ApacheCN 深度学习译文集 20210112 更新

╰+哭是因爲堅強的太久メ 2023-01-05 14:13 17阅读 0赞

新增了六个教程：

*  [TensorFlow 2 和 Keras 高级深度学习][TensorFlow 2 _ Keras]
    
     *  [零、前言][Link 1]
     *  [一、使用 Keras 入门高级深度学习][Keras]
     *  [二、深度神经网络][Link 2]
     *  [三、自编码器][Link 3]
     *  [四、生成对抗网络（GAN）][GAN]
     *  [五、改进的 GAN][GAN 1]
     *  [六、纠缠表示 GAN][GAN 2]
     *  [七、跨域 GAN][GAN 3]
     *  [八、变分自编码器（VAE）][VAE]
     *  [九、深度强化学习][Link 4]
     *  [十、策略梯度方法][Link 5]
     *  [十一、对象检测][Link 6]
     *  [十二、语义分割][Link 7]
     *  [十三、使用互信息的无监督学习][Link 8]
 *  [GCP 上的人工智能实用指南][GCP]
    
     *  [零、前言][Link 9]
     *  [第 1 节：Google Cloud Platform 的基础][1 _Google Cloud Platform]
        
         *  [一、AI 和 GCP 概述][AI _ GCP]
         *  [二、使用 GCP 组件的计算和处理][GCP 1]
     *  [第 2 节：使用 Google Cloud Platform 的人工智能][2 _ Google Cloud Platform]
        
         *  [三、XGBoost 的机器学习应用][XGBoost]
         *  [四、使用 Cloud AutoML][Cloud AutoML]
         *  [五、构建大数据云机器学习引擎][Link 10]
         *  [六、使用 DialogFlow 的智能对话应用][DialogFlow]
     *  [第 3 节：Google Cloud Platform 上的 TensorFlow][3 _Google Cloud Platform _ TensorFlow]
        
         *  [七、了解云 TPU][TPU]
         *  [八、使用 Cloud ML Engine 实现 TensorFlow 模型][Cloud ML Engine _ TensorFlow]
         *  [九、构建预测应用][Link 11]
     *  [第 4 节：构建应用和即将发布的功能][4]
        
         *  [十、构建一个 AI 应用][AI]
 *  [Python 深度学习架构实用指南][Python]
    
     *  [零、前言][Link 12]
     *  [第 1 节：深度学习的元素][1]
        
         *  [一、深度学习入门][Link 13]
         *  [二、深度前馈网络][Link 14]
         *  [三、受限玻尔兹曼机和自编码器][Link 15]
     *  [第 2 节：卷积神经网络][2]
        
         *  [四、CNN 架构][CNN]
         *  [五、移动神经网络和 CNN][CNN 1]
     *  [第 3 节：序列建模][3]
        
         *  [六、循环神经网络][Link 16]
     *  [第 4 节：生成对抗网络（GAN）][4 _GAN]
        
         *  [七、生成对抗网络][Link 17]
     *  [第 5 节：深度学习和高级人工智能的未来][5]
        
         *  [八、深度学习的新趋势][Link 18]
 *  [Python Web 深度学习实用指南][Python Web]
    
     *  [零、前言][Link 19]
     *  [第 1 节：Web 人工智能][1 _Web]
        
         *  [一、揭秘人工智能和机器学习基础][Link 20]
     *  [第 2 节：使用深度学习的 Web 开发][2 _ Web]
        
         *  [二、使用 Python 入门深度学习][Python 1]
         *  [三、创建您的第一个深度学习 Web 应用][Web]
         *  [四、TensorFlow.js 入门][TensorFlow.js]
     *  [第 3 节：用于 Web 开发的不同深度学习 API 入门][3 _ Web _ API]
        
         *  [五、通过 API 进行深度学习][API]
         *  [六、Google Cloud Platform 上的 Python 深度学习][Google Cloud Platform _ Python]
         *  [七、AWS 上的 Python DL：对象检测和家庭自动化][AWS _ Python DL]
         *  [八、Microsoft Azure 上的 Python 深度学习][Microsoft Azure _ Python]
     *  [第 4 节：生产中的深度学习（智能 Web 应用）][4 _ Web]
        
         *  [九、启用深度学习的网站的通用生产框架][Link 21]
         *  [十、通过深度学习保护 Web 应用安全][Web 1]
         *  [十一、DIY - Web DL 生产环境][DIY - Web DL]
         *  [十二、使用 DL API 和客户支持聊天机器人创建 E2E Web 应用][DL API _ E2E Web]
     *  [十三、附录：Web 深度学习的成功案例和新兴领域][Web 2]
 *  [精通 TensorFlow 2.x 计算机视觉][TensorFlow 2.x]
    
     *  [零、前言][Link 22]
     *  [第 1 节：计算机视觉和神经网络概论][1 1]
        
         *  [一、计算机视觉和 TensorFlow 基础知识][TensorFlow]
         *  [二、使用局部二进制模式的内容识别][Link 23]
         *  [三、使用 OpenCV 和 CNN 的人脸检测][OpenCV _ CNN]
         *  [四、用于图像的深度学习][Link 24]
     *  [第 2 节：使用 TensorFlow 的计算机视觉高级概念][2 _ TensorFlow]
        
         *  [五、神经网络架构和模型][Link 25]
         *  [六、使用迁移学习的视觉搜索][Link 26]
         *  [七、YOLO 对象检测][YOLO]
         *  [八、语义分割与神经样式迁移][Link 27]
     *  [第 3 节：使用 TensorFlow 的计算机视觉的高级实现][3 _ TensorFlow]
        
         *  [九、使用多任务深度学习的动作识别][Link 28]
         *  [十、R-CNN，SSD 和 R-FCN 对象检测][R-CNN_SSD _ R-FCN]
     *  [第 4 节：边缘和云端的 TensorFlow 实现][4 _ TensorFlow]
        
         *  [十一、带有 CPU/GPU 优化的边缘设备上的深度学习][CPU_GPU]
         *  [十二、用于计算机视觉的云计算平台][Link 29]
 *  [TensorFlow Lite，ML Kit 和 Flutter 移动深度学习][TensorFlow Lite_ML Kit _ Flutter]
    
     *  [零、前言][Link 30]
     *  [一、移动深度学习简介][Link 31]
     *  [二、移动视觉 - 使用设备上的模型的人脸检测][-]
     *  [三、使用 Google Action 的聊天机器人][Google Action]
     *  [四、认识植物种类][Link 32]
     *  [五、从摄像机源生成实时字幕][Link 33]
     *  [六、构建人工智能认证系统][Link 34]
     *  [七、语音/多媒体处理 - 使用 AI 生成音乐][- _ AI]
     *  [八、基于强化神经网络的国际象棋引擎][Link 35]
     *  [九、构建图像超分辨率应用][Link 36]
     *  [十、前方的路][Link 37]
     *  [十一、附录][Link 38]

## 下载 ##

### Docker ###

docker pull apachecn0/apachecn-dl-zh
    docker run -tid -p <port>:80 apachecn0/apachecn-dl-zh
    # 访问 http://localhost:{port} 查看文档

### PYPI ###

pip install apachecn-dl-zh
    apachecn-dl-zh <port>
    # 访问 http://localhost:{port} 查看文档

### NPM ###

npm install -g apachecn-dl-zh
    apachecn-dl-zh <port>
    # 访问 http://localhost:{port} 查看文档

## 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）

[TensorFlow 2 _ Keras]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/README.md
[Link 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/00.md
[Keras]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/01.md
[Link 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/02.md
[Link 3]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/03.md
[GAN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/04.md
[GAN 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/05.md
[GAN 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/06.md
[GAN 3]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/07.md
[VAE]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/08.md
[Link 4]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/09.md
[Link 5]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/10.md
[Link 6]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/11.md
[Link 7]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/12.md
[Link 8]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/adv-dl-tf2-keras/13.md
[GCP]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/README.md
[Link 9]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/00.md
[1 _Google Cloud Platform]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/sec1.md
[AI _ GCP]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/01.md
[GCP 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/02.md
[2 _ Google Cloud Platform]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/sec2.md
[XGBoost]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/03.md
[Cloud AutoML]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/04.md
[Link 10]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/05.md
[DialogFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/06.md
[3 _Google Cloud Platform _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/sec3.md
[TPU]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/07.md
[Cloud ML Engine _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/08.md
[Link 11]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/09.md
[4]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/sec4.md
[AI]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-ai-gcp/10.md
[Python]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/README.md
[Link 12]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/0.md
[1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/sec1.md
[Link 13]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/1.md
[Link 14]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/2.md
[Link 15]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/3.md
[2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/sec2.md
[CNN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/4.md
[CNN 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/5.md
[3]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/sec3.md
[Link 16]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/6.md
[4 _GAN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/sec4.md
[Link 17]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/7.md
[5]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/sec5.md
[Link 18]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-dl-arch-py/8.md
[Python Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/README.md
[Link 19]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/00.md
[1 _Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/sec1.md
[Link 20]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/01.md
[2 _ Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/sec2.md
[Python 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/02.md
[Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/03.md
[TensorFlow.js]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/04.md
[3 _ Web _ API]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/sec3.md
[API]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/05.md
[Google Cloud Platform _ Python]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/06.md
[AWS _ Python DL]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/07.md
[Microsoft Azure _ Python]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/08.md
[4 _ Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/sec4.md
[Link 21]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/09.md
[Web 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/10.md
[DIY - Web DL]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/11.md
[DL API _ E2E Web]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/12.md
[Web 2]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/handson-py-dl-web/13.md
[TensorFlow 2.x]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/README.md
[Link 22]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/0.md
[1 1]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/sec1.md
[TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/1.md
[Link 23]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/2.md
[OpenCV _ CNN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/3.md
[Link 24]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/4.md
[2 _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/sec2.md
[Link 25]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/5.md
[Link 26]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/6.md
[YOLO]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/7.md
[Link 27]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/8.md
[3 _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/sec3.md
[Link 28]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/9.md
[R-CNN_SSD _ R-FCN]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/10.md
[4 _ TensorFlow]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/sec4.md
[CPU_GPU]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/11.md
[Link 29]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/master-cv-tf-2x/12.md
[TensorFlow Lite_ML Kit _ Flutter]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/README.md
[Link 30]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/00.md
[Link 31]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/01.md
[-]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/02.md
[Google Action]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/03.md
[Link 32]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/04.md
[Link 33]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/05.md
[Link 34]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/06.md
[- _ AI]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/07.md
[Link 35]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/08.md
[Link 36]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/09.md
[Link 37]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/10.md
[Link 38]: https://github.com/apachecn/apachecn-dl-zh/blob/master/docs/mobi-dl-tflite/11.md