Resources Linear Algebra (MIT): Link ISLR: sufficient depth Statistical Machine Learning: Link Youtube videos also available. Convex Optimization: Link Elements of Statitical Learning, more in-depth than ISLR Link Deep Learning Book: Link Probability and Stats: Link Linear Algebra/Calculus + Topology + Manifolds, you may also find youtube lectures of the author: Link