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يشرح الدكتور أحمد يسري الجوانب الرياضية والهندسية لآلية عمل خوارزمية دعم المتجهات SVM. يتناول الفيديو كيفية حساب المتجهات والمعاملات، وتطبيق حيلة النواة للتعامل مع البيانات غير الخطية عبر تحويلها إلى فضاءات ذات أبعاد أعلى لتسهيل تصنيفها. Data Science for Biologists Clustering and Classification: CS 550 Lecture Series Week 11b: Large Scale Machine Learning -
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Machine Learning Algorithm Tutorial - Part 3 (How Support Vector Machine work/How to open black box)
Support Vector Machines Part 1 (of 3): Main Ideas!!!
The Kernel Trick in Support Vector Machine (SVM)
Support Vector Machine - part 3 of 3 [eng]
Lecture 5 : Support Vector Machine Part 3
Clustering and Classification: Support Vector Machines and Decision Trees, Part 3
Support Vector Regression - in Comparison to Linear Regression [Lecture 3.6]
Week 11b: Large Scale Machine Learning - Part 3: Intuition for Support Vector Machines
Support Vector Machines Part 3 (explained with examples) - very illustrative
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Last Updated: June 21, 2026
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