Enhancing Surrogate-Based Optimization Through Parallelization

Name: Enhancing Surrogate-Based Optimization Through Parallelization
Brand: Springer Nature
SKU: 9783031306082
Availability: InStock

Enhancing Surrogate-Based Optimization Through Parallelization

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783031306082

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

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.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $139.00 - $139.00

BEST PRICE

Single Product Purchase

$139.00

@ Link.springer.com BUY Now

Price Comparison

Seller	Contact Seller	List Price	On Sale	Shipping	Best Promo	Final Price	Volume Discount	Financing	Availability	Seller's Page
BEST PRICE 1 Product Purchase @ Link.springer.com Rate Seller This functionality is for registered users only. Go to Login/Register		$139.00	$139.00			$139.00		See Site	In stock	Visit Store