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Awesome-TensorFlow-Chinese

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/

1.4k stars327 forks111 entriesLast push Jul 28, 2026 (2 months ago)License Apache-2.0

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

General

http://www.tensorflow123.com/

Inspired by

A list of all things related to TensorFlow.

In 7 listsDetails

推荐产品

Lynote AI Humanzier

Best AI Humanizer Free Online Tools(GitHub)

书籍(推荐)

Deep Learning

Deep Learning 中文翻译

社区群组 >微信群

http://panchuang.net/

教程

TensorFlow Examples

针对初学者的 TensorFlow 教程和代码

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TensorFlow Tutorial

从基础知识到有趣的 tensorflow 应用

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TensorFlow Tutorial

基于谷歌的 TensorFlow 框架介绍深度学习

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Sungjoon's TensorFlow-101

TensorFlow 教程用 Python 的 Jupyter Notebook

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Terry Um’s TensorFlow Exercises

Re-create the codes from other TensorFlow examples

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Installing TensorFlow on Raspberry Pi 3

TensorFlow compiled and running properly on the Raspberry Pi

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Classification on time series

Recurrent Neural Network classification in TensorFlow with LSTM on cellphone sensor data

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Getting Started with TensorFlow on Android

Build your first TensorFlow Android app

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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

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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.

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CS20 SI: TensorFlow for DeepLearning Research

Stanford Course about Tensorflow from 2017 - Syllabus - Unofficial Videos

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TensorFlow World

Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided.

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Effective Tensorflow

Tensorflow howtos and best practices. Covers the basics as well as advanced topics.

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模型项目

Domain Transfer Network

Implementation of Unsupervised Cross-Domain Image Generation

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Show, Attend and Tell

Attention Based Image Caption Generator

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Neural Style

Implementation of Neural Style

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Pretty Tensor

Pretty Tensor provides a high level builder API

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Neural Style

An implementation of neural style

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AlexNet3D

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

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TensorFlow White Paper Notes

Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation

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NeuralArt

Implementation of A Neural Algorithm of Artistic Style

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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

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Neural Turing Machine in TensorFlow

implementation of Neural Turing Machine

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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

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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.

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Chatbot

Implementation of "A neural conversational model"

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Colornet - Neural Network to colorize grayscale images

Neural Network to colorize grayscale images

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Neural Caption Generator

Implementation of "Show and Tell"

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Weakly_detector

Implementation of "Learning Deep Features for Discriminative Localization"

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Dynamic Capacity Networks

Implementation of "Dynamic Capacity Networks"

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HMM in TensorFlow

Implementation of viterbi and forward/backward algorithms for HMM

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DeepOSM

Train TensorFlow neural nets with OpenStreetMap features and satellite imagery.

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DQN-tensorflow

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

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Highway Network

TensorFlow implementation of "Training Very Deep Networks" with a blog post

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Sentence Classification with CNN

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

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End-To-End Memory Networks

Implementation of End-To-End Memory Networks

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Character-Aware Neural Language Models

TensorFlow implementation of Character-Aware Neural Language Models

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YOLO TensorFlow ++

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

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Wavenet

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

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Mnemonic Descent Method

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

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CNN visualization using Tensorflow

Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"

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VGAN Tensorflow

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

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3D Convolutional Neural Networks in TensorFlow

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

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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.

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基于 TensorFlow 的产品

YOLO TensorFlow

Implementation of 'YOLO : Real-Time Object Detection'

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android-yolo

Real-time object detection on Android using the YOLO network, powered by TensorFlow.

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Magenta

Research project to advance the state of the art in machine intelligence for music and art generation

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库

tf.contrib.learn

Simplified interface for Deep/Machine Learning (now part of TensorFlow)

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tensorflow.rb

TensorFlow native interface for ruby using SWIG

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tflearn

Deep learning library featuring a higher-level API

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TensorFlow-Slim

High-level library for defining models

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TensorFrames

TensorFlow binding for Apache Spark

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TensorFlowOnSpark

initiative from Yahoo! to enable distributed TensorFlow with Apache Spark.

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caffe-tensorflow

Convert Caffe models to TensorFlow format

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keras

Minimal, modular deep learning library for TensorFlow and Theano

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keras-js

Run Keras models (tensorflow backend) in the browser, with GPU support

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NNFlow

Simple framework allowing to read-in ROOT NTuples by converting them to a Numpy array and then use them in Google Tensorflow.

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Sonnet

Sonnet is DeepMind's library built on top of TensorFlow for building complex neural networks.

In 6 listsDetails

tensorpack

Neural Network Toolbox on TensorFlow focusing on training speed and on large datasets.

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视频

TensorFlow Guide 1

A guide to installation and use

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TensorFlow Guide 2

Continuation of first video

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TensorFlow Basic Usage

A guide going over basic usage

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TensorFlow Deep MNIST for Experts

Goes over Deep MNIST

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TensorFlow Udacity Deep Learning

Basic steps to install TensorFlow for free on the Cloud 9 online service with 1Gb of data

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Why Google wants everyone to have access to TensorFlow

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Videos from TensorFlow Silicon Valley Meet Up 1/19/2016

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Videos from TensorFlow Silicon Valley Meet Up 1/21/2016

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Stanford CS224d Lecture 7 - Introduction to TensorFlow, 19th Apr 2016

CS224d Deep Learning for Natural Language Processing by Richard Socher

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Diving into Machine Learning through TensorFlow

Pycon 2016 Portland Oregon, Slide & Code by Julia Ferraioli, Amy Unruh, Eli Bixby

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Large Scale Deep Learning with TensorFlow

Spark Summit 2016 Keynote by Jeff Dean

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Tensorflow and deep learning - without at PhD

by Martin Görner

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Tensorflow and deep learning - without at PhD, Part 2 (Google Cloud Next '17)

by Martin Görner

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论文

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

This paper describes the TensorFlow interface and an implementation of that interface that we have built at Google

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TF.Learn: TensorFlow's High-level Module for Distributed Machine Learning

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Comparative Study of Deep Learning Software Frameworks

The study is performed on several types of deep learning architectures and we evaluate the performance of the above frameworks when employed on a single machine for both (multi-threaded) CPU and GPU (Nvidia Titan X) settings

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Distributed TensorFlow with MPI

In this paper, we extend recently proposed Google TensorFlow for execution on large scale clusters using Message Passing Interface (MPI)

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Globally Normalized Transition-Based Neural Networks

This paper describes the models behind SyntaxNet.

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TensorFlow: A system for large-scale machine learning

This paper describes the TensorFlow dataflow model in contrast to existing systems and demonstrate the compelling performance

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官方博客

TensorFlow: smarter machine learning, for everyone

An introduction to TensorFlow

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Announcing SyntaxNet: The World’s Most Accurate Parser Goes Open Source

Release of SyntaxNet, "an open-source neural network framework implemented in TensorFlow that provides a foundation for Natural Language Understanding systems.

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博客文章

Why TensorFlow will change the Game for AI

TensorFlow for Poets

Goes over the implementation of TensorFlow

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Introduction to Scikit Flow - Simplified Interface to TensorFlow

Key Features Illustrated

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Building Machine Learning Estimator in TensorFlow

Understanding the Internals of TensorFlow Learn Estimators

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TensorFlow - Not Just For Deep Learning

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The indico Machine Learning Team's take on TensorFlow

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The Good, Bad, & Ugly of TensorFlow

A survey of six months rapid evolution (+ tips/hacks and code to fix the ugly stuff), Dan Kuster at Indico, May 9, 2016

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Fizz Buzz in TensorFlow

A joke by Joel Grus

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RNNs In TensorFlow, A Practical Guide And Undocumented Features

Step-by-step guide with full code examples on GitHub.

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Using TensorBoard to Visualize Image Classification Retraining in TensorFlow

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TFRecords Guide

semantic segmentation and handling the TFRecord file format.

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TensorFlow Android Guide

Android TensorFlow Machine Learning Example.

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TensorFlow Optimizations on Modern Intel® Architecture

Introduces TensorFlow optimizations on Intel® Xeon® and Intel® Xeon Phi™ processor-based platforms based on an Intel/Google collaboration.

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社区

Stack Overflow

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@TensorFlow on Twitter

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Reddit

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Mailing List

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书籍

Machine Learning with TensorFlow

by Nishant Shukla, computer vision researcher at UCLA and author of Haskell Data Analysis Cookbook. This book makes the math-heavy topic of ML approachable and practicle to a newcomer.

First Contact with TensorFlow

by Jordi Torres, professor at UPC Barcelona Tech and a research manager and senior advisor at Barcelona Supercomputing Center

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Deep Learning with Python

Develop Deep Learning Models on Theano and TensorFlow Using Keras by Jason Brownlee

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TensorFlow for Machine Intelligence

Complete guide to use TensorFlow from the basics of graph computing, to deep learning models to using it in production environments - Bleeding Edge Press

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Getting Started with TensorFlow

Get up and running with the latest numerical computing library by Google and dive deeper into your data, by Giancarlo Zaccone

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Hands-On Machine Learning with Scikit-Learn and TensorFlow

by Aurélien Geron, former lead of the YouTube video classification team. Covers ML fundamentals, training and deploying deep nets across multiple servers and GPUs using TensorFlow, the latest CNN, RNN and Autoencoder architectures, and Reinforcement Learning (Deep Q).

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Building Machine Learning Projects with Tensorflow

by Rodolfo Bonnin. This book covers various projects in TensorFlow that expose what can be done with TensorFlow in different scenarios. The book provides projects on training models, machine learning, deep learning, and working with various neural networks. Each project is an engaging and…

In 2 lists
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