“机器学习数学”随书的网页。「Companion webpage to the book "Mathematics For Machine Learning"」
“机器学习数学”随书的网页。
Marc Peter Deisenroth，Aldo Faisal 和 Cheng Soon Ong 版权所有2020。由剑桥大学出版社出版。
我们正在写一本关于机器学习数学的书，以激励人们学习数学概念。 本书无意涵盖高级机器学习技术，因为已经有很多书籍在做。 相反，我们旨在提供必要的数学技能来阅读其他书籍。
我们将本书分为两部分：
我们的目标是使本书尽量简短，因此我们无法涵盖所有内容。 我们还将为本书的第1部分和第2部分的 jupyter notebooks 提供练习。
该 notebooks 可以实时运行于
| Name With Owner | mml-book/mml-book.github.io |
|---|---|
| Primary Language | Jupyter Notebook |
| Program language | Jupyter Notebook (Language Count: 1) |
| Platform | Linux, Mac, Windows |
| License: |
| Created At | 2017-12-08 10:52:21 |
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| Pushed At | 2025-03-13 09:05:35 |
| Last Commit At | 2025-03-13 09:05:28 |
| Release Count | 1 |
| Last Release Name | 20190315_v1.0 (Posted on ) |
| First Release Name | 20190315_v1.0 (Posted on ) |
| Stargazers Count | 14.3k |
|---|---|
| Watchers Count | 483 |
| Fork Count | 2.6k |
| Commits Count | 370 |
| Has Issues Enabled | |
| Issues Count | 800 |
| Issue Open Count | 183 |
| Pull Requests Count | 6 |
| Pull Requests Open Count | 1 |
| Pull Requests Close Count | 7 |
| Has Wiki Enabled | |
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| Is Archived | |
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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 
.