Statistical Machine Learning
Subtitle: Foundations, Methodologies and Models
Edition: Second edition
Publisher: Wiley-Blackwell (an imprint of John Wiley & Sons Ltd)
Published: 31 July, 2020
Place of publication: UK
Format: Hardcover
Number of pages: 824
ISBN-13: 9781119046387
Description: Statistical Machine Learning will include three parts. The first part is about statistical and probabilistic foundations for machine learning and provides the fundamentals behind machine learning. The second part looks at statistical computation and inference methods such as EM algorithms, MCMC sampling, and Bootstrapping and explores the basic principles and methodology of these computational methods. The third part of this book presents machine learning models such as mixture modeless, latent data models, generalized linear models, support vector machines, online learning, randomized methods for big data and focuses on large-scale machine learning methods.