Math & Statistics
The linear algebra, calculus, probability and statistics behind machine learning, explained visually.
Expert
Research-level depth and specialist material.
Video
Expert
▶ Video series
MIT 18.065: Matrix Methods in Data Analysis, Signal Processing, and Machine Learning
Gilbert Strang's course on the linear algebra behind modern data science and deep learning.
MIT OpenCourseWare
Video
Expert
▶ Video series
MIT 18.650: Statistics for Applications
A rigorous course on statistical inference: estimation, hypothesis tests, regression and Bayesian methods, with full derivations.
MIT OpenCourseWare