Introduction to Machine Learning - 10-701/15-781


  • Application - Hebbian learning

  • Perceptron

    • Algorithm

    • Convergence proof

    • Properties

  • Kernel trick

    • Basic idea

    • Kernel Perceptron

    • Kernel expansion

  • Kernel examples

Supplementary material

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.


Also available annotated.

Also available annotated.