Mathematics for Machine Learning
Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong: Mathematics for Machine Learning.
Professor Philippe Rigollet - MIT : Mathematics of Machine Learning.
Khan Academy: Linear algebra including videos.
Professor Gilbert Strang - MIT: Mit Open Course: Linear Algebra including lecture notes, videos and past exams with solutions.
David Cherney, Tom Denton, Rohit Thomas and Andrew Waldron - UCDAVIS: Linear algebra.
Single and Multivariable Calculus
Prof. David Jerison - MIT: Mit Open Course: Single Variable Calculus including videos, lecture notes and past exams with solutions.
Prof. Denis Auroux - MIT: Mit Open Course: Multivariable Calculus including videos, lecture notes and past exams with solutions.
Professor Joseph Blitzstein - Harvard : Statistics 110: Probability including videos and Notes
Philip B. Stark - University of California, Berkeley : Statistics including interactive tools included in the materials to help students analyze real datasets.
Jeremy Orloff , Jonathan Bloom - MIT : Introduction to Probability and Statistics
Professor Yaser Abu-Mostafa - Caltech : Learning From Data