June 25, 2019

171 words 1 min read

mml-book/mml-book.github.io

mml-book/mml-book.github.io

Companion webpage to the book “Mathematics For Machine Learning”

repo name mml-book/mml-book.github.io
repo link https://github.com/mml-book/mml-book.github.io
homepage
language Jupyter Notebook
size (curr.) 195217 kB
stars (curr.) 5339
created 2017-12-08
license

mml-book.github.io

Companion webpage to the book “Mathematics For Machine Learning”

https://mml-book.com

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:

  • Mathematical foundations
  • Example machine learning algorithms that use the mathematical foundations

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 Binder.

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