awesome-tensorflow
A curated list of awesome projects using the TensorFlow machine learning library.
Table of Contents
- Benchmarks
- Cloud Deployments
- Developer Tools
- Getting Started
- Images
- Reinforcement Learning
- Text
- Visualization
Benchmarks
- convnet-benchmarks - Some preliminary benchmarks comparing TensorFlow to the Torch and Neon libraries.
Cloud Deployments
- tf_aws.sh - Shell script for setting up TensorFlow on AWS EC2 with GPU support; more details and a public AMI available from ramhiser.com.
Developer Tools
- tdb - TensorDebugger is a visual debugger that extends TensorFlow with breakpoints and real-time visualizations of data flowing through the graph.
Getting Started
- skflow - A simple interface for TensorFlow mimicking Scikit Learn.
Images
- neural-style - Transfers styles between images via an implementation of A Neural Algorithm of Artistic Style.
- show_attend_and_tell - Image captioning via the Show, Attend, and Tell model.
- sketch-rnn - Generates samples from svg stroke data; comes with an excellent Chinese character demo.
- tf-adversarial - Adversarial image generation with included walkthrough.
Reinforcement Learning
- tensorflow-deepq - A general implementation of DeepQ learning with a basic game demo and support for animated gifs of simulations.
- DeepLearningVideoGames - An implementation of DeepQ learning for pong and tetris games.
Text
- char-rnn-tensorflow - A character-level language model that can generate examples similar to those in the training text.
Visualization
- tensorboard - Official computation graph visualizer developed by Google that ships with TensorFlow.