Mathematics For Machine Learning

"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."

Direct link to most current PDF version of the book.

Also available at Cambridge University Press.