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Awesome-TensorFlow-Chinese

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Awesome-TensorFlow-Chinese,TensorFlow 中文资源精选,官方网站,安装教程,入门教程,视频教程,实战项目,学习路径。QQ群:167122861,公众号:磐创AI,微信群二维码:http://www.tensorflownews.com/

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Awesome-TensorFlow-Chinese,TensorFlow 中文资源精选,官方网站,安装教程,入门教程,视频教程,实战项目,学习路径。QQ群:167122861,公众号:磐创AI,微信群二维码:http://www.tensorflownews.com/

Awesome-TensorFlow-Chinese

TensorFlow 中文资源全集,学习路径推荐:

  • 官方网站,初步了解。
  • 安装教程,安装之后跑起来。
  • 入门教程,简单的模型学习和运行。
  • 实战项目,根据自己的需求进行开发。

如果有问题,欢迎在这里提问(注册邀请码在 QQ 群:522785813):

TensorFlow 中文社区

http://www.tensorflow123.com/

很多内容参考下面这个英文项目,收集了中文资源:

Inspired by https://github.com/jtoy/awesome-tensorflow

推荐产品

  • Lynote AI Humanzier - Best AI Humanizer Free Online Tools(GitHub)

官方网站

  • 官网:https://www.tensorflow.org/

  • 中文:https://tensorflow.google.cn/

  • GitHub:https://github.com/tensorflow

安装教程

中文安装教程

  • Mac安装:http://www.cnblogs.com/tensorflownews/p/7298646.html

  • ubuntu 16.04 安装 tensorflow-gpu:http://www.tensorflownews.com/2017/09/02/tensorflow-gpu-install-ubuntu-16-04/

  • 极客学院教程:http://wiki.jikexueyuan.com/project/tensorflow-zh/get_started/os_setup.html

官方安装教程(建议用官方教程,现在官网可以直接访问了。)

  • Mac:https://tensorflow.google.cn/install/install_mac

  • Windows:https://tensorflow.google.cn/install/install_windows

  • Linux:https://tensorflow.google.cn/install/install_linux

入门教程

官方入门教程

  • 开始学习:https://tensorflow.google.cn/get_started/

  • MNIST 针对初学者的字体识别:https://tensorflow.google.cn/get_started/mnist/beginners

  • MNIST 针对专业的深度字体识别:https://tensorflow.google.cn/get_started/mnist/pros

入门教程

  • 极客学院(中文官方文档):http://wiki.jikexueyuan.com/project/tensorflow-zh/

  • w3cschool(中文官方文档):https://www.w3cschool.cn/tensorflow_python/

  • TensorFlowNews(中文项目实战):https://zhuanlan.zhihu.com/TensorFlownews

  • 莫烦Python(中文视频教程):http://i.youku.com/pythontutorial

实战项目

官方实战项目

Models built with TensorFlow

  • models:https://github.com/tensorflow/models

Magenta: Music and Art Generation with Machine Intelligence

  • magenta:https://github.com/tensorflow/magenta

TensorFlow Neural Machine Translation Tutorial

  • nmt:https://github.com/tensorflow/nmt

书籍(推荐)

Deep Learning http://www.tensorflownews.com/2017/08/29/deep-learning-an-mit-press-book

Deep Learning 中文翻译 http://www.tensorflownews.com/2017/08/29/deep-learning-book-chinese-translation/

社区群组

QQ群

522785813

微信群

微信群二维码有效期太短了,我博客保持更新。

http://panchuang.net/

教程

  • TensorFlow Examples - 针对初学者的 TensorFlow 教程和代码
  • TensorFlow Tutorial - 从基础知识到有趣的 tensorflow 应用
  • TensorFlow Tutorial - 基于谷歌的 TensorFlow 框架介绍深度学习
  • Sungjoon's TensorFlow-101 - TensorFlow 教程用 Python 的 Jupyter Notebook
  • Terry Um’s TensorFlow Exercises - Re-create the codes from other TensorFlow examples
  • Installing TensorFlow on Raspberry Pi 3 - TensorFlow compiled and running properly on the Raspberry Pi
  • Classification on time series - Recurrent Neural Network classification in TensorFlow with LSTM on cellphone sensor data
  • Getting Started with TensorFlow on Android - Build your first TensorFlow Android app
  • Predict time series - Learn to use a seq2seq model on simple datasets as an introduction to the vast array of possibilities that this architecture offers
  • Single Image Random Dot Stereograms - SIRDS is a means to present 3D data in a 2D image. It allows for scientific data display of a waterfall type plot with no hidden lines due to perspective.
  • CS20 SI: TensorFlow for DeepLearning Research - Stanford Course about Tensorflow from 2017 - Syllabus - Unofficial Videos
  • TensorFlow World - Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided.
  • Effective Tensorflow - Tensorflow howtos and best practices. Covers the basics as well as advanced topics.

模型项目

  • Domain Transfer Network - Implementation of Unsupervised Cross-Domain Image Generation

  • Show, Attend and Tell - Attention Based Image Caption Generator

  • Neural Style Implementation of Neural Style

  • Pretty Tensor - Pretty Tensor provides a high level builder API

  • Neural Style - An implementation of neural style

  • AlexNet3D - An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d).

  • TensorFlow White Paper Notes - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation

  • NeuralArt - Implementation of A Neural Algorithm of Artistic Style

  • Deep-Q learning Pong with TensorFlow and PyGame

  • Generative Handwriting Demo using TensorFlow - An attempt to implement the random handwriting generation portion of Alex Graves' paper

  • Neural Turing Machine in TensorFlow - implementation of Neural Turing Machine

  • GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting - Search, filter, and describe videos based on objects, places, and other things that appear in them

  • Neural machine translation between the writings of Shakespeare and modern English using TensorFlow - This performs a monolingual translation, going from modern English to Shakespeare and vis-versa.

  • Chatbot - Implementation of "A neural conversational model"

  • Colornet - Neural Network to colorize grayscale images - Neural Network to colorize grayscale images

  • Neural Caption Generator - Implementation of "Show and Tell"

  • Neural Caption Generator with Attention - Implementation of "Show, Attend and Tell"

  • Weakly_detector - Implementation of "Learning Deep Features for Discriminative Localization"

  • Dynamic Capacity Networks - Implementation of "Dynamic Capacity Networks"

  • HMM in TensorFlow - Implementation of viterbi and forward/backward algorithms for HMM

  • DeepOSM - Train TensorFlow neural nets with OpenStreetMap features and satellite imagery.

  • DQN-tensorflow - TensorFlow implementation of DeepMind's 'Human-Level Control through Deep Reinforcement Learning' with OpenAI Gym by Devsisters.com

  • Highway Network - TensorFlow implementation of "Training Very Deep Networks" with a blog post

  • Sentence Classification with CNN - TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification" with a blog post

  • End-To-End Memory Networks - Implementation of End-To-End Memory Networks

  • Character-Aware Neural Language Models - TensorFlow implementation of Character-Aware Neural Language Models

  • YOLO TensorFlow ++ - TensorFlow implementation of 'YOLO: Real-Time Object Detection', with training and an actual support for real-time running on mobile devices.

  • Wavenet - This is a TensorFlow implementation of the WaveNet generative neural network architecture for audio generation.

  • Mnemonic Descent Method - Tensorflow implementation of "Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment"

  • CNN visualization using Tensorflow - Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"

  • VGAN Tensorflow - Tensorflow implementation for MIT "Generating Videos with Scene Dynamics" by Vondrick et al.

  • 3D Convolutional Neural Networks in TensorFlow - Implementation of "3D Convolutional Neural Networks for Speaker Verification application" in TensorFlow by Torfi et al.

  • Lip Reading - Cross Audio-Visual Recognition using 3D Architectures in TensorFlow - TensorFlow Implementation of "Cross Audio-Visual Recognition in the Wild Using Deep Learning" by Torfi et al.

基于 TensorFlow 的产品

  • YOLO TensorFlow - Implementation of 'YOLO : Real-Time Object Detection'
  • android-yolo - Real-time object detection on Android using the YOLO network, powered by TensorFlow.
  • Magenta - Research project to advance the state of the art in machine intelligence for music and art generation

库

  • tf.contrib.learn - Simplified interface for Deep/Machine Learning (now part of TensorFlow)
  • tensorflow.rb - TensorFlow native interface for ruby using SWIG
  • tflearn - Deep learning library featuring a higher-level API
  • TensorFlow-Slim - High-level library for defining models
  • TensorFrames - TensorFlow binding for Apache Spark
  • TensorFlowOnSpark - initiative from Yahoo! to enable distributed TensorFlow with Apache Spark.
  • caffe-tensorflow - Convert Caffe models to TensorFlow format
  • keras - Minimal, modular deep learning library for TensorFlow and Theano
  • SyntaxNet: Neural Models of Syntax - A TensorFlow implementation of the models described in [Globally Normalized Transit

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Highlights

  • •官方网站,初步了解。
  • •安装教程,安装之后跑起来。
  • •入门教程,简单的模型学习和运行。
  • •实战项目,根据自己的需求进行开发。
  • •Lynote AI Humanzier - Best AI Humanizer Free Online Tools(GitHub)
  • •官网:https://www.tensorflow.org/
  • •中文:https://tensorflow.google.cn/
  • •GitHub:https://github.com/tensorflow
  • •Mac安装:http://www.cnblogs.com/tensorflownews/p/7298646.html
  • •ubuntu 16.04 安装 tensorflow-gpu:http://www.tensorflownews.com/2017/09/02/tensorflow-gpu-install-ubuntu-16-04/

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PublishedAug 1, 2026
UpdatedSep 17, 2026
Category编程语言
PricingOpen source

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