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+{"segments": [{"id": 1, "seek": 3419, "start": 20.45, "end": 34.19, "text": "طيب بسم الله الرحمن الرحيم والصلاة والسلام علي أشرف الأنبياء والمسلمين، سيدنا محمد وعليه وصحبه أجمعين، اليوم نتكلم مع بعض ان شاء الله تعالى ال concept تبع ال probability اللي بدأنا نتكلم فيها ال posterior probability اللي وصلناها المرة اللي فاتت", "tokens": [9566, 1829, 3555, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 16070, 9381, 15040, 3660, 16070, 3794, 37440, 25894, 5551, 8592, 28480, 16247, 1863, 21292, 16606, 16070, 2304, 3794, 19528, 9957, 12399, 8608, 25708, 8315, 3714, 35571, 3215, 4032, 3615, 20292, 3224, 4032, 9381, 5016, 3555, 3224, 5551, 7435, 2304, 3615, 9957, 12399, 45595, 20498, 8717, 2655, 4117, 19528, 20449, 45030, 11242, 16472, 13412, 16606, 21984, 37279, 6027, 7578, 2423, 3410, 6055, 3555, 3615, 2423, 8482, 13672, 1829, 47525, 10721, 8315, 8717, 2655, 4117, 19528, 8978, 11296, 2423, 33529, 8482, 13672, 1829, 4032, 36520, 8315, 11296, 9673, 25720, 13672, 1829, 6156, 9307, 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اللي هييجي عندنا كيف بتتم عملية ال speaker identification و ال verification اتكمن ال identification و ال verification بتعتمد في ال .. ال .. ال .. نبدأ بال identification على اساس انه هتكون في عندك target speakers", "tokens": [3224, 1863, 8592, 38688, 34892, 26108, 3215, 8978, 2423, 2573, 13672, 1829, 39896, 1829, 7435, 1829, 43242, 8315, 9122, 33911, 39894, 39237, 6225, 42213, 10632, 2423, 8145, 22065, 4032, 2423, 30206, 1975, 2655, 24793, 1863, 2423, 22065, 4032, 2423, 30206, 39894, 34268, 2304, 3215, 8978, 2423, 4386, 2423, 4386, 2423, 4386, 8717, 44510, 10721, 20666, 22065, 15844, 24525, 32277, 16472, 3224, 8032, 2655, 30544, 8978, 43242, 4117, 3779, 9518], "avg_logprob": -0.3178571552038193, "compression_ratio": 1.8162162162162163, "no_speech_prob": 0.0, "words": [{"start": 287.6, "end": 287.94, "word": "هنشوف", "probability": 0.9161376953125}, {"start": 287.94, "end": 288.26, "word": " الراجد", "probability": 0.490966796875}, {"start": 288.26, "end": 288.44, "word": " في", 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366.88, "word": " MAP", "probability": 0.6329345703125}, {"start": 366.88, "end": 367.8, "word": " ال", "probability": 0.43408203125}, {"start": 367.8, "end": 368.84, "word": " MAP", "probability": 0.945068359375}, {"start": 368.84, "end": 369.16, "word": " هد", "probability": 0.876953125}, {"start": 369.16, "end": 369.28, "word": " اللي", "probability": 0.9697265625}, {"start": 369.28, "end": 369.52, "word": " هي", "probability": 0.8349609375}, {"start": 369.52, "end": 370.3, "word": " probability", "probability": 0.95703125}, {"start": 370.3, "end": 370.64, "word": " of", "probability": 0.98095703125}, {"start": 370.64, "end": 371.24, "word": " lambda", "probability": 0.439453125}, {"start": 371.24, "end": 371.68, "word": " j", "probability": 0.70703125}, {"start": 371.68, "end": 373.14, "word": " conditioned", "probability": 0.56591796875}, {"start": 373.14, "end": 373.96, "word": " to", "probability": 0.98291015625}, {"start": 373.96, "end": 375.22, "word": " xn", "probability": 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لنا ال frame هذا أو ال feature بتاعة ال frame هذا، إذا كان قادر إنه ينتجها ال speaker", "tokens": [3224, 15730, 6156, 3615, 15040, 7251, 29399, 7435, 5296, 8315, 2423, 3920, 23758, 34051, 2423, 4111, 39894, 995, 27884, 2423, 3920, 23758, 12399, 11933, 15730, 25961, 12174, 18513, 2288, 36145, 3224, 7251, 29399, 7435, 11296, 2423, 8145], "avg_logprob": -0.27837169876224116, "compression_ratio": 1.3508771929824561, "no_speech_prob": 5.4001808166503906e-05, "words": [{"start": 384.66, "end": 384.78, "word": "هذا", "probability": 0.469970703125}, {"start": 384.78, "end": 385.38, "word": " فعلا", "probability": 0.7801106770833334}, {"start": 385.38, "end": 385.82, "word": " ينتج", "probability": 0.9640299479166666}, {"start": 385.82, "end": 386.66, "word": " لنا", "probability": 0.764892578125}, {"start": 386.66, "end": 387.12, "word": " ال", "probability": 0.9296875}, {"start": 387.12, "end": 387.94, "word": " frame", "probability": 0.77197265625}, {"start": 387.94, "end": 388.8, "word": " 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maximum probability", "tokens": [6027, 9834, 6055, 3555, 34268, 3224, 4724, 5016, 1829, 12984, 16472, 3224, 43242, 2423, 7542, 43242, 2423, 3920, 23758, 7251, 9566, 1211, 3615, 23275, 6674, 6674, 20449, 8315, 47395, 16472, 34105, 6225, 42213, 2655, 15983, 32767, 9957, 24976, 4111, 29538, 6225, 42213, 2655, 15983, 24976, 4111, 29538, 1975, 15730, 12174, 8592, 9566, 4111, 8717, 36178, 2423, 4111, 1975, 2407, 4111, 12174, 16572, 49401, 9154, 11296, 1975, 4117, 25708, 39896, 3615, 9566, 9957, 1829, 6674, 8482], "avg_logprob": -0.24383223958705602, "compression_ratio": 1.736040609137056, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 431.66, "end": 431.72, "word": "ال", "probability": 0.48388671875}, {"start": 431.72, "end": 432.14, "word": " parameters", "probability": 0.2763671875}, {"start": 432.14, "end": 432.68, "word": " تبعته", "probability": 0.7640380859375}, {"start": 432.68, "end": 433.02, "word": " بحيث", "probability": 0.914306640625}, {"start": 433.02, "end": 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lambda j بمعنى جدش احتمال كل class من ال classes فهذه بدها تكون ال priority او ال prior probability اللي هي جدش من الأساس ان انا اعطي كل speaker احتمال", "tokens": [5390, 556, 2423, 12610, 995, 5296, 10721, 6156, 26890, 11242, 3224, 29538, 8482, 47525, 11296, 11331, 35457, 3660, 47525, 11296, 6225, 42213, 10632, 11331, 3794, 16758, 6156, 3224, 24192, 7251, 43020, 16247, 3794, 32277, 8978, 13412, 17082, 1211, 8315, 3714, 11242, 32887, 49401, 8978, 8482, 295, 13607, 361, 4724, 2304, 3615, 1863, 7578, 10874, 3215, 8592, 1975, 33753, 2304, 6027, 28242, 1508, 9154, 2423, 5359, 6156, 3224, 24192, 47525, 11296, 6055, 30544, 2423, 9365, 1975, 2407, 2423, 4059, 8482, 13672, 1829, 39896, 10874, 3215, 8592, 9154, 16247, 3794, 32277, 16472, 1975, 8315, 1975, 3615, 9566, 1829, 28242, 8145, 1975, 33753, 2304, 6027], "avg_logprob": -0.20904125982117885, "compression_ratio": 1.7831858407079646, "no_speech_prob": 2.384185791015625e-06, "words": [{"start": 485.46, "end": 485.74, "word": "belong", 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" احتمال", "probability": 0.98291015625}], "temperature": 1.0}, {"id": 19, "seek": 53295, "start": 513.95, "end": 532.95, "text": "معروفة على probability of Xn في النهاية ال Xn هذه انا هجربها على كل classes فقيمتها هتكون constant للكل لان انا بعمل classification لها بالنسبة لمن؟ لكل واحد من", "tokens": [2304, 3615, 32887, 5172, 3660, 15844, 8482, 295, 1783, 77, 8978, 28239, 11296, 10632, 2423, 1783, 77, 29538, 1975, 8315, 8032, 7435, 25513, 11296, 15844, 28242, 5359, 6156, 4587, 32640, 2655, 11296, 8032, 2655, 30544, 5754, 5296, 23275, 1211, 5296, 7649, 1975, 8315, 4724, 25957, 1211, 21538, 5296, 11296, 20666, 1863, 35457, 3660, 5296, 27842, 22807, 5296, 28820, 36764, 24401, 9154], "avg_logprob": -0.32913306067066805, "compression_ratio": 1.4642857142857142, "no_speech_prob": 5.614757537841797e-05, "words": [{"start": 513.9499999999999, "end": 515.03, "word": "معروفة", "probability": 0.662939453125}, {"start": 515.03, "end": 516.11, "word": " على", "probability": 0.28271484375}, 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classes", "probability": 0.7275390625}, {"start": 524.25, "end": 525.89, "word": " فقيمتها", "probability": 0.97861328125}, {"start": 525.89, "end": 526.41, "word": " هتكون", "probability": 0.9339192708333334}, {"start": 526.41, "end": 526.79, "word": " constant", "probability": 0.93701171875}, {"start": 526.79, "end": 527.33, "word": " للكل", "probability": 0.8274739583333334}, {"start": 527.33, "end": 529.15, "word": " لان", "probability": 0.56103515625}, {"start": 529.15, "end": 529.25, "word": " انا", "probability": 0.828369140625}, {"start": 529.25, "end": 529.65, "word": " بعمل", "probability": 0.7392578125}, {"start": 529.65, "end": 529.99, "word": " classification", "probability": 0.6787109375}, {"start": 529.99, "end": 530.61, "word": " لها", "probability": 0.834228515625}, {"start": 530.61, "end": 531.35, "word": " بالنسبة", "probability": 0.860107421875}, {"start": 531.35, "end": 531.89, "word": " لمن؟", "probability": 0.6082356770833334}, {"start": 531.89, "end": 532.39, 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0.74560546875}, {"start": 783.11, "end": 784.01, "word": " n،", "probability": 0.289520263671875}, {"start": 784.01, "end": 784.21, "word": " فانت", "probability": 0.9900716145833334}, {"start": 784.21, "end": 784.57, "word": " بتاخد", "probability": 0.9903971354166666}, {"start": 784.57, "end": 785.13, "word": " frames", "probability": 0.931640625}, {"start": 785.13, "end": 785.91, "word": " كاملة،", "probability": 0.959228515625}, {"start": 785.91, "end": 786.13, "word": " عشان", "probability": 0.9944661458333334}, {"start": 786.13, "end": 786.43, "word": " تاخد", "probability": 0.9962565104166666}, {"start": 786.43, "end": 786.51, "word": " ال", "probability": 0.95166015625}, {"start": 786.51, "end": 786.77, "word": " frames", "probability": 0.78564453125}, {"start": 786.77, "end": 787.19, "word": " كاملة", "probability": 0.9972330729166666}], "temperature": 1.0}, {"id": 29, "seek": 81284, "start": 790.04, "end": 812.84, "text": "هذه الoperation لكل frame لحاله بس بدك تعمل للكل في النهاية المعادلة اللى بدك تعملها للكل عشان تقول والله فعلا it's a whole what it's what كاملة ممكن يكون فيها مجموعة frames بدنا نشتغل على ال probability لمين ل X0 X1 X2 to XM-1", "tokens": [3224, 24192, 2423, 7192, 399, 5296, 28820, 3920, 5296, 5016, 6027, 3224, 4724, 3794, 47525, 4117, 6055, 25957, 1211, 5296, 23275, 1211, 8978, 28239, 11296, 10632, 9673, 3615, 18513, 37977, 13672, 7578, 47525, 4117, 6055, 25957, 1211, 11296, 5296, 23275, 1211, 6225, 8592, 7649, 6055, 39648, 16070, 43761, 6156, 3615, 15040, 309, 311, 257, 1379, 437, 309, 311, 437, 9122, 10943, 37977, 3714, 43020, 7251, 30544, 8978, 11296, 3714, 7435, 2304, 45367, 3660, 12083, 47525, 8315, 8717, 8592, 2655, 17082, 1211, 15844, 2423, 8482, 32767, 9957, 5296, 1783, 15, 1783, 16, 1783, 17, 281, 1783, 44, 12, 16], "avg_logprob": -0.2869318067425429, "compression_ratio": 1.5585585585585586, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 790.04, "end": 790.12, "word": "هذه", "probability": 0.302215576171875}, 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اشي انت فعليا جاوسيان mixture بتعملها عندك مجموعة probability density functions بتعدل ال mu و ال covariance احنا المرة الأولى قولنا ان كل جاوسيان كيف بيعبّل احنا و كيف بيستخلها يعني ايش ال features بتاعتها او اعفوا ايش ال parameters بتاعتها ال mu و", "tokens": [3224, 1211, 39894, 25957, 1211, 8978, 2423, 3224, 25708, 2288, 2304, 9640, 4117, 38688, 3714, 2407, 16254, 1211, 4032, 20193, 8978, 25724, 995, 41779, 1829, 7649, 22807, 8978, 25724, 995, 41779, 1829, 7649, 4724, 3794, 25724, 995, 41779, 1829, 7649, 11778, 1829, 8717, 36178, 27188, 4117, 25720, 39894, 25957, 1211, 2423, 3224, 25708, 2288, 2304, 9640, 4117, 38688, 3714, 2407, 16254, 1211, 37893, 8032, 36081, 17082, 13546, 18871, 3224, 1975, 8592, 1829, 16472, 2655, 6156, 3615, 20292, 995, 10874, 995, 41779, 1829, 7649, 9925, 39894, 25957, 1211, 11296, 43242, 4117, 3714, 7435, 2304, 2407, 27884, 8482, 10305, 6828, 39894, 22488, 1211, 2423, 2992, 4032, 2423, 49851, 719, 1975, 5016, 8315, 9673, 25720, 16247, 12610, 7578, 12174, 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0.400634765625}, {"start": 1302.05, "end": 1302.17, "word": " لا", "probability": 0.99267578125}, {"start": 1302.17, "end": 1302.41, "word": " في", "probability": 0.6748046875}, {"start": 1302.41, "end": 1302.89, "word": " الجاوسيان؟", "probability": 0.7242024739583334}, {"start": 1302.89, "end": 1303.17, "word": " في", "probability": 0.7578125}, {"start": 1303.17, "end": 1303.71, "word": " الجاوسيان", "probability": 0.94384765625}, {"start": 1303.71, "end": 1304.17, "word": " بس", "probability": 0.798095703125}, {"start": 1304.17, "end": 1304.59, "word": " الجاوسيان", "probability": 0.87236328125}, {"start": 1304.59, "end": 1304.69, "word": " دي", "probability": 0.5316162109375}, {"start": 1304.69, "end": 1304.89, "word": " نفس", "probability": 0.97119140625}, {"start": 1304.89, "end": 1305.21, "word": " الفكرة", "probability": 0.9812825520833334}, {"start": 1305.21, "end": 1305.43, "word": " بتعمل", "probability": 0.6615397135416666}, {"start": 1305.43, "end": 1305.95, "word": " الهيدرماركوف", "probability": 0.9163818359375}, {"start": 1305.95, "end": 1306.23, "word": " موديل", "probability": 0.9676513671875}, {"start": 1306.23, "end": 1306.43, "word": " مش", "probability": 0.85888671875}, {"start": 1306.43, "end": 1306.75, "word": " هيتغير", "probability": 0.9354248046875}, {"start": 1306.75, "end": 1307.03, "word": " عنه", "probability": 0.427001953125}, {"start": 1307.03, "end": 1307.29, "word": " اشي", "probability": 0.702880859375}, {"start": 1307.29, "end": 1308.21, "word": " انت", "probability": 0.85400390625}, {"start": 1308.21, "end": 1308.57, "word": " فعليا", "probability": 0.8814697265625}, {"start": 1308.57, "end": 1308.99, "word": " جاوسيان", "probability": 0.909375}, {"start": 1308.99, "end": 1309.39, "word": " mixture", "probability": 0.71826171875}, {"start": 1309.39, "end": 1310.39, "word": " بتعملها", "probability": 0.951904296875}, {"start": 1310.39, "end": 1310.67, "word": " عندك", "probability": 0.99072265625}, {"start": 1310.67, "end": 1311.11, "word": " مجموعة", "probability": 0.923046875}, {"start": 1311.11, "end": 1312.95, "word": " probability", "probability": 0.88720703125}, {"start": 1312.95, "end": 1313.65, "word": " density", "probability": 0.52734375}, {"start": 1313.65, "end": 1314.29, "word": " functions", "probability": 0.80322265625}, {"start": 1314.29, "end": 1315.67, "word": " بتعدل", "probability": 0.974609375}, {"start": 1315.67, "end": 1316.05, "word": " ال", "probability": 0.8349609375}, {"start": 1316.05, "end": 1316.29, "word": " mu", "probability": 0.224853515625}, {"start": 1316.29, "end": 1316.61, "word": " و", "probability": 0.80810546875}, {"start": 1316.61, "end": 1316.69, "word": " ال", "probability": 0.93798828125}, {"start": 1316.69, "end": 1317.21, "word": " covariance", "probability": 0.98388671875}, {"start": 1317.21, "end": 1317.57, "word": " احنا", "probability": 0.9108072916666666}, {"start": 1317.57, "end": 1317.75, "word": " المرة", "probability": 0.83837890625}, {"start": 1317.75, "end": 1317.99, "word": " الأولى", "probability": 0.669921875}, {"start": 1317.99, "end": 1318.33, "word": " قولنا", "probability": 0.766357421875}, {"start": 1318.33, "end": 1318.49, "word": " ان", "probability": 0.79541015625}, {"start": 1318.49, "end": 1318.81, "word": " كل", "probability": 0.8681640625}, {"start": 1318.81, "end": 1319.97, "word": " جاوسيان", "probability": 0.903515625}, {"start": 1319.97, "end": 1321.03, "word": " كيف", "probability": 0.92724609375}, {"start": 1321.03, "end": 1321.33, "word": " بيعبّل", "probability": 0.5936686197916666}, {"start": 1321.33, "end": 1321.49, "word": " احنا", "probability": 0.7332763671875}, {"start": 1321.49, "end": 1321.59, "word": " و", "probability": 0.8681640625}, {"start": 1321.59, "end": 1321.75, "word": " كيف", "probability": 0.9462890625}, {"start": 1321.75, "end": 1322.53, "word": " بيستخلها", "probability": 0.8038736979166666}, {"start": 1322.53, "end": 1323.29, "word": " يعني", "probability": 0.94189453125}, {"start": 1323.29, "end": 1323.45, "word": " ايش", "probability": 0.7423502604166666}, {"start": 1323.45, "end": 1323.55, "word": " ال", "probability": 0.9794921875}, {"start": 1323.55, "end": 1323.81, "word": " features", "probability": 0.6943359375}, {"start": 1323.81, "end": 1324.23, "word": " بتاعتها", "probability": 0.953369140625}, {"start": 1324.23, "end": 1324.35, "word": " او", "probability": 0.87353515625}, {"start": 1324.35, "end": 1324.65, "word": " اعفوا", "probability": 0.803466796875}, {"start": 1324.65, "end": 1324.87, "word": " ايش", "probability": 0.85791015625}, {"start": 1324.87, "end": 1324.99, "word": " ال", "probability": 0.97509765625}, {"start": 1324.99, "end": 1325.37, "word": " parameters", "probability": 0.9580078125}, {"start": 1325.37, "end": 1325.95, "word": " بتاعتها", "probability": 0.989013671875}, {"start": 1325.95, "end": 1327.05, "word": " ال", "probability": 0.93994140625}, {"start": 1327.05, "end": 1328.09, "word": " mu", "probability": 0.52001953125}, {"start": 1328.09, "end": 1329.49, "word": " و", "probability": 0.96435546875}], "temperature": 1.0}, {"id": 46, "seek": 134945, "start": 1331.25, "end": 1349.45, "text": "و ال sigma اللى هى ال covariance تاعتها مو بالظبط المقصودة عن ال mean عن ال مو و ال covariance اللى هى ال sigma قدشها دى و قدشها دى", "tokens": [2407, 2423, 12771, 13672, 7578, 8032, 7578, 2423, 49851, 719, 6055, 995, 34268, 11296, 3714, 2407, 20666, 19913, 3555, 9566, 9673, 4587, 9381, 23328, 3660, 18871, 2423, 914, 18871, 2423, 3714, 2407, 4032, 2423, 49851, 719, 13672, 7578, 8032, 7578, 2423, 12771, 12174, 3215, 8592, 11296, 11778, 7578, 4032, 12174, 3215, 8592, 11296, 11778, 7578], "avg_logprob": -0.3962053598037788, "compression_ratio": 1.6666666666666667, "no_speech_prob": 0.0, "words": [{"start": 1331.25, "end": 1331.45, "word": "و", "probability": 0.98388671875}, {"start": 1331.45, "end": 1331.55, "word": " ال", "probability": 0.74365234375}, {"start": 1331.55, "end": 1331.79, "word": " sigma", "probability": 0.8134765625}, {"start": 1331.79, "end": 1332.03, "word": " اللى", "probability": 0.678466796875}, {"start": 1332.03, "end": 1332.27, "word": " هى", "probability": 0.86572265625}, {"start": 1332.27, "end": 1332.99, "word": " ال", "probability": 0.94384765625}, {"start": 1332.99, "end": 1334.45, "word": " covariance", "probability": 0.923095703125}, {"start": 1334.45, "end": 1335.43, "word": " تاعتها", "probability": 0.80462646484375}, {"start": 1335.43, "end": 1336.15, "word": " مو", "probability": 0.2967529296875}, {"start": 1336.15, "end": 1336.97, "word": " بالظبط", "probability": 0.88818359375}, {"start": 1336.97, "end": 1337.93, "word": " المقصودة", "probability": 0.6402099609375}, {"start": 1337.93, "end": 1338.17, "word": " عن", "probability": 0.344482421875}, {"start": 1338.17, "end": 1338.81, "word": " ال", "probability": 0.625}, {"start": 1338.81, "end": 1338.91, "word": " mean", "probability": 0.423828125}, {"start": 1338.91, "end": 1339.15, "word": " عن", "probability": 0.284423828125}, {"start": 1339.15, "end": 1339.27, "word": " ال", "probability": 0.8095703125}, {"start": 1339.27, "end": 1339.59, "word": " مو", "probability": 0.4459228515625}, {"start": 1339.59, "end": 1341.21, "word": " و", "probability": 0.289794921875}, {"start": 1341.21, "end": 1342.33, "word": " ال", "probability": 0.55615234375}, {"start": 1342.33, "end": 1345.33, "word": " covariance", "probability": 0.8720703125}, {"start": 1345.33, "end": 1345.81, "word": " اللى", "probability": 0.84375}, {"start": 1345.81, "end": 1346.73, "word": " هى", "probability": 0.93408203125}, {"start": 1346.73, "end": 1346.95, "word": " ال", "probability": 0.444091796875}, {"start": 1346.95, "end": 1347.25, "word": " sigma", "probability": 0.880859375}, {"start": 1347.25, "end": 1348.89, "word": " قدشها", "probability": 0.676513671875}, {"start": 1348.89, "end": 1348.99, "word": " دى", "probability": 0.815673828125}, {"start": 1348.99, "end": 1349.09, "word": " و", 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جدش ال weight تبع كل واحدة منهم هيتغير، فإذا برضه بتدخل معنا، فهذه هي ال parameters اللي عادة بدنا نعملها optimization", "tokens": [2407, 40228, 9566, 1829, 3364, 5296, 28820, 36764, 24401, 3660, 9154, 16095, 12399, 3714, 43020, 7251, 30544, 30767, 1829, 19446, 12174, 1211, 8315, 1975, 5016, 8315, 6055, 36520, 9154, 46811, 7649, 10632, 5296, 9640, 3555, 3615, 4032, 14851, 9957, 12399, 5296, 9640, 3555, 3615, 4032, 14851, 9957, 10305, 34051, 39148, 10305, 2445, 11778, 47283, 1211, 28242, 9925, 12399, 11778, 47283, 1211, 28242, 9925, 12399, 28242, 36764, 24401, 3660, 13672, 1829, 5296, 11296, 3364, 3714, 46456, 46538, 18871, 16712, 7649, 1829, 12399, 4724, 43042, 3224, 10874, 3215, 8592, 2423, 3364, 6055, 3555, 3615, 28242, 36764, 24401, 3660, 9154, 16095, 8032, 36081, 17082, 13546, 12399, 6156, 28814, 15730, 4724, 43042, 3224, 39894, 3215, 9778, 1211, 20449, 8315, 12399, 6156, 3224, 24192, 39896, 2423, 9834, 13672, 1829, 6225, 18513, 3660, 47525, 8315, 8717, 25957, 1211, 11296, 19618], 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mixture داخل ال mixture اللي أخدناه المرة اللي فاتت طيب okay هاي خلصنا ال process و العملية بتاعتنا و خلصنا الجاسيان mixture model طيب", "tokens": [45340, 1829, 2407, 39894, 45761, 25724, 32277, 1829, 7649, 39894, 45761, 25724, 32277, 1829, 7649, 9925, 2316, 9673, 1829, 2407, 4032, 2423, 49851, 719, 4032, 2423, 8482, 5296, 28820, 17752, 11778, 47283, 1211, 2423, 9925, 11778, 47283, 1211, 2423, 9925, 13672, 1829, 5551, 9778, 3215, 8315, 3224, 9673, 25720, 13672, 1829, 6156, 9307, 2655, 23032, 1829, 3555, 1392, 8032, 47302, 16490, 1211, 9381, 8315, 2423, 1399, 4032, 18863, 42213, 10632, 39894, 995, 34268, 8315, 4032, 16490, 1211, 9381, 8315, 25724, 32277, 1829, 7649, 9925, 2316, 23032, 1829, 3555], "avg_logprob": -0.3212780818510591, "compression_ratio": 1.9047619047619047, "no_speech_prob": 0.0, "words": [{"start": 3705.55, "end": 3705.97, "word": "الميو", "probability": 0.43609619140625}, {"start": 3705.97, "end": 3706.53, "word": " بتاع", "probability": 0.419769287109375}, {"start": 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"word": " و", "probability": 0.6181640625}, {"start": 5215.85, "end": 5216.51, "word": " خلصناها", "probability": 0.60712890625}, {"start": 5216.51, "end": 5217.27, "word": " ولكن", "probability": 0.871337890625}, {"start": 5217.27, "end": 5217.47, "word": " هنا", "probability": 0.9833984375}, {"start": 5217.47, "end": 5218.37, "word": " probabilistic", "probability": 0.6993408203125}, {"start": 5218.37, "end": 5218.83, "word": " model", "probability": 0.92724609375}], "temperature": 1.0}, {"id": 178, "seek": 524049, "start": 5222.71, "end": 5240.49, "text": "بمعناته هدف اكيد هيكون في iterations iterations كل مرة لازم تصير في improvement على النتائج وهذه بتكون هي الفيصل امتى اواجه ال iterations تبعتي في الغالب في الغالب امتى انجور واجفنا ال training اذا كان ال improvement والله مقنع", "tokens": [3555, 2304, 3615, 1863, 9307, 3224, 8032, 3215, 5172, 1975, 4117, 25708, 39896, 30544, 8978, 36540, 36540, 28242, 3714, 25720, 5296, 31377, 2304, 6055, 9381, 13546, 8978, 10444, 15844, 28239, 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{"start": 5225.75, "end": 5227.09, "word": " iterations", "probability": 0.220458984375}, {"start": 5227.09, "end": 5227.41, "word": " كل", "probability": 0.89990234375}, {"start": 5227.41, "end": 5227.73, "word": " مرة", "probability": 0.987548828125}, {"start": 5227.73, "end": 5228.01, "word": " لازم", "probability": 0.9461263020833334}, {"start": 5228.01, "end": 5228.31, "word": " تصير", "probability": 0.7652994791666666}, {"start": 5228.31, "end": 5228.47, "word": " في", "probability": 0.712890625}, {"start": 5228.47, "end": 5228.91, "word": " improvement", "probability": 0.9296875}, {"start": 5228.91, "end": 5229.19, "word": " على", "probability": 0.68994140625}, {"start": 5229.19, "end": 5229.83, "word": " النتائج", "probability": 0.845703125}, {"start": 5229.83, "end": 5230.53, "word": " وهذه", "probability": 0.704833984375}, {"start": 5230.53, "end": 5230.79, "word": " بتكون", "probability": 0.76220703125}, {"start": 5230.79, "end": 5230.95, "word": " هي", "probability": 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اللي بيغيرهم؟ و بيخليننا نقول والله ال frame ده belonged to this state أو state تانية اللي هي set of transition probabilities اللي هي الاحتمالات", "tokens": [4520, 8997, 2750, 17105, 3714, 34268, 3555, 41891, 15844, 6225, 42213, 10632, 4368, 12399, 37893, 2304, 45367, 3660, 4368, 12399, 28242, 1785, 39894, 2655, 17082, 13546, 44945, 16606, 15844, 2423, 12083, 13672, 1829, 8032, 41260, 9778, 1211, 16095, 2423, 12083, 11778, 12610, 3660, 12399, 11933, 1829, 8592, 13672, 1829, 4724, 1829, 17082, 13546, 16095, 22807, 4032, 4724, 1829, 9778, 1211, 9957, 8315, 8717, 39648, 16070, 43761, 2423, 3920, 11778, 3224, 28611, 281, 341, 1785, 34051, 1785, 6055, 7649, 10632, 13672, 1829, 39896, 992, 295, 6034, 33783, 13672, 1829, 39896, 42963, 33753, 2304, 6027, 9307], "avg_logprob": -0.2861842243294967, "compression_ratio": 1.6824034334763949, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 5242.93, "end": 5243.45, "word": "Stochastic", "probability": 0.7006429036458334}, {"start": 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"probability": 0.8335774739583334}, {"start": 5259.23, "end": 5259.39, "word": " نقول", "probability": 0.989501953125}, {"start": 5259.39, "end": 5259.61, "word": " والله", "probability": 0.59344482421875}, {"start": 5259.61, "end": 5259.75, "word": " ال", "probability": 0.90478515625}, {"start": 5259.75, "end": 5259.89, "word": " frame", "probability": 0.5595703125}, {"start": 5259.89, "end": 5260.11, "word": " ده", "probability": 0.77734375}, {"start": 5260.11, "end": 5260.35, "word": " belonged", "probability": 0.287109375}, {"start": 5260.35, "end": 5260.63, "word": " to", "probability": 0.9775390625}, {"start": 5260.63, "end": 5260.85, "word": " this", "probability": 0.94677734375}, {"start": 5260.85, "end": 5261.33, "word": " state", "probability": 0.9638671875}, {"start": 5261.33, "end": 5261.87, "word": " أو", "probability": 0.8251953125}, {"start": 5261.87, "end": 5262.67, "word": " state", "probability": 0.546875}, {"start": 5262.67, "end": 5263.13, "word": " تانية", 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states عندك او من ال state لنفسها هدولة probabilities هدول هدول كلهم transition probabilities امتى ال frame اللي جاي لاينطبق معاه", "tokens": [995, 33753, 2304, 6027, 9307, 2423, 7649, 2655, 4587, 6027, 1975, 2407, 2423, 6034, 9154, 472, 1785, 281, 1071, 1975, 2407, 9154, 2423, 1785, 5296, 1863, 36178, 11296, 1975, 2407, 9154, 2423, 1785, 5296, 1863, 36178, 11296, 6055, 39648, 3714, 7649, 1829, 3714, 7435, 2304, 2407, 27884, 4368, 43242, 4117, 1975, 2407, 9154, 2423, 1785, 5296, 1863, 36178, 11296, 8032, 3215, 12610, 3660, 33783, 8032, 3215, 12610, 8032, 3215, 12610, 28242, 16095, 6034, 33783, 1975, 2304, 49975, 2423, 3920, 13672, 1829, 10874, 47302, 20193, 9957, 9566, 3555, 4587, 20449, 40294], "avg_logprob": -0.26974586995093375, "compression_ratio": 1.946808510638298, "no_speech_prob": 0.0, "words": [{"start": 5269.44, "end": 5269.96, "word": "احتمالات", "probability": 0.793505859375}, {"start": 5269.96, "end": 5270.66, "word": " الانتقال", "probability": 0.91669921875}, {"start": 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"temperature": 1.0}, {"id": 188, "seek": 550095, "start": 5490.79, "end": 5500.95, "text": "في جميل أحوال باقى ال states اللي هي غير ال entry و ال exit states دعونا كتنتين هدولة أي state تانية هكون", "tokens": [41185, 10874, 2304, 26895, 5551, 5016, 2407, 6027, 4724, 995, 4587, 7578, 2423, 4368, 13672, 1829, 39896, 32771, 13546, 2423, 8729, 4032, 2423, 11043, 4368, 11778, 3615, 2407, 8315, 9122, 2655, 29399, 9957, 8032, 3215, 12610, 3660, 36632, 1785, 6055, 7649, 10632, 8032, 30544], "avg_logprob": -0.32934027512868247, "compression_ratio": 1.304, "no_speech_prob": 1.6093254089355469e-06, "words": [{"start": 5490.79, "end": 5491.01, "word": "في", "probability": 0.78515625}, {"start": 5491.01, "end": 5491.25, "word": " جميل", "probability": 0.7345377604166666}, {"start": 5491.25, "end": 5491.69, "word": " أحوال", "probability": 0.9515380859375}, {"start": 5491.69, "end": 5492.89, "word": " باقى", "probability": 0.669921875}, {"start": 5492.89, "end": 5493.07, "word": " ال", 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أحنا أقصى شئ نقدر نعمله أن نحدد كده شهدتها فقط", "tokens": [2407, 16247, 9778, 48923, 10874, 14407, 9122, 33911, 33427, 11622, 34268, 2423, 33783, 286, 500, 380, 1127, 5296, 28814, 1863, 6156, 3615, 15040, 39896, 37893, 8032, 2655, 10721, 49115, 15844, 13412, 17082, 1211, 39894, 10721, 49115, 8592, 15844, 4386, 15844, 19446, 6225, 28480, 31371, 37495, 22653, 6225, 28480, 2655, 11296, 4032, 19446, 3615, 28480, 2655, 33599, 9673, 16095, 36145, 16472, 11296, 6156, 19913, 2655, 4032, 39182, 9957, 8032, 2655, 14851, 9778, 40448, 8978, 6225, 42213, 10632, 2423, 4997, 4724, 3794, 6156, 28820, 29538, 2423, 14816, 8032, 2655, 30544, 8717, 9307, 7435, 3660, 8978, 2423, 7633, 4368, 8978, 2423, 7633, 4368, 13672, 1829, 5551, 5016, 8315, 5551, 4587, 9381, 7578, 13412, 19986, 8717, 28543, 2288, 8717, 25957, 43761, 14739, 8717, 24401, 3215, 9122, 3215, 3224, 13412, 3224, 3215, 2655, 11296, 6156, 47432], "avg_logprob": -0.22478693475325903, "compression_ratio": 1.713310580204778, "no_speech_prob": 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ورا بعض معناته بيأثر في أنو فنيم ظهر قبل أنو فنيم المشكلة اللي كانت موجودة عندنا سابقا انحلت هيها كان عندنا مشكلة أن أنو فنيم ظهر قبل التاني ال time ال duration ال time هنا انت بتاخد", "tokens": [9566, 3555, 3615, 995, 565, 314, 5296, 28814, 1829, 8592, 22807, 5296, 33456, 2423, 4368, 29538, 5551, 9381, 3555, 33753, 32239, 11296, 11203, 995, 28671, 20666, 565, 20328, 9640, 2655, 8310, 4032, 23557, 45030, 11242, 20449, 8315, 47395, 4724, 1829, 10721, 49115, 8978, 14739, 2407, 6156, 1863, 32640, 1357, 116, 3224, 2288, 12174, 36150, 14739, 2407, 6156, 1863, 32640, 9673, 8592, 28820, 3660, 13672, 1829, 25961, 2655, 3714, 29245, 23328, 3660, 43242, 8315, 8608, 16758, 4587, 995, 16472, 5016, 1211, 2655, 39896, 11296, 25961, 43242, 8315, 37893, 28820, 3660, 14739, 14739, 2407, 6156, 1863, 32640, 1357, 116, 3224, 2288, 12174, 36150, 16712, 7649, 1829, 2423, 565, 2423, 16365, 2423, 565, 34105, 16472, 2655, 39894, 47283, 3215], "avg_logprob": -0.268696582215464, "compression_ratio": 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ممكن يكون عالي لل state j مقلزان لازم يظهر عن ال state j في الحالة بتاعتنا هنا طبعا واضح ان احنا كل شغلنا على discrete output symbols او likelihood لو بنشتغل على continuous مش عارف اذا كان مرة المصطلحين دول عارفوا قبلك او تعرفوهم او لأ عادة بنتكلم بنقول probability لو أنا بشتغل على discrete و بنقول likelihood لو أنا بشتغل على continuous", "tokens": [4587, 32640, 3660, 2423, 8482, 34051, 42963, 33753, 2304, 6027, 3714, 43020, 7251, 30544, 6225, 6027, 1829, 24976, 1785, 361, 3714, 4587, 1211, 11622, 7649, 5296, 31377, 2304, 7251, 19913, 3224, 2288, 18871, 2423, 1785, 361, 8978, 21542, 6027, 3660, 39894, 995, 34268, 8315, 34105, 23032, 3555, 3615, 995, 4032, 46958, 5016, 16472, 1975, 5016, 8315, 28242, 13412, 17082, 1211, 8315, 15844, 27706, 5598, 16944, 1975, 2407, 22119, 45164, 44945, 8592, 2655, 17082, 1211, 15844, 10957, 37893, 6225, 9640, 5172, 1975, 15730, 25961, 3714, 25720, 9673, 9381, 9566, 1211, 5016, 9957, 11778, 12610, 6225, 9640, 5172, 14407, 12174, 36150, 4117, 1975, 2407, 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" continuous", "probability": 0.890625}], "temperature": 1.0}, {"id": 238, "seek": 703444, "start": 7017.8, "end": 7034.44, "text": "طيب، كويس، هيحرفناها، فأحيانا برضه الاحتمال أو الأرجحية هذه برضه بتعطينا معلومة على أساس ان ال likelihood أكثر استخدامه لما يكون بيستغل على continuous function، على continuous distribution", "tokens": [9566, 1829, 3555, 12399, 9122, 45865, 3794, 12399, 39896, 5016, 28480, 8315, 11296, 12399, 6156, 10721, 5016, 1829, 7649, 995, 4724, 43042, 3224, 42963, 33753, 2304, 6027, 34051, 16247, 47341, 5016, 10632, 29538, 4724, 43042, 3224, 39894, 3615, 9566, 1829, 8315, 20449, 1211, 20498, 3660, 15844, 5551, 3794, 32277, 16472, 2423, 22119, 5551, 4117, 49115, 44713, 9778, 3215, 10943, 3224, 5296, 15042, 7251, 30544, 4724, 1829, 14851, 17082, 1211, 15844, 10957, 2445, 12399, 15844, 10957, 7316], "avg_logprob": -0.29139611008879424, "compression_ratio": 1.541237113402062, "no_speech_prob": 3.5762786865234375e-07, "words": [{"start": 7017.800000000001, "end": 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