A curated list of awesome TensorFlow experiments, libraries, and projects. Inspired by awesome-machine-learning.
TensorFlow is an open source software library for numerical computation using data flow graphs. In other words, the best way to build deep learning models.
More info here .
- Tutorials - Models/Projects - Powered by TensorFlow - Libraries - Videos - Papers - Blog posts - Community - Books
- TensorFlow Tutorial 1 - From the basics to slightly more interesting applications of TensorFlow ★ 2043, pushed 134 days ago
- TensorFlow Tutorial 2 - Introduction to deep learning based on Google's TensorFlow framework. These tutorials are direct ports of Newmu's Theano ★ 1774, pushed 134 days ago
- TensorFlow Examples - TensorFlow tutorials and code examples for beginners ★ 2014, pushed 144 days ago
- Sungjoon's TensorFlow-101 - TensorFlow tutorials written in Python with 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
- Pretty Tensor - Pretty Tensor provides a high level builder API ★ 516, pushed 143 days ago
- Neural Style - An implementation of neural style ★ 553, pushed 169 days ago
- TensorFlow White Paper Notes - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation ★ 172, pushed 181 days ago
- NeuralArt - Implementation of A Neural Algorithm of Artistic Style ★ 154, pushed 265 days ago
- 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 ★ 155, pushed 168 days ago
- Neural Turing Machine in TensorFlow - implementation of Neural Turing Machine ★ 269, pushed 213 days ago
- 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 - Implementation of 'YOLO : Real-Time Object Detection' ★ 57, pushed 202 days ago
- Magenta - Research project to advance the state of the art in machine intelligence for music and art generation
- Scikit Flow (TF 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
★ 2550, pushed 129 days ago - TensorFlow-Slim - High-level library for defining models
- TensorFrames - TensorFlow binding for Apache Spark
- caffe-tensorflow - Convert Caffe models to TensorFlow format ★ 284, pushed 126 days ago
- 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 Transition-Based Neural Networks, Andor et al. (2016)
- 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
- 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, Slide & Code by Julia Ferraioli, Amy Unruh, Eli Bixby
- Large Scale Deep Learning with TensorFlow - Spark Summit 2016 Keynote by Jeff Dean
- 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
- 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.
- 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
- 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 environmemts - Bleeding Edge Press
Your contributions are always welcome!
If you want to contribute to this list (please do), send me a pull request or contact me @jtoy Also, when you noticed that listed repository should be deprecated.
- Repository's owner explicitly say that "this library is not maintained".
- Not committed for long time (2~3 years).
More info on the guidelines