Please link to this site using https://mml-book.com.
We are in the process of writing 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.
We split the book into two parts:
We aim to keep this book fairly short (tried for 300 pages, now close to 400 pages), 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