There is a new book I have been following recently that’s called “Mathematics For Machine Learning”, that attempts to provide some mathematical foundations for machine learning. Maybe some of you find it useful to learn/refresh your knowledge of calculus and linear algebra.
It has been released as open source: https://github.com/mml-book/mml-book.github.io