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في عالم يتسم بعدم اليقين من البيانات المفقودة، إلى المعلومات المشوشة، إلى البيئات المتغيرة، يظهر النموذج الاحتمالي كأداة قوية للتعامل مع هذه التحديات. التعلم الآلي التقليدي يركز غالبًا على التنبؤ أو التصنيف بأفضل دقة ممكنة، لكنه لا يخبرنا غالبًا عن مدى الثقة في هذا التنبؤ، أما التعلم الآلي الاحتمالي فيسعى لفهم البيانات من خلال نماذج احتمالية تأخذ في الحسبان عدم اليقين وتعطي نتائج يمكن تفسيرها بطريقة رياضية وعلمية. هدفنا في نهاية هذه الندوة هو أن تكون لديكم نظرة واضحة حول كيف يمكن للاحتمال والإحص
1:51:36
في عالم يتسم بعدم اليقين من البيانات المفقودة، إلى المعلومات المشوشة، إلى البيئات المتغيرة، يظهر النمو…
10K viewsJun 22, 2025
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