Mathematics for Machine Learning
Mathematics for Machine LearningMarc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong: Mathematics for Machine Learning.Professor Philippe Rigollet - MIT : Mathematics of Machine Learning. Linear AlgebraKhan 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 CalculusProf. 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. StatisticsProfessor Joseph Blitzstein - Harvard : Statistics 110: Probability including videos and NotesPhilip 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 Machine LearningProfessor Yaser Abu-Mostafa - Caltech : Learning From Data |
