Machine Learning is built upon the pillars of continuous mathematics. To excel in AI, you must master Linear Algebra for data representation, Calculus for optimization (Gradient Descent), and Statistics for probabilistic modeling. Below is a curated list of free textbooks and elite university courses to guide your journey.