Support Vector Classification

Content

• Application - Optical Character Recognition

• Support Vector Machines

  • Large Margin Classification

  • Optimization Problem

  • Dual Problem

• Properties

  • Support Vectors

  • Support Vector expansion

• Soft Margin Classifier

  • Noise tolerance

  • Optimization problem

  • Dual problem

Slides

Slides available in PDF and Keynote. If you want to extract the equations from the slides you can do so by using LaTeXit, simply by dragging the equation images into it.

Videos

Also available annotated.