Mathematical Analysis of Machine Learning Algorithms

by Tong Zhang

The mathematical theory of machine learning not only explains the current algorithms but can also motivate principled approaches for the future. This self-contained textbook introduces students and researchers of AI to the main mathematical techniques used to analyze machine learning algorithms, with motivations and applications. Topics covered include the analysis of supervised learning algorithms in the iid setting, the analysis of neural networks...

• Format: Hardcover
• Language: English
• ISBN: 1009098381
• ISBN13: 9781009098380
• Release Date: August 2023
• Publisher: Cambridge University Press
• Length: 479 Pages
• Weight: 2.25 lbs.
• Dimensions: 1.0" x 7.0" x 10.0"