Robust Bayesian Optimization

Contents:

• Installation
  • Dependencies
  • How to install RoBO
• Basic Usage
  • RoBO in a few lines of code
  • Bayesian optimization with RoBO
    • Defining an objective function
    • Building a model
    • Creating the Acquisition Function
    • Maximizing the acquisition function
    • Putting it all together
    • Saving output
    • Implementing the Bayesian optimization loop
• Modules
  • Task
  • Models
  • Acquisition functions
  • Maximizers
  • Solver
• Advanced
  • REMBO
  • Bayesian optimization with MCMC sampling of the GP’s hyperparameters

Indices and tables

• Index
• Module Index
• Search Page