Type of Book: Digital or e-notes
Mathematics for Machine Learning is authored by Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong.
This is an excellent free ebook online on Machine learning Algorithms and what forms the basis of Artificial intelligence. It is split into Mathematical foundations, and Example machine learning algorithms that use the mathematical foundations
The table of contents breaks down as follows:
Part I: Mathematical Foundations
Part II: Central Machine Learning Problems