简单粗暴TensorFlow | A Concise Handbook of TensorFlow

基于Eager Execution | Based on Eager Execution

本手册是一篇精简的TensorFlow入门指导，基于TensorFlow的Eager Execution（动态图）模式，力图让具备一定机器学习及Python基础的开发者们快速上手TensorFlow。

友情提醒：如果发现阅读中有难以理解的部分，请检查自己对每章的“前置知识”部分是否有清楚的理解。

This handbook is a concise introduction to TensorFlow based on Eager Execution mode, trying to help developers get started with TensorFlow quickly with some basic machine learning and Python knowledge.

Friendly reminder: If you find something difficult to understand in reading, please check the “Prerequisites” part of each chapter.

目录 前言 TensorFlow安装 简易安装 正式安装 第一个程序 升级到新版本 TensorFlow基础 TensorFlow 1+1 基础示例：线性回归 TensorFlow模型 模型（Model）与层（Layer） 基础示例：多层感知机（MLP） 卷积神经网络（CNN） 循环神经网络（RNN） 深度强化学习（DRL） 自定义层 * Graph Execution模式 * TensorFlow扩展 Checkpoint：变量的保存与恢复 TensorBoard：训练过程可视化 GPU的使用与分配 附录：静态的TensorFlow TensorFlow 1+1 基础示例：线性回归

Contents Preface TensorFlow Installation Simple Installation Full Installation First Program Upgrade to A New Version TensorFlow Basic TensorFlow 1+1 A Basic Example: Linear Regression TensorFlow Models Models & Layers A Basic Example: Multilayer Perceptrons (MLP) Convolutional Neural Networks (CNN) Recurrent Neural Networks (RNN) Deep Reinforcement Learning (DRL) Custom Layers * Graph Execution Mode * TensorFlow Extensions Checkpoint: Saving and Restoring Variables TensorBoard: Visualization of the Training Process GPU Usage and Allocation Appendix: Static TensorFlow TensorFlow 1+1 A Basic Example: Linear Regression

答疑区

• （中文）TensorFlow中文社区“简单粗暴TensorFlow”版面： https://www.tensorflowers.cn/b/48 （中文的疑问和建议请来此处，将以中文回答和讨论。欢迎使用中文的开发者们前来TensorFlow中文社区交流讨论）
• （英文）https://github.com/snowkylin/TensorFlow-cn/releases （英文的疑问或建议可在GitHub issue中提出，会以英文回答）

PDF下载：

• 中文版：https://www.tensorflowers.cn/t/6230 （同时也有英文版下载）
• 英文版：https://github.com/snowkylin/TensorFlow-cn/releases

GitHub: https://github.com/snowkylin/TensorFlow-cn

Q&A area

• (Chinese) TensorFlow Chinese community “A Concise Handbook of TensorFlow” forum: https://www.tensorflowers.cn/b/48
• (English) https://github.com/snowkylin/TensorFlow-cn/issues

PDF download:

• Chinese version: https://www.tensorflowers.cn/t/6230
• English version: https://github.com/snowkylin/TensorFlow-cn/releases

GitHub: https://github.com/snowkylin/TensorFlow-cn

Indices and tables

• 索引
• 模块索引
• 搜索页面