Background on Gaussian Processes (GPs)
Background on Acquisition Functions (AFs)
Motivating Applications
Key Challenges
BO Methods over Original Space
BO Methods over Latent Continuous Space
Motivating Applications
Key Challenges
BO Methods over Original Space
Background on Multi-fidelity optimization
Key Challenges
BO Algorithms
Background on Constrained Optimization
Key Challenges
BO Algorithms
Motivating Applications
Background on Multi-Objective Optimization
BO Algorithms
Multi-Fidelity BO Algorithms
Constrained BO Algorithms