Algebra, Topology, Differential Calculus, andi Optimization Theory For Computer Science and Machine Learning https://www.cis.upenn.edu/~jean/math-deep.pdf

Mathematics for Machine Learning: https://mml-book.github.io/book/mml-book.pdf

http://d2l.ai/chapter_appendix_math/index.html