Kernel Methods
Introduction to Machine Learning - 10-701/15-781
Content
Convex Optimization
Unconstrained Optimization
Constrained Optimization and Duality
Linear and Quadratic programs
SVMs
Classification
Regression
Novelty Detection
Kernels
Feature Space
Kernel PCA
Kernelized SVM
Supplementary material
Slides in PDF.
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