Learning Theory Book

This page contains the prepublication version and slides that are derived from the book Mathematical Analysis of Machine Learning Algorithms (© 2021-2023 Tong Zhang). The prepublication version of the book is free to view and download for personal use only. Not for redistribution or commercial use. The slides can be used for non-commercial purposes.
You may cite the book as follows: 
@book{zhang_2023_ltbook,
   title={Mathematical Analysis of Machine Learning Algorithms},
   author={Zhang, Tong},
   doi={10.1017/9781009093057},
   publisher={Cambridge University Press},
   place={Cambridge},
   year={2023}
}

The following slides contain simplified versions of the book's results, making them more easily comprehensible. Examining these slides could be helpful.