Machine Learning, Data Science, Learning, Resources, University.
focusing first on the intuition before providing the mathematical formulation and proof when applicable. This is a comprehensive book of about 550 pages, and will require time to cover in full. I personally own and use this book, and I highly recommend it. A PDF version of the book can be found