Linear Algebra.
combination of Linear Algebra and Optimization, two of the pillars of modern ML. It really is a gem of its time! 4) Introduction to Applied Linear Algebra: Vectors, Matrices, and Least Squares, by Stephen Boyd and Lieven Vandenberghe Another one of my favourites, especially if it is your first