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Bayesian Optimization in Action (MEAP V12) - ebooks1001 - 01-10-2024
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Free Download Bayesian Optimization in Action (MEAP V12) by Quan Nguyen
English | November 14, 2023 | ISBN: 1633439070 | 424 pages | MOBI | 12 Mb
Bayesian optimization helps pinpoint the best configuration for your machine learning models with speed and accuracy. Put its advanced techniques into practice with this hands-on guide.
In Bayesian Optimization in Action you will learn how to:
Train Gaussian processes on both sparse and large data sets
Combine Gaussian processes with deep neural networks to make them flexible and expressive
Find the most successful strategies for hyperparameter tuning
Navigate a search space and identify high-performing regions
Apply Bayesian optimization to cost-constrained, multi-objective, and preference optimization
Implement Bayesian optimization with PyTorch, GPyTorch, and BoTorch
Bayesian Optimization in Action shows you how to optimize hyperparameter tuning, A/B testing, and other aspects of the machine learning process by applying cutting-edge Bayesian techniques. Using clear language, illustrations, and concrete examples, this book proves that Bayesian optimization doesn't have to be difficult! You'll get in-depth insights into how Bayesian optimization works and learn how to implement it with cutting-edge Python libraries. The book's easy-to-reuse code samples let you hit the ground running by plugging them straight into your own projects.
Forewords by Luis Serrano and David Sweet.
Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.
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