Support Vector Machines Part 1 (of 3)

Soft Margin and Support Vector Classifiers

Basic concepts and Maximal Margin Classifiers

Soft Margins (allowing misclassifications)

The polynomial kernel function

The radial basis function (RBF) kernel

Intuition behind Support Vector Machines

Awesome song and introduction

The kernel trick

Summary of concepts

Main Ideas!!!