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# 12 Support Vector Machines

## 12.1 Optimization Objective

## 12.2 Large Margin Intuition

## 12.3 Mathematics Behind Large Margin Classification

## 12.4 Kernels I

## 12.5 Kernels II

## 12.6 Using An SVM