CSC 2541, Fall 2007
Lecture Slides

Introduction (Chapter 1)

Support Vector Classification (Chapter 7)

Support Vector Regression (Chapter 9)

Novelty Detection (Chapter 8)

Theory of Kernels (Chapter 2)

Statistical Learning Theory (Chapter 5)

Some of the slides and figures are provided courtesy of Alex Smola, Bernhard Sholkopf and MIT Press.
Some of the figures are taken from the course textbook, Learning with Kernels.