Companion webpage to the book "Mathematics For Machine Learning"
Jupyter Notebook
16,104
329 commits
updated Mar 13, 2025
Companion webpage to the book "Mathematics For Machine Learning"
Copyright 2020 by Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong. To be published by Cambridge University Press.
We are in the process of writing a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read those other books.
We split the book into two parts:
We aim to keep this book reasonably short, so we cannot cover everything. We will also provide exercises for part 1 and jupyter notebooks for part 2 of the book.
The notebooks can be run live on .
Alternatively try them directly on Google Colab
(top 24 of 55)
232 followers · starred Jul 2021
16 followers · starred Sep 2026
68 followers · starred Feb 2019
1,607 followers · starred Jul 2023
Companion webpage to the book "Mathematics For Machine Learning"
Jupyter Notebook
16,104
329 commits
updated Mar 13, 2025
Companion webpage to the book "Mathematics For Machine Learning"
Copyright 2020 by Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong. To be published by Cambridge University Press.
We are in the process of writing a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read those other books.
We split the book into two parts:
We aim to keep this book reasonably short, so we cannot cover everything. We will also provide exercises for part 1 and jupyter notebooks for part 2 of the book.
The notebooks can be run live on .
Alternatively try them directly on Google Colab
(top 24 of 55)
232 followers · starred Jul 2021
16 followers · starred Sep 2026
68 followers · starred Feb 2019
1,607 followers · starred Jul 2023