Mathematical Analysis of Machine Learning Algorithms

by Tong Zhang

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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"

Related Subjects

Computers Computers & Technology

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Mathematical Analysis of Machine Learning Algorithms

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