Support Vector Machines and Kernel Methods

Posted in Science on August 01, 2008


Support Vector Machines and Kernel Methods

Lecture slides:

  • Part 1: An Introduction to SVMs
  • Part 2: General kernel methods
  • Advantages of SVMs
  • SVMs for Binary Classification
  • Soft Margins and Multi-class Problems
  • Solving Regression Tasks with SVMs
  • Applications of SVMs

Author: Colin Campbell, University of Bristol

Watch Video

Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Kernel Methods