Ecosyste.ms: Awesome
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awesome-rnn
https://github.com/wupeng78/awesome-rnn
Last synced: 5 days ago
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Theory
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Architecture Variants
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Lectures
- CS224d
- Lecture Note 3
- Lecture Note 4 - directional RNN, GRU, LSTM
- Machine Learning
- Lecture 12
- Lecture 13
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Books / Thesis
- Supervised Sequence Labelling with Recurrent Neural Networks
- Statistical Language Models based on Neural Networks
- Training Recurrent Neural Networks
- Recursive Deep Learning for Natural Language Processing and Computer Vision
- Recursive Deep Learning for Natural Language Processing and Computer Vision
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Surveys
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Applications
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Multimodal (CV + NLP)
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- [Web - arXiv1](http://arxiv.org/pdf/1410.1090)], [[Paper-arXiv2](http://arxiv.org/pdf/1412.6632)]
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- [Paper-arXiv - CVPR](http://www.cs.cmu.edu/~xinleic/papers/cvpr15_rnn.pdf)]
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Natural Language Processing
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Computer Vision
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Other
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Robotics
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Contributing
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Codes
- Tensorflow - Python, C++
- Get started
- Recurrent Neural Network Tutorial
- Sequence-to-Sequence Model Tutorial
- Theano - Python
- Deep Learning Tutorials
- RNN for semantic parsing of speech
- LSTM network for sentiment analysis
- Pylearn2
- Torch - Lua
- Oxford - Machine Learning 2015 Practicals
- rnn examples
- CGT
- RNNLIB
- RNNLM
- gist
- Tutorials
- Notebook examples
- Scikit Flow (skflow) - Simplified Scikit-learn like Interface for TensorFlow
- Neon
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Datasets
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Other
- DAQUAR - built upon [NYU Depth v2](http://cs.nyu.edu/~silberman/datasets/nyu_depth_v2.html) by N. Silberman et al.
- OpenSLR
- Flickr 8k
- Flickr 30k
- Microsoft COCO
- [Paper
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- [Data
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- SQuAD - Stanford Question Answering Dataset : [[Paper](http://arxiv.org/pdf/1606.05250)]
- Image QA - based on MSCOCO images
- Multilingual Image QA - built from scratch by Baidu - in Chinese, with English translation
- THUMOS - scale action recognition dataset
- MultiTHUMOS
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Blogs
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Online Demos
Programming Languages
Categories
Sub Categories