Bayesian Kernel Methods

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

Slides in Keynote and PDF.

Content

  • Gaussians

    • Estimating a Normal Distribution

    • Conditioning

    • Principal Component Analysis

  • Gaussian Processes

    • Correlation and inference

    • Gaussian Process Regression

    • Gaussian Process Classification

Supplementary material

Videos