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https://github.com/dxxzst/mml-book-chinese

mml-book-chinese《Mathematics For Machine Learning》机器学习中的数学中文版
https://github.com/dxxzst/mml-book-chinese

book chinese-translation machine-learning machinelearning math mathematics mml mml-book

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mml-book-chinese《Mathematics For Machine Learning》机器学习中的数学中文版

Host: GitHub
URL: https://github.com/dxxzst/mml-book-chinese
Owner: dxxzst
License: mit
Created: 2021-07-14T13:51:29.000Z (over 3 years ago)
Default Branch: main
Last Pushed: 2021-08-17T10:49:26.000Z (over 3 years ago)
Last Synced: 2024-08-07T21:11:20.020Z (5 months ago)
Topics: book, chinese-translation, machine-learning, machinelearning, math, mathematics, mml, mml-book
Homepage:
Size: 512 KB
Stars: 158
Watchers: 6
Forks: 20
Open Issues: 3
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

        # 机器学习中的数学 中文版

英文原版请移步 [《Mathematics For Machine Learning》](https://github.com/mml-book/mml-book.github.io)

逐步翻译中，个人能力、水平有限，希望各位有志之士积极参与……

[原书下载](https://github.com/mml-book/mml-book.github.io/blob/master/book/mml-book_printed.pdf)

[常见问题](https://github.com/dxxzst/mml-book-chinese/wiki/%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98)

# 目录

- [x] 前言

  - [x] [前言](https://github.com/dxxzst/mml-book-chinese/blob/main/0.Foreword.md#%E5%89%8D%E8%A8%80)

  - [x] [致谢](https://github.com/dxxzst/mml-book-chinese/blob/main/0.Foreword.md#%E8%87%B4%E8%B0%A2)

  - [x] [数学符号表](https://github.com/dxxzst/mml-book-chinese/blob/main/0.Foreword.md#%E6%95%B0%E5%AD%A6%E7%AC%A6%E5%8F%B7%E8%A1%A8)

  - [x] [缩略语表](https://github.com/dxxzst/mml-book-chinese/blob/main/0.Foreword.md#%E7%BC%A9%E7%95%A5%E8%AF%AD%E8%A1%A8)

- [ ] Part I 数学基础

  - [x] [1 介绍和动机](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/1/IntroductionAndMotivation.md#%E4%BB%8B%E7%BB%8D%E5%92%8C%E5%8A%A8%E6%9C%BA)

    - [x] [1.1为直觉寻找词语](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/1/IntroductionAndMotivation.md#11-%E4%B8%BA%E7%9B%B4%E8%A7%89%E5%AF%BB%E6%89%BE%E8%AF%8D%E8%AF%AD)

    - [x] [1.2两种阅读本书的方式](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/1/IntroductionAndMotivation.md#12-%E4%B8%A4%E7%A7%8D%E9%98%85%E8%AF%BB%E6%9C%AC%E4%B9%A6%E7%9A%84%E6%96%B9%E5%BC%8F)

    - [x] [1.3练习和反馈](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/1/IntroductionAndMotivation.md#13-%E7%BB%83%E4%B9%A0%E5%92%8C%E5%8F%8D%E9%A6%88)

  - [ ] [2 线性代数](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/2.0LinearAlgebra.md)

    - [x] [2.1线性方程组](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/2.1SystemsOfLinearEquations.md)

    - [x] [2.2矩阵](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/2.2Matrices.md)

    - [ ] [2.3求解线性方程组](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/2.3SolvingSystemsOfLinearEquations.md)

    - [ ] [2.4向量空间](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/2.4VectorSpaces.md)

    - [ ] 2.5线性独立

    - [ ] 2.6基和秩

    - [ ] 2.7线性映射

    - [ ] 2.8仿射空间

    - [ ] 2.9延伸阅读

  - [ ] [练习](https://github.com/dxxzst/mml-book-chinese/blob/main/1.Part%20I%20Mathematical%20Foundations/2/Exercises.md)

  - [ ] 3 解析几何

  - [ ] 练习

  - [ ] 4 矩阵分解

  - [ ] 练习

  - [ ] 5 向量微积分

  - [ ] 练习

  - [ ] 6 概率与分布

  - [ ] 练习

  - [ ] 7 持续优化

  - [ ] 练习

- [ ] Part II 机器学习核心问题

  - [ ] 8 当模型遇到数据

  - [ ] 9 线性回归

  - [ ] 10 主成分分析降维

  - [ ] 11 使用高斯混合模型进行密度预测

  - [ ] 12 使用支持向量机分类

- [ ] [参考](https://github.com/dxxzst/mml-book-chinese/blob/main/3.%E5%8F%82%E8%80%83.md)

- [ ] [索引](https://github.com/dxxzst/mml-book-chinese/blob/main/4.%E7%B4%A2%E5%BC%95.md)