# Mathematics for Machine Learning

## 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 .

## Linear Algebra

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.

## Statistics

Professor 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 Learning

Professor Yaser Abu-Mostafa - Caltech : Learning From DataDirect Ad Sales