Machine Learning for Engineering¶

Gaussian Process Regression: Bayesian Optimization¶

Instructor: Daning Huang¶

TODAY: Gaussian Process Regression - V¶

Bayesian Optimization

  • Surrogates
  • Acquisition function
  • Inner optimization
  • Updating schemes

References¶

  • Engineering Design via Surrogate Modelling: A Practical Guide, by A. Forrester, A. Sobester, A. Keane

An example¶