Nguyen, Quan
Bayesian Optimization in Action
- ISBN 13:
- 9781633439078
- author:
- Nguyen, Quan
- format:
- Paperback
- publisher:
- Manning Publications
- language:
- English
- Publication Year:
- 2023
- Pages:
- 424
- Dimensions:
- 23.1 x 18.5 x 2.3 centimetres (0
- Genre:
- Professional & Vocational, Computers, Computer Science,
- Condition:
- New
- Availability:
- Item usually sent within 10 working days
Description
Bayesian optimization helps pinpoint the best configuration for machine learning models with speed and accuracy. This hands-on guide puts advanced techniques into practice, covering topics such as training Gaussian processes on both sparse and large data sets, combining them with deep neural networks, and navigating search spaces to identify high-performing regions. You'll learn how to apply Bayesian optimization to cost-constrained, multi-objective, and preference optimization, using cutting-edge Python libraries like PyTorch, GPyTorch, and BoTorch. The book features clear explanations, illustrations, and concrete examples, making it easy to understand and implement Bayesian optimization in your own projects. A free eBook in PDF, Kindle, and ePub formats is included with the purchase of the print book.
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