Support Vector Machines (SVMs)

SVM Classification

Example: plot max margin separating hyperplane

Example: binary classification, non-linear (RBF kernel)

Example: SVM - univariate feature selection

Multiclass classification (SVC, NuSVC)

Scoring & Probabilities

Weighted Classes

Example: SVC, unbalanced classes

Weighted Samples

Example - weighted samples

Support Vector Regression

Example: SVR with linear, polynomial & RBF kernels