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.