SVM playlist: [ Ссылка ]
This series of SVM videos explain theory in detail.
The main topics explained in this playlist are:
1. Understand the expression of the decision function and why it works
2. Understand how and why the Lagrangian optimization is used to train SVM
3. Soft Support Vector Machine and its difference from Hard Support Vector Machine
4. The Kernel trick and its underlying theory.

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