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Awesome song and introduction
Basic concepts and Maximal Margin Classifiers
Soft Margins (allowing misclassifications)
Soft Margin and Support Vector Classifiers
Intuition behind Support Vector Machines
The polynomial kernel function
The radial basis function (RBF) kernel
The kernel trick
Summary of concepts