awesome-tensorflow

TensorFlow reference hub

A curated collection of resources and tutorials for building and using TensorFlow models and applications

TensorFlow - A curated list of dedicated resources http://tensorflow.org

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Awesome TensorFlow / Tutorials
From the basics to slightly more interesting applications of TensorFlow
TensorFlow Tutorial 2 6,006 over 1 year ago Introduction to deep learning based on Google's TensorFlow framework. These tutorials are direct ports of Newmu's Theano
TensorFlow Tutorial 3 9,280 almost 4 years ago These tutorials are intended for beginners in Deep Learning and TensorFlow with well-documented code and YouTube videos
TensorFlow Examples 43,425 4 months ago TensorFlow tutorials and code examples for beginners
Sungjoon's TensorFlow-101 2,606 over 4 years ago TensorFlow tutorials written in Python with Jupyter Notebook
Terry Um’s TensorFlow Exercises 618 over 5 years ago Re-create the codes from other TensorFlow examples
Installing TensorFlow on Raspberry Pi 3 2,248 about 6 years ago TensorFlow compiled and running properly on the Raspberry Pi
Classification on time series 3,345 about 2 years ago 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 1,083 over 1 year ago 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 6 about 4 years ago 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 - -
TensorFlow World 4,523 almost 4 years ago Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided
Effective Tensorflow 8,624 about 4 years ago TensorFlow howtos and best practices. Covers the basics as well as advanced topics
TensorLayer Modular implementation for TensorFlow's official tutorials. ( )
Understanding The Tensorflow Estimator API A conceptual overview of the Estimator API, when you'd use it and why
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning Introduction to Tensorflow offered by Coursera
Convolutional Neural Networks in TensorFlow Convolutional Neural Networks in Tensorflow, offered by Coursera
TensorLayerX Using TensorFlow like PyTorch. ( )

Awesome TensorFlow / Models/Projects
A simple and well-designed template for your tensorflow project
Domain Transfer Network 862 over 6 years ago Implementation of Unsupervised Cross-Domain Image Generation
Show, Attend and Tell 907 over 6 years ago Attention Based Image Caption Generator
Neural Style 3,104 almost 4 years ago Implementation of Neural Style
SRGAN 3,326 9 months ago Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
Pretty Tensor 1,237 over 4 years ago Pretty Tensor provides a high level builder API
Neural Style 5,541 over 1 year ago An implementation of neural style
AlexNet3D 43 almost 7 years ago An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d)
TensorFlow White Paper Notes 439 almost 6 years ago Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation
NeuralArt 496 almost 2 years ago Implementation of A Neural Algorithm of Artistic Style
Generative Handwriting Demo using TensorFlow 700 almost 7 years ago An attempt to implement the random handwriting generation portion of Alex Graves' paper
Neural Turing Machine in TensorFlow 1,049 over 7 years ago implementation of Neural Turing Machine
GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting 358 over 8 years ago 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 249 almost 2 years ago This performs a monolingual translation, going from modern English to Shakespeare and vice-versa
Chatbot 2,934 almost 2 years ago Implementation of
Seq2seq-Chatbot 835 about 3 years ago Chatbot in 200 lines of code
DCGAN 339 over 1 year ago Deep Convolutional Generative Adversarial Networks
GAN-CLS 599 almost 4 years ago -Generative Adversarial Text to Image Synthesis
im2im 73 over 4 years ago Unsupervised Image to Image Translation with Generative Adversarial Networks
Improved CycleGAN 89 over 6 years ago Unpaired Image to Image Translation
DAGAN 175 over 5 years ago Fast Compressed Sensing MRI Reconstruction
Colornet - Neural Network to colorize grayscale images 3,563 over 4 years ago Neural Network to colorize grayscale images
Neural Caption Generator 506 about 5 years ago Implementation of
Neural Caption Generator with Attention 506 about 5 years ago Implementation of
Weakly_detector 361 over 7 years ago Implementation of
Dynamic Capacity Networks 9 over 8 years ago Implementation of
HMM in TensorFlow 287 almost 7 years ago Implementation of viterbi and forward/backward algorithms for HMM
DeepOSM 1,320 over 7 years ago Train TensorFlow neural nets with OpenStreetMap features and satellite imagery
DQN-tensorflow 2,480 over 5 years ago TensorFlow implementation of DeepMind's 'Human-Level Control through Deep Reinforcement Learning' with OpenAI Gym by Devsisters.com
Policy Gradient 7,334 almost 2 years ago For Playing Atari Ping Pong
Deep Q-Network 7,334 almost 2 years ago For Playing Frozen Lake Game
AC 7,334 almost 2 years ago Actor Critic for Playing Discrete Action space Game (Cartpole)
A3C 7,334 almost 2 years ago Asynchronous Advantage Actor Critic (A3C) for Continuous Action Space (Bipedal Walker)
DAGGER 71 over 7 years ago For Playing
TRPO 43 almost 7 years ago For Continuous and Discrete Action Space by
Highway Network 57 about 8 years ago TensorFlow implementation of with a
Hierarchical Attention Networks 86 over 5 years ago TensorFlow implementation of
Sentence Classification with CNN 5,650 7 months ago TensorFlow implementation of with a
End-To-End Memory Networks 342 almost 8 years ago Implementation of
Character-Aware Neural Language Models 769 over 6 years ago TensorFlow implementation of
YOLO TensorFlow ++ 6,132 about 1 year ago TensorFlow implementation of 'YOLO: Real-Time Object Detection', with training and an actual support for real-time running on mobile devices
Wavenet 5,414 over 1 year ago This is a TensorFlow implementation of the for audio generation
Mnemonic Descent Method 124 over 2 years ago Tensorflow implementation of
CNN visualization using Tensorflow 780 over 5 years ago Tensorflow implementation of
VGAN Tensorflow 15 over 6 years ago Tensorflow implementation for MIT by Vondrick et al
3D Convolutional Neural Networks in TensorFlow 782 over 4 years ago Implementation of in TensorFlow by Torfi et al
U-Net 505 over 5 years ago For Brain Tumor Segmentation
Spatial Transformer Networks 36 over 5 years ago Learn the Transformation Function
Lip Reading - Cross Audio-Visual Recognition using 3D Architectures in TensorFlow 1,833 about 2 years ago TensorFlow Implementation of by Torfi et al
Attentive Object Tracking 146 over 6 years ago Implementation of
Holographic Embeddings for Graph Completion and Link Prediction 0 about 7 years ago Implementation of
Unsupervised Object Counting 82 almost 6 years ago Implementation of
Tensorflow FastText 302 over 6 years ago A simple embedding based text classifier inspired by Facebook's fastText
MusicGenreClassification 562 almost 5 years ago Classify music genre from a 10 second sound stream using a Neural Network
Kubeflow 14,386 29 days ago Framework for easily using Tensorflow with Kubernetes
TensorNets 1,004 almost 4 years ago 40+ Popular Computer Vision Models With Pre-trained Weights
Ladder Network 101 over 3 years ago Implementation of Ladder Network for Semi-Supervised Learning in Keras and Tensorflow
TF-Unet 2 about 5 years ago General purpose U-Network implemented in Keras for image segmentation
Sarus TF2 Models 38 about 3 years ago A long list of recent generative models implemented in clean, easy to reuse, Tensorflow 2 code (Plain Autoencoder, VAE, VQ-VAE, PixelCNN, Gated PixelCNN, PixelCNN++, PixelSNAIL, Conditional Neural Processes)
Model Maker A transfer learning library that simplifies the process of training, evaluation and deployment for TensorFlow Lite models (support: Image Classification, Object Detection, Text Classification, BERT Question Answer, Audio Classification, Recommendation etc.; )

Awesome TensorFlow / Powered by TensorFlow
Implementation of 'YOLO : Real-Time Object Detection'
android-yolo 667 about 2 years ago Real-time object detection on Android using the YOLO network, powered by TensorFlow
Magenta 19,175 4 months ago Research project to advance the state of the art in machine intelligence for music and art generation

Awesome TensorFlow / Libraries
high-level TensorFlow API that greatly simplifies machine learning programming (originally )
R Interface to TensorFlow R interface to TensorFlow APIs, including Estimators, Keras, Datasets, etc
Lattice 518 4 months ago Implementation of Monotonic Calibrated Interpolated Look-Up Tables in TensorFlow
tensorflow.rb 829 almost 3 years ago TensorFlow native interface for ruby using SWIG
tflearn 9,619 7 months ago Deep learning library featuring a higher-level API
TensorLayer 7,334 almost 2 years ago Deep learning and reinforcement learning library for researchers and engineers
TensorFlow-Slim 77,177 6 days ago High-level library for defining models
TensorFrames 749 4 months ago TensorFlow binding for Apache Spark
TensorForce 3,296 4 months ago TensorForce: A TensorFlow library for applied reinforcement learning
TensorFlowOnSpark 3,875 over 1 year ago initiative from Yahoo! to enable distributed TensorFlow with Apache Spark
caffe-tensorflow 2,798 over 5 years ago Convert Caffe models to TensorFlow format
keras Minimal, modular deep learning library for TensorFlow and Theano
SyntaxNet: Neural Models of Syntax 77,177 6 days ago A TensorFlow implementation of the models described in
keras-js 4,963 over 2 years ago Run Keras models (tensorflow backend) in the browser, with GPU support
NNFlow 7 over 3 years ago Simple framework allowing to read-in ROOT NTuples by converting them to a Numpy array and then use them in Google Tensorflow
Sonnet 9,776 7 days ago Sonnet is DeepMind's library built on top of TensorFlow for building complex neural networks
tensorpack 6,303 over 1 year ago Neural Network Toolbox on TensorFlow focusing on training speed and on large datasets
tf-encrypted 3 over 2 years ago Layer on top of TensorFlow for doing machine learning on encrypted data
pytorch2keras 857 almost 2 years ago Convert PyTorch models to Keras (with TensorFlow backend) format
gluon2keras 0 almost 6 years ago Convert Gluon models to Keras (with TensorFlow backend) format
TensorIO Lightweight, cross-platform library for deploying TensorFlow Lite models to mobile devices
StellarGraph 2,948 7 months ago Machine Learning on Graphs, a Python library for machine learning on graph-structured (network-structured) data
DeepBay 4 almost 5 years ago High-Level Keras Complement for implement common architectures stacks, served as easy to use plug-n-play modules
Tensorflow-Probability Probabilistic programming built on TensorFlow that makes it easy to combine probabilistic models and deep learning on modern hardware
TensorLayerX 539 2 months ago TensorLayerX: A Unified Deep Learning Framework for All Hardwares, Backends and OS, including TensorFlow

Awesome TensorFlow / Tools/Utilities
Automatically apply SOTA optimization techniques to achieve the maximum inference speed-up on your hardware
Guild AI Task runner and package manager for TensorFlow
ML Workspace 3,434 4 months ago All-in-one web IDE for machine learning and data science. Combines Tensorflow, Jupyter, VS Code, Tensorboard, and many other tools/libraries into one Docker image
create-tf-app 4 almost 2 years ago Project builder command line tool for Tensorflow covering environment management, linting, and logging

Awesome TensorFlow / Videos
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
Why Google wants everyone to have access to TensorFlow
Videos from TensorFlow Silicon Valley Meet Up 1/19/2016
Videos from TensorFlow Silicon Valley Meet Up 1/21/2016
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, & 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
Tensorflow and deep learning - without at PhD, Part 2 (Google Cloud Next '17) by Martin Görner
Image recognition in Go using TensorFlow by Alex Pliutau

Awesome TensorFlow / Papers
This paper describes the TensorFlow interface and an implementation of that interface that we have built at Google
TensorFlow Estimators: Managing Simplicity vs. Flexibility in High-Level Machine Learning Frameworks
TF.Learn: TensorFlow's High-level Module for Distributed Machine Learning
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
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
TensorLayer: A Versatile Library for Efficient Deep Learning Development This paper describes a versatile Python library that aims at helping researchers and engineers efficiently develop deep learning systems. (Winner of The Best Open Source Software Award of ACM MM 2017)

Awesome TensorFlow / Official announcements
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

Awesome TensorFlow / Blog posts
Official Tensorflow Blog
Why TensorFlow will change the Game for AI
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
TensorFlow - Not Just For Deep Learning
The indico Machine Learning Team's take on TensorFlow
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
Using TensorBoard to Visualize Image Classification Retraining in TensorFlow
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
Coca-Cola's Image Recognition App Coca-Cola's product code image recognizing neural network with user input feedback loop
How Does The TensorFlow Work How Does The Machine Learning Library TensorFlow Work?

Awesome TensorFlow / Community
@TensorFlow on Twitter
Reddit
Mailing List

Awesome TensorFlow / Books
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 insightful exercise that will teach you how to use TensorFlow and show you how layers of data can be explored by working with Tensors
Deep Learning using TensorLayer by Hao Dong et al. This book covers both deep learning and the implementation by using TensorFlow and TensorLayer
TensorFlow 2.0 in Action by Thushan Ganegedara. This practical guide to building deep learning models with the new features of TensorFlow 2.0 is filled with engaging projects, simple language, and coverage of the latest algorithms
Probabilistic Programming and Bayesian Methods for Hackers 26,798 5 months ago by Cameron Davidson-Pilon. Introduction to Bayesian methods and probabilistic graphical models using tensorflow-probability (and, alternatively PyMC2/3)

Awesome TensorFlow / Credits
Some of the python libraries were cut-and-pasted from
this page The few go reference I found where pulled from

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