Introduction to Statistical Machine Learning

By Masashi Sugiyama Ph.D. and Takashi Ishida Ph.D.

Introduction to Statistical Machine Learning, Second Edition provides a general introduction to the fundamental concepts of statistics and probability that are used in describing machine learning algorithms, covering the two major approaches of machine learning techniques, generative methods and discriminative methods. The algorithms developed in the book include Python program code to provide readers with the necessary, practical skills needed to accomplish a wide range of data analysis tasks. The new edition also includes an all-new section on Deep Learning.

• Format: Paperback
• Language: English
• ISBN: 0443300321
• ISBN13: 9780443300325
• Release Date: June 2027
• Publisher: Morgan Kaufmann Publishers
• Length: 650 Pages
• Weight: 0.99 lbs.