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Bayesian Optimization Book, Roman Garnett

bayesoptbook.com/

  • GaussianProcess

  • book

Description:

Content:

  • Gaussian Processes
  • Modeling with Gaussian processes
  • Model assessment, selection, and averaging
  • Decision Theory for Optimization
  • Utility Functions for Optimization
  • Common Bayesian Optimization Policies
  • Computing Policies with Gaussian Processes
  • Implementation
  • Theoretical analysis
  • Extensions and related settings
  • A Brief History of Bayesian Optimization
  • The Gaussian distribution
  • Methods for approximate Bayesian inference
  • Gradients

Posted by NaN_Loss 6 days ago

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