ApacheCN 深度学习译文集 20201229 更新

爱被打了一巴掌 2022-12-31 15:18 140阅读 0赞

新增了七个教程：

*  [TensorFlow 和 Keras 应用开发入门][TensorFlow _ Keras]
    
     *  [零、前言][Link 1]
     *  [一、神经网络和深度学习简介][Link 2]
     *  [二、模型架构][Link 3]
     *  [三、模型评估和优化][Link 4]
     *  [四、产品化][Link 5]
 *  [TensorFlow 图像深度学习实用指南][TensorFlow]
    
     *  [零、前言][Link 6]
     *  [一、机器学习工具包][Link 7]
     *  [二、图片数据][Link 8]
     *  [三、经典神经网络][Link 9]
 *  [Python 元学习实用指南][Python]
    
     *  [零、前言][Link 10]
     *  [一、元学习导论][Link 11]
     *  [二、使用连体网络的人脸和音频识别][Link 12]
     *  [三、原型网络及其变体][Link 13]
     *  [四、使用 TensorFlow 的关系和匹配网络][TensorFlow 1]
     *  [五、记忆增强神经网络][Link 14]
     *  [六、MAML 及其变体][MAML]
     *  [七、元 SGD 和 Reptile][SGD _ Reptile]
     *  [八、作为优化目标的梯度一致性][Link 15]
     *  [九、最新进展和后续步骤][Link 16]
     *  [十、答案][Link 17]
 *  [Python 强化学习实用指南][Python 1]
    
     *  [零、前言][Link 18]
     *  [一、强化学习导论][Link 19]
     *  [二、OpenAI 和 TensorFlow 入门][OpenAI _ TensorFlow]
     *  [三、马尔可夫决策过程与动态规划][Link 20]
     *  [四、用于游戏的蒙特卡洛方法][Link 21]
     *  [五、时间差异学习][Link 22]
     *  [六、多臂老虎机问题][Link 23]
     *  [七、深度学习基础][Link 24]
     *  [八、深度 Q 网络和 Atari 游戏][Q _ Atari]
     *  [九、用深度循环 Q 网络玩《毁灭战士》][Q]
     *  [十、异步优势演员评论家网络][Link 25]
     *  [十一、策略梯度和优化][Link 26]
     *  [十二、Capstone 项目 – 将 DQN 用于赛车][Capstone _ _ _ DQN]
     *  [十三、最新进展和后续步骤][Link 27]
     *  [十四、答案][Link 28]
 *  [Python 智能项目][Python 2]
    
     *  [零、前言][Link 29]
     *  [一、人工智能系统的基础][Link 30]
     *  [二、迁移学习][Link 31]
     *  [三、神经机器翻译][Link 32]
     *  [四、使用 GAN 的时尚行业样式迁移][GAN]
     *  [五、视频字幕应用][Link 33]
     *  [六、智能推荐系统][Link 34]
     *  [七、电影评论情感分析移动应用][Link 35]
     *  [八、用于客户服务的会话式 AI 聊天机器人][AI]
     *  [九、使用强化学习的自主无人驾驶汽车][Link 36]
     *  [十、深度学习视角的验证码][Link 37]
 *  [精通 Sklearn 和 TensorFlow 预测性分析][Sklearn _ TensorFlow]
    
     *  [零、前言][Link 38]
     *  [一、回归和分类的集成方法][Link 39]
     *  [二、交叉验证和参数调整][Link 40]
     *  [三、使用特征][Link 41]
     *  [四、人工神经网络和 TensorFlow 简介][TensorFlow 2]
     *  [五、将 TensorFlow 和深度神经网络用于预测分析][TensorFlow 3]
 *  [TensorFlow 2.0 的新增功能][TensorFlow 2.0]
    
     *  [零、前言][Link 42]
     *  [第 1 部分：TensorFlow 2.0 - 架构和 API 更改][1 _TensorFlow 2.0 - _ API]
        
         *  [一、TensorFlow 2.0 入门][TensorFlow 2.0 1]
         *  [二、Keras 默认集成和急切执行][Keras]
     *  [第 2 部分：TensorFlow 2.0 - 数据和模型训练管道][2 _TensorFlow 2.0 -]
        
         *  [三、设计和构建输入数据管道][Link 43]
         *  [四、TensorBoard 的模型训练和使用][TensorBoard]
     *  [第 3 部分：TensorFlow 2.0 - 模型推断和部署以及 AIY][3 _TensorFlow 2.0 - _ AIY]
        
         *  [五、模型推理管道 - 多平台部署][-]
         *  [六、AIY 项目和 TensorFlow Lite][AIY _ TensorFlow Lite]
     *  [第 4 部分：TensorFlow 2.0 - 迁移，总结][4 _TensorFlow 2.0 -]
        
         *  [七、从 TensorFlow 1.x 迁移到 2.0][TensorFlow 1.x _ 2.0]

[TensorFlow _ Keras]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/README.md
[Link 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/0.md
[Link 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/1.md
[Link 3]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/2.md
[Link 4]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/3.md
[Link 5]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/begin-app-dev-tf-keras/4.md
[TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-img-tf/README.md
[Link 6]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-img-tf/0.md
[Link 7]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-img-tf/1.md
[Link 8]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-img-tf/2.md
[Link 9]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-img-tf/3.md
[Python]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/README.md
[Link 10]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/00.md
[Link 11]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/01.md
[Link 12]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/02.md
[Link 13]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/03.md
[TensorFlow 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/04.md
[Link 14]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/05.md
[MAML]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/06.md
[SGD _ Reptile]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/07.md
[Link 15]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/08.md
[Link 16]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/09.md
[Link 17]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-meta-learn-py/10.md
[Python 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/README.md
[Link 18]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/00.md
[Link 19]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/01.md
[OpenAI _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/02.md
[Link 20]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/03.md
[Link 21]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/04.md
[Link 22]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/05.md
[Link 23]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/06.md
[Link 24]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/07.md
[Q _ Atari]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/08.md
[Q]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/09.md
[Link 25]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/10.md
[Link 26]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/11.md
[Capstone _ _ _ DQN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/12.md
[Link 27]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/13.md
[Link 28]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-rl-py/14.md
[Python 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/README.md
[Link 29]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/00.md
[Link 30]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/01.md
[Link 31]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/02.md
[Link 32]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/03.md
[GAN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/04.md
[Link 33]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/05.md
[Link 34]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/06.md
[Link 35]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/07.md
[AI]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/08.md
[Link 36]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/09.md
[Link 37]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/intel-proj-py/10.md
[Sklearn _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/README.md
[Link 38]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/0.md
[Link 39]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/1.md
[Link 40]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/2.md
[Link 41]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/3.md
[TensorFlow 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/4.md
[TensorFlow 3]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-pred-anal-sklearn-tf/5.md
[TensorFlow 2.0]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/README.md
[Link 42]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/0.md
[1 _TensorFlow 2.0 - _ API]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/pt1.md
[TensorFlow 2.0 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/1.md
[Keras]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/2.md
[2 _TensorFlow 2.0 -]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/pt2.md
[Link 43]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/3.md
[TensorBoard]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/4.md
[3 _TensorFlow 2.0 - _ AIY]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/pt3.md
[-]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/5.md
[AIY _ TensorFlow Lite]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/6.md
[4 _TensorFlow 2.0 -]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/pt4.md
[TensorFlow 1.x _ 2.0]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/whats-new-tf2/7.md