Please link to this site using https://mml-book.com. Twitter: @mpd37, @AnalogAldo, @ChengSoonOng. We wrote 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.

A book that motivates people to learn mathematical concepts for machine learning, covering linear algebra, calculus, probability, and optimization.

https:// mml-book.github.io/ 这本书的作者是来自 Twitter 的 @mpd37, @AnalogAldo, @ChengSoonOng。作者阐述写这本书的目的是希望能为机器学习写了一本关于数学的书，激励人们学习数学概念。不打算涵盖先进的机器学习技术，而是讲解机器学习中所必需的数学技能。

2020年4月23日 · This book, however, takes the math seriously, and is incredibly direct and efficient in the introduction of new, relevant topics in calculus, linear algebra, and probability and statistics that you'll need to know if you want to truly understand the libraries you're using. I find myself reading a section in the book, going back to a "dedicated ...

Companion webpage to the book "Mathematics For Machine Learning" mml-book/mml-book.github.io’s past year of commit activity Jupyter Notebook 13,889 2,524 166 1 Updated Mar 13, 2025

2023年10月8日 · The book is suitable for students and others with a mathematical background. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. ... mml-book_202310 Identifier-ark ark:/13960/s2wng4z60r8 Ocr tesseract 5.3.0-3-g9920 Ocr_detected_lang en Ocr_detected ...

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.

mml-book-chinese《Mathematics For Machine Learning》机器学习中的数学 中文版 Topics machine-learning math book mathematics mml machinelearning chinese-translation mml-book

2020年1月31日 · https://mml-book.github.io/::This self-contained textbook introduces all the relevant mathematical concepts needed to understand and use machine learning methods, with a minimum of prerequisites. Topics include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics::

2021年7月21日 · 机器学习 - @dxxzst - 项目地址：https://github.com/dxxzst/mml-book-chinese