GithubHelp home page GithubHelp logo

tensorflow-tutorial's Introduction

###欢迎加入,TensorFlow机器学习社区 348036482

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 mostly English supports.

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

I am not an expert. I share when I learn. That's deep.

开源项目注定要分享给全世界。

TensorFlow近乎黑科技。但是几乎只是英文资料。

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。我学习所以我分享。可以的,这很深。

Note 注意

某些期的文件夹里有辅助资料哦!

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!
大家对教程有什么建议的,尽情地提出来!可以放在 Issues 里面

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

Convolutional Neural Network 卷积神经网络

TF Girls 修炼指南 12:卷积神经网络
TF Girls 修炼指南 13:定义 Convolutional Layer 的参数
TF Girls 修炼指南 14:定义 Convolutional Layer 的操作
TF Girls 修炼指南 15:纵观卷积神经网络架构

Parameter Tuning & Optimization 调参数 & 优化

TF Girls 修炼指南 16:Regularization
TF Girls 修炼指南 17:Dropout
TF Girls 修炼指南 18:Follow the Gradient 与优化问题
TF Girls 修炼指南 19:学习速率衰减
敬请期待...

Python 加油站

Python 加油站:Generator 的使用
Python 加油站:60 行写个 Coroutine 框架?你TM逗我!

Youtube

TensorFlow Chinese Tutorial

Additional Resources 额外学习资源

中文资源

TF 中文社区

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

深度学习新同学 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

tensorflow-tutorial's People

Contributors

creatcodebuild avatar glossary95 avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.