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TensorFlow / Deep Learning Tutorial in Chinese 中文教程

Open Source Technology means to be shared across the world.

While TensorFlow is a piece of super advanced technology, there are only English supports.

The population of Chinese developers is probably more than English developers.

I feel the need to provide an easier way to Chinese developers to learn this world-class technology.

I am not an expert, but I am self-motivated.

开源项目注定要分享给全世界。

TensorFlow近乎黑科技。但是只有英文资料。

中文世界的开发者有很多,可能比英文世界还要多。

我觉得有必要为中文世界开发者们提供一个更容易的学习之路。

我不是专家,我只是自发的。

Video Links 视频链接

Bilibili

TensorFlow Basics 基本概念

TF Girls 修炼指南 1:Intro 重置版
TF Girls 修炼指南 2:基本操作
TF Girls 修炼指南 3:Placeholder 的用法

Data Preprocessing 数据预处理

TF Girls 修炼指南 4:开始机器学习吧!
TF Girls 修炼指南 5:数据的预处理
TF Girls 修炼指南 6:查看数据的统计分布

Neural Network 神经网络

TF Girls 修炼指南 7:解密神经网络 —— 数据流图谱之谜
TF Girls 修炼指南 8:解密神经网络 —— 全连接神经网络
TF Girls 修炼指南 9:训练并测试神经网络

TensorBoard 可视化

TF Girls 修炼指南 10:TensorBoard 可视化计算图谱
TF Girls 修炼指南 11:TensorBoard 可视化训练记录

Python 加油站

Python 加油站:Generator 的使用

Youtube

还没有上传完全。Not Completely Uploaded

Additional Resources 额外学习资源

没有机器学习基础的同学 No Machine Learning Background

Udacity的机器学习  

英文 English
中文 Chinese
这个课是收费的,我学习并完成了这个课程。入门最佳,没有之一。
Udacity也有免费课程

Coursera上一大堆

有机器学习基础,没有深度学习基础的同学 Has Machine Learning Background, New to Deep Learning

Udacity Deep Learning  

英文 English
中文 Chinese
免费

Stanford Open Course 公开课  

cs231n 卷积神经网络与计算机视觉
cs224d 循环神经网络与自然语言处理

Note 注意

你需要自己下载数据 下载地址
下载完成后,在 [本教程的路径] 下创建一个 data 的文件夹路径。将数据解压后放在里面。

完全没想到有这么多星。先谢谢啦!
除了视频,我也会更新一定的文字图片资料
大家对教程有什么建议的,尽情地提出来!可以放在 Issues 里面

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