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mml-book/mml-book.github.io: Companion webpage to the book "Mathematics For ...

原作者: [db:作者] 来自: 网络 收藏 邀请

开源软件名称:

mml-book/mml-book.github.io

开源软件地址:

https://github.com/mml-book/mml-book.github.io

开源编程语言:

Jupyter Notebook 100.0%

开源软件介绍:

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.

Alternatively try them directly on Google Colab

Title Tutorial Notebook Solution
Linear Regression Open In Colab Open In Colab
Principal Component Analysis (PCA) Open In Colab Open In Colab
Gaussian Mixture Model (GMM) Open In Colab Open In Colab



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