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/
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
General
Inspired by
A list of all things related to TensorFlow.
推荐产品
Lynote AI Humanzier
Best AI Humanizer Free Online Tools(GitHub)
书籍(推荐)
社区群组 >微信群
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
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"
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
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
NNFlow
Simple framework allowing to read-in ROOT NTuples by converting them to a Numpy array and then use them in Google Tensorflow.
Sonnet
Sonnet is DeepMind's library built on top of TensorFlow for building complex neural networks.
tensorpack
Neural Network Toolbox on TensorFlow focusing on training speed and on large datasets.
视频
TensorFlow Guide 1
A guide to installation and use
TensorFlow Guide 2
Continuation of first video
TensorFlow Basic Usage
A guide going over basic usage
TensorFlow Deep MNIST for Experts
Goes over Deep MNIST
TensorFlow Udacity Deep Learning
Basic steps to install TensorFlow for free on the Cloud 9 online service with 1Gb of data
Stanford CS224d Lecture 7 - Introduction to TensorFlow, 19th Apr 2016
CS224d Deep Learning for Natural Language Processing by Richard Socher
Diving into Machine Learning through TensorFlow
Pycon 2016 Portland Oregon, Slide & Code by Julia Ferraioli, Amy Unruh, Eli Bixby
Large Scale Deep Learning with TensorFlow
Spark Summit 2016 Keynote by Jeff Dean
Tensorflow and deep learning - without at PhD
by Martin Görner
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
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
Distributed TensorFlow with MPI
In this paper, we extend recently proposed Google TensorFlow for execution on large scale clusters using Message Passing Interface (MPI)
Globally Normalized Transition-Based Neural Networks
This paper describes the models behind SyntaxNet.
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
官方博客
TensorFlow: smarter machine learning, for everyone
An introduction to TensorFlow
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.
博客文章
TensorFlow for Poets
Goes over the implementation of TensorFlow
Introduction to Scikit Flow - Simplified Interface to TensorFlow
Key Features Illustrated
Building Machine Learning Estimator in TensorFlow
Understanding the Internals of TensorFlow Learn Estimators
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
Fizz Buzz in TensorFlow
A joke by Joel Grus
RNNs In TensorFlow, A Practical Guide And Undocumented Features
Step-by-step guide with full code examples on GitHub.
TFRecords Guide
semantic segmentation and handling the TFRecord file format.
TensorFlow Android Guide
Android TensorFlow Machine Learning Example.
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.
社区
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
Deep Learning with Python
Develop Deep Learning Models on Theano and TensorFlow Using Keras by Jason Brownlee
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
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
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).
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…
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