Learning Theory from First Principles

by Francis Bach

A comprehensive and cutting-edge introduction to the foundations and modern applications of learning theory. Research has exploded in the field of machine learning resulting in complex mathematical arguments that are hard to grasp for new comers. . In this accessible textbook, Francis Bach presents the foundations and latest advances of learning theory for graduate students as well as researchers who want to acquire a basic mathematical understanding...

• Format: Hardcover
• Language: English
• ISBN: 0262049449
• ISBN13: 9780262049443
• Release Date: December 2024
• Publisher: MIT Press
• Length: 496 Pages
• Weight: 2.45 lbs.
• Dimensions: 1.3" x 6.9" x 9.1"