Support Vector Machines (SVMs) for Binary Classification: Classical Formulation
The following sections are included:
Hard-Margin Linear SVM for Linearly Separable Data
Soft-Margin Linear SVM for Data That is not Exactly Linearly Separable Due to Noise or Outliers
Non-Linear SVM and Kernel Trick For Linearly Non-Separable Data