Enhancing Surrogate Based Optimization Through Parallelization is popular PDF and ePub book, written by Frederik Rehbach in 2023-05-29, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Enhancing Surrogate Based Optimization Through Parallelization can be Read Online from any device for your convenience.
Enhancing Surrogate Based Optimization Through Parallelization Book PDF Summary
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. Through in-depth analysis, the need for parallel SBO solvers is emphasized, and it is demonstrated that they outperform model-free algorithms in scenarios with a low evaluation budget. The SBO approach helps practitioners save significant amounts of time and resources in hyperparameter tuning as well as other optimization projects. As a highlight, a novel framework for objectively comparing the efficiency of parallel SBO algorithms is introduced, enabling practitioners to evaluate and select the most effective approach for their specific use case. Based on practical examples, decision support is delivered, detailing which parts of industrial optimization projects can be parallelized and how to prioritize which parts to parallelize first. By following the framework, practitioners can make informed decisions about how to allocate resources and optimize their models efficiently.
Detail Book of Enhancing Surrogate Based Optimization Through Parallelization PDF
- Author : Frederik Rehbach
- Release : 29 May 2023
- Publisher : Springer Nature
- ISBN : 9783031306099
- Genre : Technology & Engineering
- Total Page : 123 pages
- Language : English
- PDF File Size : 17,8 Mb
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