Bayesian inference and Gaussian processes

Posted in Science on August 22, 2008

Bayesian inference and Gaussian processes

Lecture slides:

  • Bayesian Inference and Gaussian Processes
  • Outline
  • Why Probabilistic Inference in Machine Learning?
  • Interpretations of Probability
  • Notation for Probabilities
  • The Likelihood Function
  • Classical Inference: Maximum Likelihood
  • Bayesian Inference
  • Bayesian Inference - Model Selection
  • A Coin Toss Example: Comparing Two Learners
  • Bernoulli Example: Observations and Predictions
  • Bernoulli Example: Model Comparison

Author: Carl Edward Rasmussen, Max Planck Institute

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Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Gaussian Processes, Bayesian Learning