> For the complete documentation index, see [llms.txt](https://windmising.gitbook.io/mathematics-basic-for-ml/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://windmising.gitbook.io/mathematics-basic-for-ml/readme.md).

# README

在线阅读地址：<https://caterpillarstudygroup.github.io/mathematics\\_basic\\_for\\_ML/index.html>

整理总结学习机器学习需要的数学基础。\
这是一本不太严谨的数学笔记。内容比较入门。

主要参考的材料：

材料：花书《深度学习》\
作者：Yoshua Bengio

材料：《机器学习实战》\
作者：Peter Harrington

材料：《统计学习方法》\
作者：李航

材料：《深度学习及其深层与结构化》\
作者：李宏毅

材料：《通信之道 --- 从微积分到5G》\
作者：杨学志

材料：《GAMES101》\
作者：闫令琪

材料：百度百科

材料：各种CSDN

## 常用标记：

| id    | show | content |
| ----- | ---- | ------- |
| 1F446 | 👆   | 上面图片的说明 |
| 2753  | ❓    | 疑问      |
| 2757  | ❗    | 注意      |
| 2705  | ✅    | 说明      |
| 1F4A1 | 💡   | 我的想法    |
| 1F50D | 🔎   | 链接、引用   |
| 1F4CC | 📌   | 说明      |

<https://apps.timwhitlock.info/emoji/tables/unicode#block-4-enclosed-characters>


---

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