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awesome_tensorflow_implementations's Introduction

Awesome Tensorflow Implementations

Very simple TensorFlow examples

Code: https://github.com/nlintz/TensorFlow-Tutorials

Sequence to Sequence -- Video to Text

Subhashini Venugopalan, Marcus Rohrbach, Jeff Donahue, Raymond Mooney, Trevor Darrell, Kate Saenko, arxiv, 2015
[code]
[paper]

Sequence to Sequence -- chatbot

Oriol Vinyals, Quoc V. Le, arxiv, 2015
[code]
[paper]

Show and Tell: A Neural Image Caption Generator

Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan, arxiv, 2015
[code]
[paper]

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, Yoshua Bengio, ICLR, 2014
[code]
[paper]

Learning Deep Features for Discriminative Localization

Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, Antonio Torralba, CVPR, 2016
[code]
[paper]

Deep Visual Analogy-Making

Scott Reed, Yi Zhang, Yuting Zhang, Honglak Lee, NIPS, 2015
[code]
[paper]

Deep Convolutional Generative Adversarial Networks

Alec Radford, Luke Metz, Soumith Chintala, arxiv, 2015
[code]
[paper]

End-To-End Memory Networks

Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, Rob Fergus, NIPS, 2015
[code]
[paper]

Character-Aware Neural Language Models

Yoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush, AAAI, 2016
[code]
[paper]

Deep Reinforcement Learning

Human-level control through deep reinforcement learning

Volodymyr Mnih, et al, 2014
[code1], not trained on atari
[code2]
[paper]

Deep Reinforcement Learning with Double Q-learning

Hado van Hasselt, Arthur Guez, David Silver, 2015
[code]
[paper]

Using Deep Q-Network to Learn How To Play Flappy Bird

Kevin Chen, Deep Reinforcement Learning for Flappy Bird, Report from http://cs229.stanford.edu/ 2015 project
[code]
[report]

Semi-Supervised Learning with Ladder Network

A Rasmus, H Valpola, M Honkala, M Berglund, and T Raiko, NIPS, 2015
[code]
[paper]
[Additional Material]

Convolutional Neural Networks for Sentence Classification

Yoon Kim, EMNLP, 2014
[code]
[paper]
[Additional Material]

Deep Residual Learning for Image Recognition

K He, X Zhang, S Ren, J Sun
[code] for cifar10
[paper1], [paper2]

colornet - Neural Network to colorize grayscale images

DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients

Shuchang Zhou, Zekun Ni, Xinyu Zhou, He Wen, Yuxin Wu, Yuheng Zou, 2016
[code]
[paper]

A Neural Algorithm of Artistic Style

Leon A. Gatys, Alexander S. Ecker, Matthias Bethge
[code - Neural style in TensorFlow!]
[blog - http://www.anishathalye.com/2015/12/19/an-ai-that-can-mimic-any-artist/]
[A Neural Algorithm of Artistic Style]

Sequence Generative Adversarial Networks

Lantao Yu, Weinan Zhang, Jun Wang, Yong Yu
[code]
[paper]

Contribution

Did you find new TensorFlow implementations? Pull requests are always welcome.

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