Sklearn 与 TensorFlow 机器学习实用指南（补档）

古城微笑少年丶 2022-01-22 08:57 243阅读 0赞

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*  [ApacheCN - 机器学习交流群 629470233][ApacheCN - _ 629470233]
 *  [ApacheCN 学习资源][ApacheCN]
 *  [利用 Python 进行数据分析 第二版][Python _]

*  [PDF格式][PDF]
 *  [EPUB格式][EPUB]
 *  [MOBI格式][MOBI]
 *  [英文仓库][Link 1]
 *  [中文仓库][Link 2]

## 目录结构 ##

*  [Sklearn 与 TensorFlow 机器学习实用指南][Sklearn _ TensorFlow]
 *  [零、前言][Link 3]
 *  [一、机器学习概览][Link 4]
 *  [二、一个完整的机器学习项目][Link 5]
 *  [三、分类][Link 6]
 *  [四、训练模型][Link 7]
 *  [五、支持向量机][Link 8]
 *  [六、决策树][Link 9]
 *  [七、集成学习和随机森林][Link 10]
 *  [八、降维][Link 11]
 *  [九、启动并运行 TensorFlow][TensorFlow]
 *  [十、人工神经网络介绍][Link 12]
 *  [十一、训练深层神经网络][Link 13]
 *  [十二、设备和服务器上的分布式 TensorFlow][TensorFlow 1]
 *  [十三、卷积神经网络][Link 14]
 *  [十四、循环神经网络][Link 15]
 *  [十五、自编码器][Link 16]
 *  [十六、强化学习][Link 17]
 *  [附录 B、机器学习项目清单][B]
 *  [附录 C、SVM 对偶问题][C_SVM]
 *  [附录 D、自动微分][D]

## 项目负责人 ##

*  [@SeanCheney][SeanCheney]: 731384963
 *  [@飞龙][Link 18]: 562826179
 *  [@片刻][Link 19]: 529815144

## 编译 ##

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    gitbook epub    # 编译 EPUB

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[cover.jpg]: https://raw.githubusercontent.com/it-ebooks/hands-on-ml-zh/master/cover.jpg
[CC BY-NC-SA 4.0]: http://creativecommons.org/licenses/by-nc-sa/4.0/
[ApacheCN - _ 629470233]: http://shang.qq.com/wpa/qunwpa?idkey=30e5f1123a79867570f665aa3a483ca404b1c3f77737bc01ec520ed5f078ddef
[ApacheCN]: http://www.apachecn.org/
[Python _]: https://github.com/apachecn/pyda-2e-zh
[PDF]: https://www.gitbook.com/download/pdf/book/wizardforcel/hands-on-ml-with-sklearn-and-tf
[EPUB]: https://www.gitbook.com/download/epub/book/wizardforcel/hands-on-ml-with-sklearn-and-tf
[MOBI]: https://www.gitbook.com/download/mobi/book/wizardforcel/hands-on-ml-with-sklearn-and-tf
[Link 1]: https://github.com/ageron/handson-ml
[Link 2]: https://github.com/it-ebooks/hands-on-ml-zh
[Sklearn _ TensorFlow]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/README.md
[Link 3]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/0.%E5%89%8D%E8%A8%80.md
[Link 4]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/1.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E6%A6%82%E8%A7%88.md
[Link 5]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/2.%E4%B8%80%E4%B8%AA%E5%AE%8C%E6%95%B4%E7%9A%84%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E9%A1%B9%E7%9B%AE.md
[Link 6]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/3.%E5%88%86%E7%B1%BB.md
[Link 7]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/4.%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B.md
[Link 8]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/5.%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA.md
[Link 9]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/6.%E5%86%B3%E7%AD%96%E6%A0%91.md
[Link 10]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/7.%E9%9B%86%E6%88%90%E5%AD%A6%E4%B9%A0%E5%92%8C%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97.md
[Link 11]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/8.%E9%99%8D%E7%BB%B4.md
[TensorFlow]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/9.%E5%90%AF%E5%8A%A8%E5%B9%B6%E8%BF%90%E8%A1%8C_TensorFlow.md
[Link 12]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/10.%E4%BA%BA%E5%B7%A5%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E4%BB%8B%E7%BB%8D.md
[Link 13]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/11.%E8%AE%AD%E7%BB%83%E6%B7%B1%E5%B1%82%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md
[TensorFlow 1]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/12.%E8%AE%BE%E5%A4%87%E5%92%8C%E6%9C%8D%E5%8A%A1%E5%99%A8%E4%B8%8A%E7%9A%84%E5%88%86%E5%B8%83%E5%BC%8F_TensorFlow.md
[Link 14]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/13.%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md
[Link 15]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/14.%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md
[Link 16]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/15.%E8%87%AA%E7%BC%96%E7%A0%81%E5%99%A8.md
[Link 17]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/16.%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0.md
[B]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/B.%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E9%A1%B9%E7%9B%AE%E6%B8%85%E5%8D%95.md
[C_SVM]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/C.SVM_%E5%AF%B9%E5%81%B6%E9%97%AE%E9%A2%98.md
[D]: https://github.com/it-ebooks/hands-on-ml-zh/blob/master/docs/D.%E8%87%AA%E5%8A%A8%E5%BE%AE%E5%88%86.md
[SeanCheney]: https://www.jianshu.com/u/130f76596b02
[Link 18]: https://github.com/wizardforcel
[Link 19]: https://github.com/chenyyx
[donate.jpg]: /images/20220122/b18a8a16ee004e09a59f635129382aa4.png