Artificial Intelligence

Hamiltonian Monte Carlo Methods in Machine Learning

Name: Hamiltonian Monte Carlo Methods in Machine Learning
Brand: Academic Press
SKU: 9780443190353
Price: 19384.00 INR
Availability: InStock
ISBN: 9780443190353

Contributor(s): Marwala, Tshilidzi Author , Mbuvha, Rendani Author , Mongwe, Wilson Tsakane Author Format: Paperback

Paperback · ISBN 9780443190353

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Key Specifications

ISBN	9780443190353
Publisher	Academic Press
Publication date	February 2023
Language	English
MRP	£138.00 GBP
Page count	222
Item weight	86 g

Hamiltonian Monte Carlo Methods in Machine Learning introduces methods for optimal tuning of HMC parameters, along with an introduction of Shadow and Non-canonical HMC methods with improvements and speedup. Lastly, the authors address the critical issues of variance reduction for parameter estimates of numerous HMC based samplers. The book offers a comprehensive introduction to Hamiltonian Monte Carlo methods and provides a cutting-edge exposition of the current pathologies of HMC-based methods in both tuning, scaling and sampling complex real-world posteriors. These are mainly in the scaling of inference (e.g., Deep Neural Networks), tuning of performance-sensitive sampling parameters and high sample autocorrelation.

Other sections provide numerous solutions to potential pitfalls, presenting advanced HMC methods with applications in renewable energy, finance and image classification for biomedical applications. Readers will get acquainted with both HMC sampling theory and algorithm implementation.

Hamiltonian Monte Carlo Methods in Machine Learning

Key Specifications

Marwala, Tshilidzi Author

Mbuvha, Rendani Author

Mongwe, Wilson Tsakane Author

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