Tutorials and examples

• First steps into Bayesian optimization
  • Introduction
  • Objective function
  • Bayesian optimizer
• Bayesian Optimization with black-box constraints
  • Introduction
  • Constrained problem
  • Modeling and joint acquisition function
  • Initial belief
  • Running Bayesian Optimizer
  • Results
• Defining new acquisition functions
  • Introduction
  • Augmented expected improvement
  • Results
• Bayesian Optimization of Hyperparameters
  • Introduction
  • Data set
  • Modeling
  • Hyperparameter optimization
• Bayesian Multiobjective Optimization
  • Introduction
  • Multiobjective acquisition function
  • Running the Bayesian optimizer
  • Plotting the results