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mml-book-chinese《Mathematics For Machine Learning》机器学习中的数学 中文版
| Date | Stars |
|---|---|
| 2026-07-31 | 252 |
| 2026-08-04 | 252 |
| 2026-08-06 | 252 |
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# 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)
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