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Lecture 77: Machine Learning: Support Vector Machine: Mathematics of Support Vector Machine (SVM)
In this video, we dive deep into the mathematics behind Support Vector Machines (SVM). We’ll explain the key concepts, including the optimization problem, maximizing the margin, and how SVM tries to find the optimal hyperplane that best separates the data. We'll also cover Lagrange multipliers, the dual problem, and how kernels transform data ...
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