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support-vector-machines

Educational SVM implementations from scratch without sklearn. CVXOPT is used as the equation solver.

For binary classifiers, the labels should be [-1, 1].
multi_SVM.py is a multiclass SVM using the OneVsRest strategy.
custom kernels are supported, linear and rbf kernels are implemented.