Enhancing Surrogate-Based Optimization Through Parallelization

Free Download Enhancing Surrogate-Based Optimization Through Parallelization
English | 2023 | ISBN: 3031306082 | 123 Pages | PDF (True) | 3 MB
This book presents a solution to the challenging issue of optimizing expensive-to-evaluate industrial problems such as the hyperparameter tuning of machine learning models. The approach combines two well-established concepts, Surrogate-Based Optimization (SBO) and parallelization, to efficiently search for optimal parameter setups with as few function evaluations as possible.