References

The book

This repository contains notes on the following book, which is freely available from the authors:

Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong. Mathematics for Machine Learning. Cambridge University Press, 2020. ISBN 978-1-108-47004-9 (hardback), 978-1-108-45514-5 (paperback). DOI: 10.1017/9781108679930. Free PDF: https://mml-book.github.io/

Please cite the book, not these notes, for the mathematics itself.

Sections covered in these notes

Standing conventions

• Page images. Screenshots of book pages live under src/images/ch<NN>/ and are referenced only from the note that needs them. They are included as short excerpts for study; copyright remains with the authors and publisher.
• Numbering. Note filenames use the book’s own section numbers (for example ch02/01-systems-of-linear-equations.md is Section 2.1), so a cross-reference in a note can always be traced back to the book by number alone.
• Reproducibility. Numerical claims are backed by scripts in scripts/, which use only numpy (and optionally scipy).