Python 机器学习在线指南

柔情只为你懂 2023-05-29 03:20 16阅读 0赞

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> 原文：[Welcome to Python Machine Learning course!][Welcome to Python Machine Learning course]
> 
> 协议：[CC BY-NC-SA 4.0][]
> 
> 欢迎任何人参与和完善：一个人可以走的很快，但是一群人却可以走的更远。

*  [在线阅读][Link 1]
 *  [ApacheCN 学习资源][ApacheCN]

## 贡献指南 ##

本项目需要校对，欢迎大家提交 Pull Request。

> 请您勇敢地去翻译和改进翻译。虽然我们追求卓越，但我们并不要求您做到十全十美，因此请不要担心因为翻译上犯错——在大部分情况下，我们的服务器已经记录所有的翻译，因此您不必担心会因为您的失误遭到无法挽回的破坏。（改编自维基百科）

## 目录 ##

*  [作者][Link 2]
 *  [引言][Link 3]
 *  [核心概念][Link 4]
    
     *  [交叉验证][Link 5]
     *  [线性回归][Link 6]
     *  [过拟合和欠拟合][Link 7]
     *  [正则化][Link 8]
 *  [监督学习][Link 9]
    
     *  [逻辑回归][Link 10]
     *  [朴素贝叶斯分类][Link 11]
     *  [决策树][Link 12]
     *  [k 最近邻][k]
     *  [线性支持向量机][Link 13]
 *  [无监督学习][Link 14]
    
     *  [聚类][Link 15]
     *  [主成分分析][Link 16]
 *  [深度学习][Link 17]
    
     *  [多层感知机][Link 18]
     *  [卷积神经网络][Link 19]
     *  [自编码器][Link 20]
 *  [原文的协议][Link 21]

## 联系方式 ##

### 负责人 ###

*  [飞龙][Link 22]: 562826179

### 其他 ###

*  在我们的 [apachecn/vt-cs4624-pyml-zh][apachecn_vt-cs4624-pyml-zh] github 上提 issue.
 *  发邮件到 Email: `apachecn@163.com`.
 *  在我们的 [组织学习交流群][Link 23] 中联系群主/管理员即可.

## 赞助我们 ##

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[Welcome to Python Machine Learning course]: https://machine-learning-course.readthedocs.io/en/latest/index.html
[CC BY-NC-SA 4.0]: http://creativecommons.org/licenses/by-nc-sa/4.0/
[Link 1]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/SUMMARY.md
[ApacheCN]: http://www.apachecn.org/
[Link 2]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/3.md
[Link 3]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/5.md
[Link 4]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/6.md
[Link 5]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/7.md
[Link 6]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/8.md
[Link 7]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/9.md
[Link 8]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/10.md
[Link 9]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/11.md
[Link 10]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/12.md
[Link 11]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/13.md
[Link 12]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/14.md
[k]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/15.md
[Link 13]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/16.md
[Link 14]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/17.md
[Link 15]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/18.md
[Link 16]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/19.md
[Link 17]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/20.md
[Link 18]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/21.md
[Link 19]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/22.md
[Link 20]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/23.md
[Link 21]: https://github.com/apachecn/vt-cs4624-pyml-zh/blob/master/docs/25.md
[Link 22]: https://github.com/wizardforcel
[apachecn_vt-cs4624-pyml-zh]: https://github.com/apachecn/vt-cs4624-pyml-zh
[Link 23]: http://www.apachecn.org/organization/348.html
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