328, 18871, 16254, 8032, 7649], "avg_logprob": -0.34332771599292755, "compression_ratio": 1.4623115577889447, "no_speech_prob": 1.3113021850585938e-05, "words": [{"start": 2622.61, "end": 2622.91, "word": "هو", "probability": 0.486328125}, {"start": 2622.91, "end": 2623.43, "word": " الـ", "probability": 0.80029296875}, {"start": 2623.43, "end": 2625.49, "word": " Accuracy", "probability": 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