Probabilistic Machine Learning: An Introduction

by Kevin P. Murphy

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including...

• Format: Hardcover
• Language: English
• ISBN: 0262046822
• ISBN13: 9780262046824
• Release Date: March 2022
• Publisher: MIT Press
• Length: 864 Pages
• Weight: 3.40 lbs.
• Dimensions: 1.5" x 8.0" x 9.1"