Enhancing Surrogate-Based Optimization Through Parallelization - Frederik Rehbach
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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 ... Full description
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Description
More Information
| Author | Frederik Rehbach |
|---|---|
| Publisher | Springer Nature Switzerland |
| Series | Studies in Computational Intelligence |
| Release year | 2023 |
| Cover type | Hardcover |
| EAN | 9783031306082 |