# 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>


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://windmising.gitbook.io/mathematics-basic-for-ml/readme.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.