Gaussian Processes

Posted in Science on August 22, 2008

Gaussian Processes

Lecture slides:

  • Gaussian Processes in Machine Learning
  • Gaussian Processes: Inference in function space
  • Why are Gaussian Process models interesting?
  • What are Gaussian Processes?
  • Introduction to Gaussian Processes
  • Bayesian Standard Linear Models
  • Bayesian Standard Linear Models II
  • Bayesian Linear Regression with Basis Functions
  • Function space view
  • Gaussian Process Prior and Posterior
  • Sampling from a prior and posterior Gaussian Process

Author: Carl Edward Rasmussen, Max Planck Institute For Biological Cybernetics

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