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https://github.com/amusi/tensorflow-from-zero-to-one

TensorFlow 最佳学习资源大全（含课程、书籍、博客、公开课等内容）
https://github.com/amusi/tensorflow-from-zero-to-one

deep-learning machine-learning machine-learning-tensorflow python tensorflow tensorflow-tutorials

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TensorFlow 最佳学习资源大全（含课程、书籍、博客、公开课等内容）

Host: GitHub
URL: https://github.com/amusi/tensorflow-from-zero-to-one
Owner: amusi
Created: 2018-03-29T15:09:03.000Z (over 6 years ago)
Default Branch: master
Last Pushed: 2020-07-05T08:33:32.000Z (over 4 years ago)
Last Synced: 2024-09-26T21:01:57.955Z (about 2 months ago)
Topics: deep-learning, machine-learning, machine-learning-tensorflow, python, tensorflow, tensorflow-tutorials
Language: Jupyter Notebook
Homepage:
Size: 764 KB
Stars: 1,134
Watchers: 54
Forks: 334
Open Issues: 0
Metadata Files:
- Readme: README.md

Awesome Lists containing this project

README

        # TensorFlow-From-Zero-To-One

TensorFlow 从0到1学习资料大全，含入门指南、在线博客、视频教程、书籍推荐和实战项目等

注：♥ 表示推荐指数，越多越好

## TensorFlow 参考学习资料

### TensorFlow入门指南

[TensorFlow如何入门](https://www.zhihu.com/question/49909565)

[TensorFlow topic](https://github.com/topics/tensorflow)

[TensorFlow-Roadmap Documentation](https://readthedocs.org/projects/tensorflow-world-resources/downloads/pdf/latest/)：强推！TensorFlow学习路线图

[awesome-tensorflow](https://github.com/jtoy/awesome-tensorflow)：TensorFlow - A curated list of dedicated resources 

[awesome-tensorflow-2](https://github.com/Amin-Tgz/awesome-tensorflow-2)：Tensorflow 2.x resources such as tutorial, blog, code and videos

[Master your path(TensorFlow curriculums)](https://www.tensorflow.org/resources/learn-ml)：The four areas of machine learning education

### **官网&社区**

**国外**

- **（♥♥♥♥♥）**[TensorFlow官网](https://www.tensorflow.org/)

- **（♥♥♥♥♥）**[GitHub：TensorFlow](https://github.com/tensorflow/tensorflow)

- （♥♥♥♥）[Medium：TensorFlow](https://medium.com/tensorflow)：官方维护，分享最佳干货文章

- （♥♥♥♥）[Twitter：TensorFlow](https://twitter.com/tensorflow)：官方维护，分享最快动态

- （♥♥♥♥）[Youtube：TensorFlow]()：官方维护，分享最新视频

- [TensorFlow Js官网](https://js.tensorflow.org/)

**国内**

- （♥♥♥♥♥）[TensorFlow官网(中国域名)](https://tensorflow.google.cn/)  便于不能科学上网的人

- （♥♥♥）[TensorFlow中文社区](https://www.tensorflowers.cn/)：官方和[才云科技](https://caicloud.io/)（TensorFlow 中国社区合作伙伴）联合发起

- [TensorFlow 中文文档（掘金翻译计划）最新](https://tensorflow.juejin.im/get_started/)

- [TensorFlow 中文文档（极客学院翻译）](http://wiki.jikexueyuan.com/project/tensorflow-zh/)

### **在线教程**

**英文**

- **（♥♥♥♥♥）**[tf2_course](https://github.com/ageron/tf2_course)：第一个TensorFlow2.x系列教程（作者是巨佬）

- **（♥♥♥♥♥）**[TensorFlow-Examples](https://github.com/aymericdamien/TensorFlow-Examples)：TensorFlow Tutorial and Examples for Beginners with Latest APIs

- **（♥♥♥♥♥）**[TensorFlow-Course](https://github.com/osforscience/TensorFlow-Course)：Simple and ready-to-use tutorials for TensorFlow

- **（♥♥♥♥）**[TensorFlow2.0-Examples](https://github.com/YunYang1994/TensorFlow2.0-Examples)：TensorFlow2 教程（代码实战为主）

- **（♥♥♥♥）**[Deep Learning with Tensorflow 2.0](https://www.adhiraiyan.org/DeepLearningWithTensorflow.html)

- **（♥♥♥♥）**[EffectiveTensorflow](https://github.com/vahidk/EffectiveTensorflow)：TensorFlow tutorials and best practices

- **（♥♥♥♥）**[TensorFlow-Cookbook](https://github.com/taki0112/Tensorflow-Cookbook)：Simple Tensorflow Cookbook for easy-to-use

- **（♥♥♥）** [Tensorflow2-Cookbook](https://github.com/taki0112/Tensorflow2-Cookbook)

- **（♥♥♥）**[TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials)：TensorFlow Tutorials with YouTube Videos

**中文**

- **（♥♥♥♥♥）**[TensoFlow2中文教程](https://github.com/czy36mengfei/tensorflow2_tutorials_chinese)：TensorFlow2中文教程（代码实战为主）

- **（♥♥♥♥）**[Dive-into-DL-TensorFlow2.0](https://github.com/TrickyGo/Dive-into-DL-TensorFlow2.0)：TensorFlow2.0版本的《动手学深度学习》

- **（♥♥♥♥）**[《30天吃掉那只 TensorFlow2.0 》](https://github.com/lyhue1991/eat_tensorflow2_in_30_days)

- **（♥♥♥）**[TensorFlow-Tutorials-Chinese](https://github.com/Hvass-Labs/TensorFlow-Tutorials-Chinese)：TensorFlow 中文教程 (Chinese Tutorials)

### **视频教程**

**国外**

- **（♥♥♥♥♥）**[TensorFlow 2.0 Tutorials for Beginners](https://www.youtube.com/watch?v=nVvhkVLh60o&list=PLc2rvfiptPSR3iwFp1VHVJFK4yAMo0wuF)

- **（♥♥♥♥♥）**[Deep Learning basics with Python, TensorFlow and Keras](https://youtu.be/wQ8BIBpya2k)   [网址](https://pythonprogramming.net/introduction-deep-learning-python-tensorflow-keras/)

- **（♥♥♥♥♥）**[TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials)：TensorFlow Tutorials with [YouTube Videos](https://www.youtube.com/playlist?list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ)

- **（♥♥♥♥）**Stanford CS 20SI: Tensorflow for Deep Learning Research (斯坦福TensorFlow教程)

  - [官网：CS20SI](https://web.stanford.edu/class/cs20si/index.html)

  - [GitHub(stanford-tensorflow-tutorials)](https://github.com/chiphuyen/stanford-tensorflow-tutorials)

  - [B站视频](https://www.bilibili.com/video/av9156347/?from=search&seid=6905181275544516403)

- **（♥♥♥）（在学ing）**[Google 机器学习速成课程](https://developers.google.com/machine-learning/crash-course/)：该课程虽然为Machine Learning，但代码全使用TensorFlow，有实战意义

- [Udacity](https://cn.udacity.com/course/deep-learning--ud730) ：优达学城TensorFlow教程

**国内**

- [莫烦TensorFlow教程](https://morvanzhou.github.io/tutorials/machine-learning/tensorflow/)  [TensorFlow-Tutorial](https://github.com/MorvanZhou/Tensorflow-Tutorial)

### **书籍资源**

**国外**

- **（♥♥♥♥♥）（在学ing）**[Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition](https://github.com/ageron/handson-ml2)

- **（♥♥♥♥）**[Hands-On Machine Learning with Scikit-Learn and TensorFlow](https://github.com/ageron/handson-ml)   [中文翻译](https://hand2st.apachecn.org/#/)

- **（♥♥♥）**[TensorFlow Machine Learning Cookbook](https://github.com/nfmcclure/tensorflow_cookbook)

- **（♥♥♥）**[Advanced Deep Learning with TensorFlow 2 and Keras](https://www.packtpub.com/programming/advanced-deep-learning-with-tensorflow-2-and-keras-second-edition)  [代码](https://github.com/PacktPublishing/Advanced-Deep-Learning-with-Keras)

- [TensorFlow 1.x Deep Learning Cookbook](https://github.com/PacktPublishing/TensorFlow-1x-Deep-Learning-Cookbook)  

- [TensorFlow-Book](https://github.com/BinRoot/TensorFlow-Book)：Accompanying source code for 《Machine Learning with TensorFlow》

**国内**

- 国内的书都不是很推荐，还是看英文吧

### 实战项目

- **（♥♥♥♥♥）**[TensorFlow/models](https://github.com/tensorflow/models)：Models and examples built with TensorFlow

- [tensorboard](https://github.com/tensorflow/tensorboard)

- [TensorLayer](http://tensorlayer.readthedocs.io/en/latest/)

-  [Basic_CNNs_TensorFlow2](https://github.com/calmisential/Basic_CNNs_TensorFlow2) 

- [DCGAN-tensorflow](https://github.com/carpedm20/DCGAN-tensorflow)

- [facenet](https://github.com/davidsandberg/facenet)

- [FastMaskRCNN](https://github.com/CharlesShang/FastMaskRCNN)

- [SSD-TensorFlow](https://github.com/balancap/SSD-Tensorflow)

- [CapsNet-Tensorflow](https://github.com/naturomics/CapsNet-Tensorflow)

- [tensorflow2-generative-models](https://github.com/timsainb/tensorflow2-generative-models)

- [tensorflow-generative-model-collections](https://github.com/hwalsuklee/tensorflow-generative-model-collections)

- [tensorflow_poems](https://github.com/jinfagang/tensorflow_poems)