> For the complete documentation index, see [llms.txt](https://blog.cweihang.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://blog.cweihang.io/ml/zzh_ml_notes/melon.md).

# 西瓜书概念整理

* 括号表示概念出现的其他页码
* 如有兴趣协同整理，请到[issue](https://github.com/ahangchen/windy-afternoon/issues/2)中认领章节
* 公式采用latex编辑，github不能直接渲染，请到[gitbook页](https://ahangchen.gitbooks.io/windy-afternoon/content/ml/melon/)浏览

整理by: [ahangchen](https://github.com/ahangchen), [luopengting](https://github.com/luopengting), [hscspring](https://github.com/hscspring)

## 概念列表

|                      o                      |   [绪论](/ml/zzh_ml_notes/melon/ch01.md)   |                     o                     |
| :-----------------------------------------: | :--------------------------------------: | :---------------------------------------: |
|  [模型评估与选择](/ml/zzh_ml_notes/melon/ch02.md)  |  [线性模型](/ml/zzh_ml_notes/melon/ch03.md)  |   [决策树](/ml/zzh_ml_notes/melon/ch04.md)   |
|    [神经网络](/ml/zzh_ml_notes/melon/ch05.md)   |  [支持向量机](/ml/zzh_ml_notes/melon/ch06.md) |  [贝叶斯分类器](/ml/zzh_ml_notes/melon/ch07.md) |
|    [集成学习](/ml/zzh_ml_notes/melon/ch08.md)   |   [聚类](/ml/zzh_ml_notes/melon/ch09.md)   | [降维与度量学习](/ml/zzh_ml_notes/melon/ch10.md) |
| [特征选择与稀疏学习](/ml/zzh_ml_notes/melon/ch11.md) | [计算学习理论](/ml/zzh_ml_notes/melon/ch12.md) |  [半监督学习](/ml/zzh_ml_notes/melon/ch13.md)  |
|   [概率图模型](/ml/zzh_ml_notes/melon/ch14.md)   |  [规则学习](/ml/zzh_ml_notes/melon/ch15.md)  |   [强化学习](/ml/zzh_ml_notes/melon/ch16.md)  |
|                      o                      |   [附录](/ml/zzh_ml_notes/melon/ch17.md)   |                     o                     |