Please link to this site using https://mml-book.com.
We wrote a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read those other books.
The book will be published by Cambridge University Press in early 2020.
We split the book into two parts:
We aim to keep this book fairly short, so we don’t cover everything.
We will keep PDFs of this book freely available after publication.
Part I: Mathematical Foundations
Part II: Central Machine Learning Problems
We submitted the final draft for copy-editing. Therefore, any issues you raise now may not make it into the printed version.
We are working on jupyter notebook tutorials for the machine learning parts: