Lecture 22 - Gaussian Process Regression: Conditioning on Data

Objectives

• Perform Gaussian process regression without measurement noise.

• Perform Gaussian process regression with measurement noise.

• Tune the hyper-parameters of a Gaussian process using maximum marginal likelihood.

• Perform multivariate Gaussian process regression with automatic relevance determination.