Bayesian Black-Box Optimization: Practical Exploration of a Capstone Project for Imperial College's Machine Learning Master's Program

Introduction / Main Floor: Bayesian Black-Box Optimization: Practical Exploration of a Capstone Project for Imperial College's Machine Learning Master's Program

BBO-Capstone is a capstone project for the Master's Program in Machine Learning and Artificial Intelligence at Imperial College London, focusing on the practical application of Bayesian black-box optimization technology. This project efficiently optimizes unknown mathematical functions within a limited experimental budget using Gaussian process surrogate models and acquisition function strategies.