Risk and Learning Thoery. Gaussian Processes (Recitation)

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

Content

  • Risk

    • Loss

    • Risk

  • Learning Theory

    • From empirical to truth

    • VC dimension

  • Gaussian Processes

    • GP Regression

    • GP Classification

Supplementary material

PDF slides for Risk minimization and Gaussian Processes.

Videos

Unedited video straight from a GF2.