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Bayesian reasoning احنا نرج�� 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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laptop عشان اقدر هذه الاحتمالية اقدر هذه الاحتمالية لو شفت واحد حامل معه laptop اقدر جداش احتمالية انه يكون هذا طالب IT لازم اكون معرف الانصار هذه الانصار الأولاني ايش احتمالية ان لو واحد طالب IT", "tokens": [10721, 1829, 8592, 2423, 8482, 16472, 2423, 3107, 7251, 30544, 23032, 6027, 3555, 6783, 1975, 15730, 11203, 2304, 16472, 3224, 11331, 10943, 1211, 20449, 3224, 10732, 6225, 8592, 7649, 1975, 28543, 2288, 29538, 42963, 33753, 2304, 6027, 10632, 1975, 28543, 2288, 29538, 42963, 33753, 2304, 6027, 10632, 45164, 13412, 5172, 2655, 36764, 24401, 11331, 10943, 1211, 20449, 3224, 10732, 1975, 28543, 2288, 10874, 3215, 33599, 1975, 33753, 2304, 6027, 10632, 16472, 3224, 7251, 30544, 23758, 23032, 6027, 3555, 6783, 5296, 31377, 2304, 1975, 30544, 20449, 28480, 2423, 7649, 9381, 9640, 29538, 2423, 7649, 9381, 9640, 16247, 12610, 7649, 1829, 1975, 1829, 8592, 1975, 33753, 2304, 6027, 10632, 16472, 45164, 36764, 24401, 23032, 6027, 3555, 6783], "avg_logprob": -0.2203663740435551, 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"probability": 0.98193359375}, {"start": 904.18, "end": 904.48, "word": " event", "probability": 0.970703125}, {"start": 904.48, "end": 904.78, "word": " one", "probability": 0.96142578125}, {"start": 904.78, "end": 905.46, "word": " هذا", "probability": 0.75341796875}, {"start": 905.46, "end": 906.18, "word": " hypothesis", "probability": 0.82568359375}, {"start": 906.18, "end": 906.84, "word": " اتنين", "probability": 0.9462890625}, {"start": 906.84, "end": 907.4, "word": " ب", "probability": 0.994140625}, {"start": 907.4, "end": 907.76, "word": " event", "probability": 0.95751953125}, {"start": 907.76, "end": 908.2, "word": " one", "probability": 0.9609375}, {"start": 908.2, "end": 908.86, "word": " صح", "probability": 0.787841796875}, {"start": 908.86, "end": 910.68, "word": " فالصبر", "probability": 0.8060302734375}, {"start": 910.68, "end": 911.02, "word": " هذا", "probability": 0.95263671875}], "temperature": 1.0}, {"id": 33, "seek": 94393, "start": 916.21, "end": 943.93, "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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924.71, "end": 924.97, "word": " event", "probability": 0.94189453125}, {"start": 924.97, "end": 925.39, "word": " تلاتة", "probability": 0.7257080078125}, {"start": 925.39, "end": 925.69, "word": " ماهو", "probability": 0.506591796875}, {"start": 925.69, "end": 926.95, "word": " المطلوب", "probability": 0.9786376953125}, {"start": 926.95, "end": 928.05, "word": " المطلوب", "probability": 0.906005859375}, {"start": 928.05, "end": 928.23, "word": " ان", "probability": 0.49853515625}, {"start": 928.23, "end": 928.63, "word": " انا", "probability": 0.775146484375}, {"start": 928.63, "end": 929.31, "word": " احسب", "probability": 0.9329427083333334}, {"start": 929.31, "end": 930.09, "word": " اذا", "probability": 0.6246337890625}, {"start": 930.09, "end": 930.67, "word": " علم", "probability": 0.790771484375}, {"start": 930.67, "end": 931.55, "word": " ال", "probability": 0.7216796875}, {"start": 931.55, "end": 932.53, "word": " evidence", "probability": 0.489501953125}, {"start": 932.53, 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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 معروفين لازم أبدأ في الأول على فرض أنه أنا على فرض أنه أنا", "tokens": [2304, 45636, 995, 31439, 8482, 14739, 23758, 2423, 17291, 2074, 30731, 5551, 12610, 2304, 2423, 4467, 23758, 39182, 12174, 20292, 1211, 8608, 1863, 5172, 2655, 43042, 14739, 3224, 9122, 10721, 12610, 2304, 23758, 38637, 2304, 39182, 12174, 20292, 1211, 23032, 1211, 3615, 1357, 116, 3224, 2288, 2423, 4467, 6024, 95, 34740, 37495, 22653, 43242, 1829, 4724, 16254, 5551, 5016, 35457, 2423, 17291, 8978, 11331, 6027, 3660, 2423, 437, 22807, 8978, 11331, 6027, 3660, 2423, 732, 3931, 19446, 8032, 2304, 20449, 32887, 5172, 9957, 5296, 31377, 2304, 5551, 44510, 10721, 8978, 16247, 12610, 15844, 6156, 43042, 14739, 3224, 41850, 15844, 6156, 43042, 14739, 3224, 41850], "avg_logprob": -0.3925595306214832, "compression_ratio": 1.894273127753304, "no_speech_prob": 0.0, "words": [{"start": 944.56, "end": 944.86, "word": "ماذا", "probability": 0.6879069010416666}, {"start": 944.86, "end": 944.98, "word": " هو", "probability": 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"probability": 0.9091796875}, {"start": 1556.59, "end": 1556.59, "word": " بيبقى", "probability": 0.9873046875}, {"start": 1556.59, "end": 1556.59, "word": " جدول", "probability": 0.9933268229166666}, {"start": 1556.59, "end": 1556.59, "word": " هنا", "probability": 0.91552734375}, {"start": 1556.59, "end": 1556.59, "word": " بيبقى", "probability": 0.9859375}, {"start": 1556.59, "end": 1556.59, "word": " جدول", "probability": 0.9930013020833334}, {"start": 1556.59, "end": 1556.59, "word": " هنا", "probability": 0.92041015625}, {"start": 1556.59, "end": 1556.59, "word": " بيبقى", "probability": 0.9841796875}, {"start": 1556.59, "end": 1556.59, "word": " جدول", "probability": 0.99267578125}, {"start": 1556.59, "end": 1556.59, "word": " هنا", "probability": 0.92041015625}, {"start": 1556.59, "end": 1557.51, "word": " بيبقى", "probability": 0.98232421875}, {"start": 1557.51, "end": 1557.97, "word": " جدول", "probability": 0.9925130208333334}, {"start": 1557.97, "end": 1557.97, "word": " هنا", "probability": 0.9228515625}, {"start": 1557.97, "end": 1558.41, "word": " بيبقى", "probability": 0.98046875}, {"start": 1558.41, "end": 1558.89, "word": " جدول", "probability": 0.9923502604166666}, {"start": 1558.89, "end": 1559.07, "word": " هنا", "probability": 0.91650390625}, {"start": 1559.07, "end": 1559.25, "word": " بيبقى", "probability": 0.97841796875}, {"start": 1559.25, "end": 1559.75, "word": " جدول", "probability": 0.9915364583333334}, {"start": 1559.75, "end": 1559.83, "word": " هنا", "probability": 0.91015625}, {"start": 1559.83, "end": 1565.75, "word": " بيبقى", "probability": 0.97353515625}, {"start": 1565.75, "end": 1574.49, "word": " جدول", "probability": 0.9903971354166666}, {"start": 1574.49, "end": 1574.53, "word": " هنا", "probability": 0.87890625}], "temperature": 1.0}, {"id": 57, "seek": 158818, "start": 1574.72, "end": 1588.18, "text": "مش هنستخدم ال base in probability هنستخدمها في rule based system احنا الان نحكي عن express system محكيش عن عملية أحصائي و عملية probability و statistics فاحنا بدنا ندمج", "tokens": [2304, 8592, 8032, 1863, 14851, 9778, 40448, 2423, 3096, 294, 8482, 8032, 1863, 14851, 9778, 40448, 11296, 8978, 4978, 2361, 1185, 1975, 5016, 8315, 2423, 7649, 8717, 5016, 4117, 1829, 18871, 5109, 1185, 3714, 5016, 4117, 1829, 8592, 18871, 6225, 42213, 10632, 5551, 5016, 9381, 16373, 1829, 4032, 6225, 42213, 10632, 8482, 4032, 12523, 6156, 39319, 8315, 47525, 8315, 8717, 40448, 7435], "avg_logprob": -0.30605157405611066, "compression_ratio": 1.5031055900621118, "no_speech_prob": 0.0, "words": [{"start": 1574.72, "end": 1575.12, "word": "مش", "probability": 0.4503173828125}, {"start": 1575.12, "end": 1576.02, "word": " هنستخدم", "probability": 0.94833984375}, {"start": 1576.02, "end": 1576.28, "word": " ال", "probability": 0.91552734375}, {"start": 1576.28, "end": 1576.52, "word": " base", "probability": 0.1856689453125}, {"start": 1576.52, "end": 1576.66, "word": " in", "probability": 0.23828125}, {"start": 1576.66, "end": 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0.9749348958333334}], "temperature": 1.0}, {"id": 58, "seek": 161480, "start": 1588.76, "end": 1614.8, "text": "مسألة ال probability في ال rule based express systems بدنا نعطي زي ما رجعنا زي ما كنا شوفنا قبل هيكة نعطي لل rule في بداية الحكي نعطي لل rule probability وعلى أساس ال probability هذه نحسب الاحتماليات ونعمل inference ونحسب ايش الاستنتاج اللي ممكن نصغله على set of factors", "tokens": [2304, 3794, 10721, 37977, 2423, 8482, 8978, 2423, 4978, 2361, 5109, 3652, 47525, 8315, 8717, 3615, 9566, 1829, 30767, 1829, 19446, 12602, 7435, 3615, 8315, 30767, 1829, 19446, 9122, 8315, 13412, 38688, 8315, 12174, 36150, 39896, 4117, 3660, 8717, 3615, 9566, 1829, 24976, 4978, 8978, 4724, 28259, 10632, 21542, 4117, 1829, 8717, 3615, 9566, 1829, 24976, 4978, 8482, 4032, 3615, 23942, 5551, 3794, 32277, 2423, 8482, 29538, 8717, 5016, 35457, 42963, 33753, 2304, 6027, 1829, 9307, 4032, 1863, 25957, 1211, 38253, 4032, 1863, 5016, 35457, 1975, 1829, 8592, 42963, 14851, 29399, 26108, 13672, 1829, 3714, 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"probability": 0.86376953125}, {"start": 1991.95, "end": 1992.19, "word": " هذا", "probability": 0.2188720703125}, {"start": 1992.19, "end": 1993.29, "word": " سنشوف", "probability": 0.7093505859375}, {"start": 1993.29, "end": 1993.55, "word": " الآن", "probability": 0.5867919921875}, {"start": 1993.55, "end": 1994.17, "word": " المثال", "probability": 0.7691243489583334}, {"start": 1994.17, "end": 1994.39, "word": " هذا", "probability": 0.841796875}, {"start": 1994.39, "end": 1994.59, "word": " بس", "probability": 0.77392578125}, {"start": 1994.59, "end": 1995.55, "word": " بدنا", "probability": 0.507659912109375}, {"start": 1995.55, "end": 1996.39, "word": " نطلع", "probability": 0.93798828125}, {"start": 1996.39, "end": 1996.59, "word": " على", "probability": 0.8408203125}, {"start": 1996.59, "end": 1997.13, "word": " خطوات", "probability": 0.98193359375}, {"start": 1997.13, "end": 1997.47, "word": " لازم", "probability": 0.9558919270833334}, {"start": 1997.47, "end": 1998.07, "word": " تنعمل", "probability": 0.88134765625}, {"start": 1998.07, "end": 2000.77, "word": " اللي", "probability": 0.57373046875}, {"start": 2000.77, "end": 2000.89, "word": " هي", "probability": 0.61279296875}, {"start": 2000.89, "end": 2001.13, "word": " اول", "probability": 0.7354736328125}, {"start": 2001.13, "end": 2001.57, "word": " حاجة", "probability": 0.94580078125}], "temperature": 1.0}, {"id": 73, "seek": 202594, "start": 2001.98, "end": 2025.94, "text": "إنه إحنا عشان نحسب ال consequence تبع ال rules إيش ال probability تبعته أنا عندي rule و ال rule هذه fires ال rule واحد بدها تتنفس تتنفس يعني بده أستنتج الاستنتاج تبعها بس لازم أحسبله ال probability تبعته ولا لأ", "tokens": [28814, 1863, 3224, 11933, 5016, 8315, 6225, 8592, 7649, 8717, 5016, 35457, 2423, 18326, 6055, 3555, 3615, 2423, 4474, 11933, 1829, 8592, 2423, 8482, 6055, 3555, 34268, 3224, 41850, 18871, 16254, 4978, 4032, 2423, 4978, 29538, 15044, 2423, 4978, 36764, 24401, 47525, 11296, 6055, 2655, 1863, 36178, 6055, 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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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"temperature": 1.0}, {"id": 79, "seek": 220166, "start": 2172.38, "end": 2201.66, "text": "هذا الكلام هو اللي انا في الاخر بدي اصله لانه عمليا ال rule ده يقول ال event حدث وبالتالي تقدر تستنتج ال hypothesis هذا ال event وهذا ال hypothesis بس انا بدي احصل من ال probability تبع هذا الاستنتاج فأول حاجة اللي هو probability of ان tomorrow is rain اي tomorrow بدي ارمزها ب W و today بدي ارمزها ب D", "tokens": [3224, 15730, 2423, 28820, 10943, 31439, 13672, 1829, 1975, 8315, 8978, 2423, 47283, 2288, 4724, 16254, 1975, 36520, 3224, 5296, 7649, 3224, 6225, 2304, 20292, 995, 2423, 4978, 11778, 3224, 7251, 39648, 2423, 2280, 11331, 3215, 12984, 46599, 6027, 2655, 6027, 1829, 6055, 28543, 2288, 6055, 14851, 29399, 7435, 2423, 17291, 23758, 2423, 2280, 37037, 15730, 2423, 17291, 4724, 3794, 1975, 8315, 4724, 16254, 1975, 5016, 36520, 9154, 2423, 8482, 6055, 3555, 3615, 23758, 42963, 14851, 29399, 26108, 6156, 10721, 12610, 11331, 26108, 3660, 13672, 1829, 31439, 8482, 295, 16472, 4153, 307, 4830, 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