Sklearn 与 TensorFlow 机器学习实用指南第二版

Bertha 。 2023-02-21 01:59 8阅读 0赞

*  [零、前言][Link 1]
 *  [一、机器学习概览][Link 2]
 *  [二、一个完整的机器学习项目][Link 3]
 *  [三、分类][Link 4]
 *  [四、训练模型][Link 5]
 *  [五、支持向量机][Link 6]
 *  [六、决策树][Link 7]
 *  [七、集成学习和随机森林][Link 8]
 *  [八、降维][Link 9]
 *  [十、使用 Keras 搭建人工神经网络][Keras]
 *  [十一、训练深度神经网络][Link 10]
 *  [十二、使用 TensorFlow 自定义模型并训练][TensorFlow]
 *  [十三、使用 TensorFlow 加载和预处理数据][TensorFlow 1]
 *  [十四、使用卷积神经网络实现深度计算机视觉][Link 11]
 *  [十五、使用 RNN 和 CNN 处理序列][RNN _ CNN]
 *  [十六、使用 RNN 和注意力机制进行自然语言处理][RNN]
 *  [十七、使用自编码器和 GAN 做表征学习和生成式学习][GAN]
 *  [十八、强化学习][Link 12]
 *  [十九、规模化训练和部署 TensorFlow 模型][TensorFlow 2]

[Link 1]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/0.md
[Link 2]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/1.md
[Link 3]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/2.md
[Link 4]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/3.md
[Link 5]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/4.md
[Link 6]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/5.md
[Link 7]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/6.md
[Link 8]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/7.md
[Link 9]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/8.md
[Keras]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/10.md
[Link 10]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/11.md
[TensorFlow]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/12.md
[TensorFlow 1]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/13.md
[Link 11]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/14.md
[RNN _ CNN]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/15.md
[RNN]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/16.md
[GAN]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/17.md
[Link 12]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/18.md
[TensorFlow 2]: https://github.com/it-ebooks/hands-on-ml-2e-zh/blob/master/docs/19.md