awesome-torch

Torch model builder

A curated collection of resources and examples for building deep learning models with the Torch framework

A curated list of awesome Torch tutorials, projects and communities

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awsometorch

Awesome Torch / Tutorials
Applied Deep Learning for Computer Vision with Torch CVPR15 Tutorial

Awesome Torch / Tutorials / Applied Deep Learning for Computer Vision with Torch
Deep Learning with Torch - A 60-minute blitz 868 almost 8 years ago
NNGraph - graph style neural networks 868 almost 8 years ago
Character-level Recurrent networks. An introduction to real-world nngraph RNN training 868 almost 8 years ago
Deep-Q Reinforcement learning to play Atari games 868 almost 8 years ago

Awesome Torch / Tutorials
Machine Learning with Torch for IPAM Summer School on Deep Learning
Oxford Computer Science - Machine Learning 2015
Implementing LSTMs with nngraph
Community Wiki (Cheatseet) for Torch 8,998 about 2 years ago
Demos & Turorials for Torch 355 almost 3 years ago
Learn Lua in 15 Minutes
Torch Starter 56 about 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks
SampleRNN (An Unconditional End-to-End Neural Audio Generation Model) 156 over 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / SampleRNN (An Unconditional End-to-End Neural Audio Generation Model)
[Paper] Soroush Mehri, Kundan Kumar, Ishaan Gulrajani, Rithesh Kumar, Shubham Jain, Jose Sotelo, Aaron Courville, Yoshua Bengio, ,

Awesome Torch / Model Zoo / Recurrent Networks
Learning Simple Algorithms from Examples 180 almost 9 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Learning Simple Algorithms from Examples
[Paper] Wojciech Zaremba, Tomas Mikolov, Armand Joulin, Rob Fergus, , arXiv:1511.07275

Awesome Torch / Model Zoo / Recurrent Networks
SCRNN (Structurally Constrained Recurrent Neural Network) 169 almost 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / SCRNN (Structurally Constrained Recurrent Neural Network)
[Paper] Tomas Mikolov, Armand Joulin, Sumit Chopra, Michael Mathieu, Marc'Aurelio Ranzato, , arXiv:1406.1078

Awesome Torch / Model Zoo / Recurrent Networks
Tree-LSTM (Tree-structured Long Short-Term Memory networks) 875 over 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Tree-LSTM (Tree-structured Long Short-Term Memory networks)
[Paper] Kai Sheng Tai, Richard Socher, Christopher D. Manning, , ACL 2015

Awesome Torch / Model Zoo / Recurrent Networks
LSTM language model with CNN over characters 826 about 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / LSTM language model with CNN over characters
[Paper] Yoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush, , AAAI 2016,

Awesome Torch / Model Zoo / Recurrent Networks
LSTM, GRU, RNN for character-level language (char-rnn) 11,632 about 1 year ago ,

Awesome Torch / Model Zoo / Recurrent Networks / LSTM, GRU, RNN for character-level language (char-rnn)
[Paper] Andrej Karpathy, Justin Johnson, Li Fei-Fei, , ICLR 2016,

Awesome Torch / Model Zoo / Recurrent Networks
LSTM for word-level language model 664 about 6 years ago

Awesome Torch / Model Zoo / Recurrent Networks / LSTM for word-level language model
[Paper] Wojciech Zaremba, Ilya Sutskever, Oriol Vinyal, , arXiv:1409.2329

Awesome Torch / Model Zoo / Recurrent Networks
LSTM 480 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / LSTM
[Paper] Wojciech Zaremba, Ilya Sutskever, , arXiv:1410.4615

Awesome Torch / Model Zoo / Recurrent Networks
NeuralTalk2 (Show and Tell) 5,511 about 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / NeuralTalk2 (Show and Tell)
[Paper] (#) Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan, , CVPR 2015

Awesome Torch / Model Zoo / Recurrent Networks
Seq2Seq 777 over 3 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Seq2Seq
[Paper] (#) Ilya Sutskever, Oriol Vinyals, Quoc V. Le, , NIPS 2014

Awesome Torch / Model Zoo / Recurrent Networks
sentence2vec 22 almost 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / sentence2vec
[Paper] (#) Ilya Sutskever, Oriol Vinyals, Quoc V. Le, , NIPS 2014

Awesome Torch / Model Zoo / Recurrent Networks
LSTM (Sequence to Sequence Learning with Neural Networks) 25 about 9 years ago

Awesome Torch / Model Zoo / Recurrent Networks / LSTM (Sequence to Sequence Learning with Neural Networks)
[Paper] (#) Ilya Sutskever, Oriol Vinyals, Quoc V. Le, , NIPS 2014

Awesome Torch / Model Zoo / Recurrent Networks
Grid LSTM

Awesome Torch / Model Zoo / Recurrent Networks / Grid LSTM
[Paper] (#) Nal Kalchbrenner, Ivo Danihelka, Alex Graves, , arXiv:1507.01526,

Awesome Torch / Model Zoo / Recurrent Networks
Recurrent Visual Attention Model 941 almost 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Recurrent Visual Attention Model
[Paper] (#) Volodymyr Mnih, Nicolas Heess, Alex Graves, Koray Kavukcuoglu, , NIPS 2014

Awesome Torch / Model Zoo / Recurrent Networks
DRAW (Deep Recurrent Attentive Writer) 137 about 9 years ago

Awesome Torch / Model Zoo / Recurrent Networks / DRAW (Deep Recurrent Attentive Writer)
[Paper] (#) Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende, Daan Wierstra, , arXiv:1502.04623

Awesome Torch / Model Zoo / Recurrent Networks
Pixel rnn 76 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Pixel rnn
[Paper] (#) Aaron van den Oord, Nal Kalchbrenner, Koray Kavukcuoglu, , arXiv:1601.06759

Awesome Torch / Model Zoo / Recurrent Networks
Deeper LSTM+ normalized CNN for Visual Question Answering 376 over 5 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Deeper LSTM+ normalized CNN for Visual Question Answering
[Paper] Aishwarya Agrawal, Jiasen Lu, Stanislaw Antol, Margaret Mitchell, C. Lawrence Zitnick, Dhruv Batra, Devi Parikh, , arXiv:1505.00468,

Awesome Torch / Model Zoo / Recurrent Networks
CTCSpeechRecognition 259 over 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / CTCSpeechRecognition
[Paper] Dario Amodei, Rishita Anubhai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse Engel, Linxi Fan, Christopher Fougner, Tony Han, Awni Hannun, Billy Jun, Patrick LeGresley, Libby Lin, Sharan Narang, Andrew Ng, Sherjil Ozair, Ryan Prenger, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Yi Wang, Zhiqian Wang, Chong Wang, Bo Xiao, Dani Yogatama, Jun Zhan, Zhenyao Zhu, , arXiv:1512.02595,

Awesome Torch / Model Zoo / Recurrent Networks
DenseCap 1,584 over 6 years ago

Awesome Torch / Model Zoo / Recurrent Networks / DenseCap
[Paper] Justin Johnson, Andrej Karpathy, Li Fei-Fei, , CVPR 2016,

Awesome Torch / Model Zoo / Recurrent Networks
Sequence-to-Sequence Learning with Attentional Neural Networks 1,260 almost 4 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Sequence-to-Sequence Learning with Attentional Neural Networks
[Paper] (#) Minh-Thang Luong, Hieu Pham, Christopher D. Manning, , EMNLP 2015,

Awesome Torch / Model Zoo / Recurrent Networks
Recurrent Batch Normalization 92 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Recurrent Batch Normalization
[Paper] (#) Tim Cooijmans, Nicolas Ballas, César Laurent, Çağlar Gülçehre, Aaron Courville, , arXiv:1603.09025,

Awesome Torch / Model Zoo / Recurrent Networks
End-to-End Generative Dialogue 139 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / End-to-End Generative Dialogue
[Paper] Colton Gyulay, Michael Farrell, * End-to-End Generative Dialogue*,

Awesome Torch / Model Zoo / Recurrent Networks
ActivityNet 54 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / ActivityNet
[Paper] Fabian Caba Heilbron, Victor Escorcia, Bernard Ghanem and Juan Carlos Niebles, , CVPR 2015,

Awesome Torch / Model Zoo / Recurrent Networks
SCRNNs 169 almost 7 years ago

Awesome Torch / Model Zoo / Recurrent Networks / SCRNNs
[Paper] Tomas Mikolov, Armand Joulin, Sumit Chopra, Michael Mathieu, Marc'Aurelio Ranzato, , arXiv:1412.7753,

Awesome Torch / Model Zoo / Recurrent Networks
Hierarchical Question-Image Co-Attention for Visual Question Answering 349 about 6 years ago

Awesome Torch / Model Zoo / Recurrent Networks / Hierarchical Question-Image Co-Attention for Visual Question Answering
[Paper] Jiasen Lu, Jianwei Yang, Dhruv Batra, Devi Parikh, , arXiv:1606.00061,

Awesome Torch / Model Zoo / Recurrent Networks
ConvLSTM 292 over 8 years ago

Awesome Torch / Model Zoo / Recurrent Networks / ConvLSTM
[Paper] Viorica Patraucean, Ankur Handa, Roberto Cipolla, , ICLR 2016 Workshop,

Awesome Torch / Model Zoo / Convolutional Networks
Crepe (Character-level Convolutional Networks for Text Classification) 848 over 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Crepe (Character-level Convolutional Networks for Text Classification)
[Paper] Xiang Zhang, Junbo Zhao, Yann LeCun, , NIPS 2015

Awesome Torch / Model Zoo / Convolutional Networks
DCGAN (Deep Convolutional Generative Adversarial Networks) 1,458 over 3 years ago

Awesome Torch / Model Zoo / Convolutional Networks / DCGAN (Deep Convolutional Generative Adversarial Networks)
[Paper] (#) Alec Radford, Luke Metz, Soumith Chintala, , arXiv:1511.06434v1

Awesome Torch / Model Zoo / Convolutional Networks
Inception 66 almost 9 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Inception
[Paper] (#) Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich, , CVPR 2015

Awesome Torch / Model Zoo / Convolutional Networks
inception-v3.torch 131 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / inception-v3.torch
[Paper] (#) Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jonathon Shlens, Zbigniew Wojna, , arXiv:1512.00567,

Awesome Torch / Model Zoo / Convolutional Networks
The inception-resnet-v2 models trained from scratch via torch 52 about 6 years ago

Awesome Torch / Model Zoo / Convolutional Networks / The inception-resnet-v2 models trained from scratch via torch
[Paper] 52 about 6 years ago (#) Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, , arXiv:1602.07261,

Awesome Torch / Model Zoo / Convolutional Networks
OpenFace (Face recognition with Google's FaceNet deep neural network) 15,145 about 2 months ago

Awesome Torch / Model Zoo / Convolutional Networks / OpenFace (Face recognition with Google's FaceNet deep neural network)
[Paper] (#) Florian Schroff, Dmitry Kalenichenko, James Philbin, , CVPR 2015

Awesome Torch / Model Zoo / Convolutional Networks
Neural Style 18,312 over 6 years ago ,

Awesome Torch / Model Zoo / Convolutional Networks / Neural Style
[Paper] (#) Leon A. Gatys, Alexander S. Ecker, Matthias Bethge, , arXiv:1508.06576

Awesome Torch / Model Zoo / Convolutional Networks
SRCNN (Super-Resolution Using Deep Convolutional Networks), waifu2x 27,571 over 1 year ago

Awesome Torch / Model Zoo / Convolutional Networks / SRCNN (Super-Resolution Using Deep Convolutional Networks), waifu2x
[Paper] (#) Chao Dong, Chen Change Loy, Kaiming He, Xiaoou Tang, , arXiv:1501.00092

Awesome Torch / Model Zoo / Convolutional Networks
Overfeat 44 over 8 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Overfeat
[Paper] (#) Pierre Sermanet, David Eigen, Xiang Zhang, Michael Mathieu, Rob Fergus, Yann LeCun, , arXiv:1312.6229

Awesome Torch / Model Zoo / Convolutional Networks
Very Deep ConvNet (Very Deep Convolutional Networks) 246 over 8 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Very Deep ConvNet (Very Deep Convolutional Networks)
[Paper] (#) K. Simonyan, A. Zisserman, , arXiv:1409.1556

Awesome Torch / Model Zoo / Convolutional Networks
Alexnet, Overfeat, VGG in Torch on multiple GPUs over ImageNet 402 over 7 years ago
Fast neural doodle 346 over 6 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Fast neural doodle
[Paper] (#) Alex J. Champandard , arXiv:1603.01768

Awesome Torch / Model Zoo / Convolutional Networks
Texture Networks: Feed-forward Synthesis of Textures and Stylized Images 1,224 almost 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Texture Networks: Feed-forward Synthesis of Textures and Stylized Images
[Paper] Dmitry Ulyanov, Vadim Lebedev, Andrea Vedaldi, Victor Lempitsky , arXiv:1603.03417

Awesome Torch / Model Zoo / Convolutional Networks
Artistic style transfer for videos 1,750 almost 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Artistic style transfer for videos
[Paper] Manuel Ruder, Alexey Dosovitskiy, Thomas Brox , arXiv:1604.08610

Awesome Torch / Model Zoo / Convolutional Networks
ResNet training in Torch 2,296 about 2 years ago

Awesome Torch / Model Zoo / Convolutional Networks / ResNet training in Torch
[Paper] (#) Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, , arXiv:1512.03385,

Awesome Torch / Model Zoo / Convolutional Networks
Deep Networks with Stochastic Depth 477 over 6 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Deep Networks with Stochastic Depth
[Paper] Gao Huang, Yu Sun, Zhuang Liu, Daniel Sedra, Kilian Weinberger, , arXiv:1603.09382,

Awesome Torch / Model Zoo / Convolutional Networks
Sentence Convolution Code in Torch 449 almost 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Sentence Convolution Code in Torch
[Paper] (#) Yoon Kim, , arXiv:1408.5882,

Awesome Torch / Model Zoo / Convolutional Networks
MGANs 294 about 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / MGANs
[Paper] Chuan Li, Michael Wand, , arXiv:1604.04382,

Awesome Torch / Model Zoo / Convolutional Networks
Deep Residual Networks with 1K Layers 906 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Deep Residual Networks with 1K Layers
[Paper] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, , arXiv:1603.05027,

Awesome Torch / Model Zoo / Convolutional Networks
Multi-Scale Context Aggregation by Dilated Convolutions 1,343 almost 4 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Multi-Scale Context Aggregation by Dilated Convolutions
[Paper] (#) Fisher Yu, Vladlen Koltun, ,

Awesome Torch / Model Zoo / Convolutional Networks
CNNMRF 865 about 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / CNNMRF
[Paper] Chuan Li, Michael Wand, , arXiv:1601.04589,

Awesome Torch / Model Zoo / Convolutional Networks
Stacked Hourglass Networks for Human Pose Estimation (Training Code) 574 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Stacked Hourglass Networks for Human Pose Estimation (Training Code)
[Paper] Alejandro Newell, Kaiyu Yang, Jia Deng, , arXiv:1603.06937,

Awesome Torch / Model Zoo / Convolutional Networks
Wide Residual Networks 1,298 over 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Wide Residual Networks
[Paper] Sergey Zagoruyko, Nikos Komodakis, , , arXiv:1605.07146,

Awesome Torch / Model Zoo / Convolutional Networks
Joint Unsupervised Learning (JULE) of Deep Representations and Image Clusters 288 about 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Joint Unsupervised Learning (JULE) of Deep Representations and Image Clusters
[Paper] Jianwei Yang, Devi Parikh, Dhruv Batra, , CVPR 2016,

Awesome Torch / Model Zoo / Convolutional Networks
Torch implementation of the Fast R-CNN 134 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Torch implementation of the Fast R-CNN
[Paper] (#) Ross Girshick, , ICCV 2015,

Awesome Torch / Model Zoo / Convolutional Networks
Learning Deep Representations of Fine-grained Visual Descriptions 334 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Learning Deep Representations of Fine-grained Visual Descriptions
[Paper] Scott Reed, Zeynep Akata, Honglak Lee, Bernt Schiele, , CVPR 2016,

Awesome Torch / Model Zoo / Convolutional Networks
Generative Adversarial Text-to-Image Synthesis 913 about 6 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Generative Adversarial Text-to-Image Synthesis
[Paper] Scott Reed, Zeynep Akata, Xinchen Yan, Lajanugen Logeswaran, Bernt Schiele, Honglak Lee, , ICML 2016,

Awesome Torch / Model Zoo / Convolutional Networks
DarkForest, the Facebook Go engine 2,100 almost 5 years ago

Awesome Torch / Model Zoo / Convolutional Networks / DarkForest, the Facebook Go engine
[Paper] Yuandong Tian, Yan Zhu, , ICLR 2016,

Awesome Torch / Model Zoo / Convolutional Networks
3D CNN

Awesome Torch / Model Zoo / Convolutional Networks / 3D CNN
[Paper] Qi, Charles R and Su, Hao and Niessner, Matthias and Dai, Angela and Yan, Mengyuan and Guibas, Leonidas J, , arXiv preprint arXiv:1604.03265, 2016, ,

Awesome Torch / Model Zoo / Convolutional Networks
deepmask 3,114 almost 6 years ago

Awesome Torch / Model Zoo / Convolutional Networks / deepmask
[Paper] Pedro O. Pinheiro, Ronan Collobert, Piotr Dollar, , arXiv:1506.06204,
[Paper] Pedro O. Pinheiro, Tsung-Yi Lin, Ronan Collobert, Piotr Dollàr, , arXiv:1603.08695,

Awesome Torch / Model Zoo / Convolutional Networks
imagenet-multiGPU.torchnet 4 almost 8 years ago
cvpr2016_stylenet 69 over 8 years ago

Awesome Torch / Model Zoo / Convolutional Networks / cvpr2016_stylenet
[Paper] Edgar Simo-Serra, Hiroshi Ishikawa, , CVPR 2016,

Awesome Torch / Model Zoo / Convolutional Networks
ENet 351 over 7 years ago

Awesome Torch / Model Zoo / Convolutional Networks / ENet
[Paper] Adam Paszke, Abhishek Chaurasia, Sangpil Kim, Eugenio Culurciello, , arXiv:1606.02147,

Awesome Torch / Model Zoo / Convolutional Networks
Oriented Response Networks 223 over 2 years ago

Awesome Torch / Model Zoo / Convolutional Networks / Oriented Response Networks
[Paper] Yanzhao Zhou, Qixiang Ye, Qiang Qiu, Jianbin Jiao, , CVPR 2017,

Awesome Torch / Model Zoo / Reinforcement Learning
Deep Q-network ,

Awesome Torch / Model Zoo / Reinforcement Learning / Deep Q-network
[Paper] Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis, , Nature,

Awesome Torch / Model Zoo / Reinforcement Learning
Deep Attention Recurrent Q-Network 115 about 9 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Deep Attention Recurrent Q-Network
[Paper] (#) Ivan Sorokin, Alexey Seleznev, Mikhail Pavlov, Aleksandr Fedorov, Anastasiia Ignateva, , NIPS 2015,

Awesome Torch / Model Zoo / Reinforcement Learning
Grid World DQN using torch7 29 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Grid World DQN using torch7
[Paper] (#) Marc G. Bellemare, Georg Ostrovski, Arthur Guez, Philip S. Thomas, Rémi Munos, , arXiv:1512.04860,

Awesome Torch / Model Zoo / Reinforcement Learning
Deep Q-Networks for Accelerating the Training of Deep Neural Networks

Awesome Torch / Model Zoo / Reinforcement Learning / Deep Q-Networks for Accelerating the Training of Deep Neural Networks
[Paper] Jie Fu, Zichuan Lin, Miao Liu, Nicholas Leonard, Jiashi Feng, Tat-Seng Chua, , arXiv:1606.01467,

Awesome Torch / Model Zoo / Reinforcement Learning
ActorMimic 71 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / ActorMimic
[Paper] Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov, , ICLR 2016,

Awesome Torch / Model Zoo / Reinforcement Learning
MazeBase: a sandbox for learning from games 245 about 5 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / MazeBase: a sandbox for learning from games
[Paper] Sainbayar Sukhbaatar, Arthur Szlam, Gabriel Synnaeve, Soumith Chintala, Rob Fergus, , arXiv:1511.07401,

Awesome Torch / Model Zoo / Reinforcement Learning
mario-ai 683 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / mario-ai
Atari paper This project contains code to train a model that automatically plays the first level of Super Mario World using only raw pixels as the input (no hand-engineered features).The used technique is deep Q-learning, as described in the ( ), combined with a

Awesome Torch / Model Zoo / Reinforcement Learning
Deep Successor Reinforcement Learning (DSR) 98 about 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Deep Successor Reinforcement Learning (DSR)
[Paper] Tejas D. Kulkarni, Ardavan Saeedi, Simanta Gautam, Samuel J. Gershman, , arXiv:1606.02396,

Awesome Torch / Model Zoo / Reinforcement Learning
ViZDoom 1,740 2 months ago
MIXER - Sequence Level Training with Recurrent Neural Networks 332 over 7 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / MIXER - Sequence Level Training with Recurrent Neural Networks
[Paper] Marc'Aurelio Ranzato, Sumit Chopra, Michael Auli, Wojciech Zaremba, , ICLR 2016,

Awesome Torch / Model Zoo / Reinforcement Learning
TorchQLearning 50 over 7 years ago
rltorch
Opponent Modeling in Deep Reinforcement Learning 71 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Opponent Modeling in Deep Reinforcement Learning
[Paper] He He, Jordan Boyd-Graber, Kevin Kwok, Hal Daumé III, , ICML 2016,

Awesome Torch / Model Zoo / Reinforcement Learning
[Paper] Alexander M. Rush, Sumit Chopra, Jason Weston, , EMNLP 2015
Memory Networks 1,753 over 4 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Memory Networks
[Paper] Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, Rob Fergus, , arXiv:1503.08895,

Awesome Torch / Model Zoo / Reinforcement Learning
Neural Turing Machine 279 about 9 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Neural Turing Machine
[Paper] Alex Graves, Greg Wayne, Ivo Danihelka, , arXiv:1410.5401

Awesome Torch / Model Zoo / Reinforcement Learning
Eyescream (Natural Image Generation using ConvNets) 598 about 7 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Eyescream (Natural Image Generation using ConvNets)
[Paper] Emily Denton, Soumith Chintala, Arthur Szlam, Rob Fergus, , arXiv:1506.05751

Awesome Torch / Model Zoo / Reinforcement Learning
BNN (Bilingual Neural Networks) with LBL and CNN

Awesome Torch / Model Zoo / Reinforcement Learning / BNN (Bilingual Neural Networks) with LBL and CNN
[Paper] Ke Tran, Arianna Bisazza, Christof Monz, , EMNLP 2014

Awesome Torch / Model Zoo / Reinforcement Learning
Net2Net 160 almost 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Net2Net
[Paper] (#) Tianqi Chen, Ian Goodfellow, Jonathon Shlens, , arXiv:1511.05641

Awesome Torch / Model Zoo / Reinforcement Learning
DSSM (Deep Structured Semantic Model) 40 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / DSSM (Deep Structured Semantic Model)
[Paper] (#) Po-Sen Huang, Xiaodong He, Jianfeng Gao, Li Deng, Alex Acero, Larry Heck, , CIKM 2013

Awesome Torch / Model Zoo / Reinforcement Learning
TensorNet (Tensor Train-layer for Neural Nets)

Awesome Torch / Model Zoo / Reinforcement Learning / TensorNet (Tensor Train-layer for Neural Nets)
[Paper] (#) Alexander Novikov, Dmitry Podoprikhin, Anton Osokin, Dmitry Vetrov, , NIPS 2015

Awesome Torch / Model Zoo / Reinforcement Learning
TripletNet 189 over 7 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / TripletNet
[Paper] (#) Elad Hoffer, Nir Ailon, , arXiv:1412.6622

Awesome Torch / Model Zoo / Reinforcement Learning
Word2Vec 61 about 9 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Word2Vec
[Paper] (#) Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean, , ICLR 2013

Awesome Torch / Model Zoo / Reinforcement Learning
TripletLoss (used in Google's FaceNet) 162 about 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / TripletLoss (used in Google's FaceNet)
[Paper] (#) Florian Schroff, Dmitry Kalenichenko, James Philbin, , CVPR 2015

Awesome Torch / Model Zoo / Reinforcement Learning
Let there be Color!: Automatic Colorization of Grayscale Images 2,157 over 2 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Let there be Color!: Automatic Colorization of Grayscale Images
[Paper] Satoshi Iizuka, Edgar Simo-Serra, Hiroshi Ishikawa, , SIGGRAPH 2016,

Awesome Torch / Model Zoo / Reinforcement Learning
Context Encoders: Feature Learning by Inpainting 885 over 4 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Context Encoders: Feature Learning by Inpainting
[Paper] Deepak Pathak, Philipp Krahenbuhl, Jeff Donahue, Trevor Darrell, Alexei A. Efros, , CVPR 2016,

Awesome Torch / Model Zoo / Reinforcement Learning
stnbhwd

Awesome Torch / Model Zoo / Reinforcement Learning / stnbhwd
[Paper] Max Jaderberg, Karen Simonyan, Andrew Zisserman, Koray Kavukcuoglu, , arXiv:1506.02025,

Awesome Torch / Model Zoo / Reinforcement Learning
DrMAD 23 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / DrMAD
[Paper] (#) Jie Fu, Hongyin Luo, Jiashi Feng, Kian Hsiang Low, Tat-Seng Chua, , arXiv:1601.00917,

Awesome Torch / Model Zoo / Reinforcement Learning
Adaptive Neural Compilation 59 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Adaptive Neural Compilation
[Paper] Rudy Bunel, Alban Desmaison, Pushmeet Kohli, Philip H.S. Torr, M. Pawan Kumar, , arXiv:1605.07969,

Awesome Torch / Model Zoo / Reinforcement Learning
fasttext_torch 72 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / fasttext_torch
[Paper] (#) Armand Joulin, Edouard Grave, Piotr Bojanowski, Tomas Mikolov, , arXiv:1607.01759,

Awesome Torch / Model Zoo / Reinforcement Learning
MemNN 1,753 over 4 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / MemNN
[Paper] Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, Rob Fergus, , arXiv:1503.08895,

Awesome Torch / Model Zoo / Reinforcement Learning
Variational Auto-encoder

Awesome Torch / Model Zoo / Reinforcement Learning / Variational Auto-encoder
[Paper] Diederik P Kingma, Max Welling, , arXiv:1312.6114,

Awesome Torch / Model Zoo / Reinforcement Learning
Multimodal Compact Bilinear Pooling for Torch7 68 almost 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / Multimodal Compact Bilinear Pooling for Torch7
[Paper] (#) Akira Fukui, Dong Huk Park, Daylen Yang, Anna Rohrbach, Trevor Darrell, Marcus Rohrbach, ,

Awesome Torch / Model Zoo / Reinforcement Learning
object-detection.torch 116 over 8 years ago
N3: Newtonian Image Understanding: Unfolding the Dynamics of Objects in Statis Images 32 over 8 years ago

Awesome Torch / Model Zoo / Reinforcement Learning / N3: Newtonian Image Understanding: Unfolding the Dynamics of Objects in Statis Images
[Paper] Roozbeh Mottaghi, Hessam Bagherinezhad, Mohammad Rastegari, Ali Farhadi, , CVPR 2016,
[Code] 1,343 almost 4 years ago nn : an easy and modular way to build and train simple or complex neural networks
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[Code] 147 about 6 years ago distro-cl: An OpenCL distribution for Torch
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[Code] 417 about 6 years ago cudnn : Torch FFI bindings for NVIDIA CuDNN
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[Code] 199 almost 6 years ago Purdue e-lab lib : A collection of snippets and libraries
[Code] 275 almost 8 years ago torch-android : Torch for Android
[Code] 54 about 8 years ago torch-models : Implementation of state-of-art models in Torch
[Code] 233 almost 8 years ago lutorpy : Lutorpy is a libray built for deep learning with torch in python
[Code] CoreNLP.lua : Lua client for Stanford CoreNLP
[Code] 25 about 7 years ago Torchlib: Data structures and libraries for Torch
[Code] 26 over 8 years ago THFFmpeg: Torch bindings for FFmpeg (reading videos only)
[Code] tunnel: Data Driven Framework for Distributed Computing in Torch 7,
[Code] 432 over 7 years ago pytorch: Python wrappers for torch and lua,
[Code] 233 almost 8 years ago lutorpy: Use torch in python for deep learning.,
[Code] 30 about 6 years ago torch-pcl: Point Cloud Library (PCL) bindings for Torch,
[Cpde] 629 almost 5 years ago Moses: A Lua utility-belt library for functional programming. It complements the built-in Lua table library, making easier operations on arrays, lists, collections
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