Tensorflow Repos

A list of repositories for TensorFlow by topic. Contributions welcome.

A3C
Asynchoronous advantage actor-critic for reinforcement learning.
https://github.com/miyosuda/async_deep_reinforce
https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient/a3c

Autoencoders
Standard, denoising and variational autoencoders
https://github.com/tensorflow/models/tree/master/autoencoder

Bidirectional RNN (discriminative)
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/bidirectional_rnn.py

Character-level Language Model with LSTM (generative)
https://github.com/sherjilozair/char-rnn-tensorflow
https://github.com/carpedm20/lstm-char-cnn-tensorflow
https://github.com/tensorflow/models/tree/master/namignizer

CNN
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/convolutional_network.py

CNN Language Model (discriminative)
https://github.com/dennybritz/cnn-text-classification-tf
https://github.com/mangate/ConvNetSent

Convolutional Autoencoder
https://github.com/pkmital/tensorflow_tutorials/blob/master/notebooks/09_convolutional_autoencoder.ipynb

Deep Convolutional Generative Adversarial Network (DCGAN)
https://github.com/carpedm20/DCGAN-tensorflow

DeepDream
https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/tutorials/deepdream/deepdream.ipynb

Deep Q Learning
https://github.com/nivwusquorum/tensorflow-deepq
https://github.com/DeepLearningProjects/DeepLearningFlappyBird
https://github.com/devsisters/DQN-tensorflow https://github.com/dennybritz/reinforcement-learning/blob/master/DQN/Deep%20Q%20Learning%20Solution.ipynb https://github.com/dennybritz/reinforcement-learning/blob/master/DQN/Double%20DQN%20Solution.ipynb

Discriminative RNN
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/recurrent_network.py
http://danijar.com/introduction-to-recurrent-networks-in-tensorflow/

End-to-end Memory Network (language modelling)
https://github.com/carpedm20/MemN2N-tensorflow

Fizz-buzz
https://github.com/joelgrus/fizz-buzz-tensorflow

Generative Adversarial Nets
https://github.com/ericjang/genadv_tutorial/blob/master/genadv1.ipynb
EBGAN

Generative Handwriting
https://github.com/hardmaru/write-rnn-tensorflow

Highway Network
https://github.com/fomorians/highway-cnn
https://github.com/tensorflow/models/tree/master/namignizer

Image Captioning
https://github.com/jazzsaxmafia/show_and_tell.tensorflow
Show and Tell: A Neural Image Caption Generator

Inception Architecture
https://github.com/tensorflow/models/tree/master/inception

Ladder Network
https://github.com/rinuboney/ladder

Logistic regression
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/2_BasicModels/logistic_regression.py

Loss graph visualization
https://github.com/aymericdamien/TensorFlow-Examples/tree/master/examples/4_Utils

MLP
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/multilayer_perceptron.py

Multi-GPU
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/5_MultiGPU/multigpu_basics.py

Neural Algorithm for Artistic Style
https://github.com/ckmarkoh/neuralart_tensorflow
https://github.com/anishathalye/neural-style
https://github.com/woodrush/neural-art-tf

Neural GPU
https://github.com/tensorflow/models/tree/master/neural_gpu

Neural Turing Machine
https://github.com/carpedm20/NTM-tensorflow

Parser
https://github.com/tensorflow/models/tree/master/syntaxnet

Recurrent Highway Network
https://github.com/julian121266/RecurrentHighwayNetworks

REINFORCE
https://github.com/dennybritz/reinforcement-learning/blob/master/PolicyGradient/CliffWalk%20REINFORCE%20with%20Baseline%20Solution.ipynb

Residual Network
https://github.com/pkmital/tensorflow_tutorials/blob/master/notebooks/10_residual_network.ipynb
https://github.com/ry/tensorflow-resnet
https://github.com/tensorflow/models/tree/master/resnet

Semi-supervised Discriminative CNN-LSTM
https://github.com/gschengcong/Semi-Supervised-CNN-for-Sentiment-Analysis

Sequence to Sequence: Video to Text
https://github.com/jazzsaxmafia/video_to_sequence

Sketch RNN (generative)
Generates fake Chinese characters
https://github.com/hardmaru/sketch-rnn

Spatial Transformer Network
https://github.com/tensorflow/models/tree/master/transformer

Text summarization
https://github.com/tensorflow/models/tree/master/textsum

Translation
From modern English to Shakespeare
ByteNet - Neural Machine Translation in Linear Time (2016)

VAE-GAN DRAW
https://github.com/ikostrikov/TensorFlow-VAE-GAN-DRAW

WaveNet
https://github.com/ibab/tensorflow-wavenet

Word2Vec
https://github.com/nlintz/TensorFlow-Tutorials/blob/master/8_word2vec.py
Skip-gram model
https://www.tensorflow.org/versions/r0.7/tutorials/word2vec/index.html

Word-level language model (generative)
https://github.com/hunkim/word-rnn-tensorflow