12: Support Vector Machines (SVMs)

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Support Vector Machine (SVM) - Optimization objectiveAn alternative view of logistic regression
SVM cost functions from logistic regression cost functions
The complete SVM cost functionSVM notation is slightly different

Large margin intuition
Large margin classification mathematics (optional)

Vector inner products 
SVM decision boundary

Kernels - 1: Adapting SVM to non-linear classifiers
Diving deeper into the kernel
What does σ do?
Kernels II
Choosing the landmarksSVM hypothesis prediction with kernelsSVM training with kernels
SVM - implementation and use
Choosing a kernel
Multi-class classification for SVM
Logistic regression vs. SVM