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The List of Deep Learning Resources Curated by DeepBoun Team

NLP

• Deep Learning For NLP In Pytorch

Tools

• Keras.
• Microsoft CNTK.
• Deep Learning Libraries by Language.
• MXNet.
• LSTMVis: A Visual Analysis Tool for RNNs.
• SpaCy: Deep Learning with custom pipelines and Keras.
• CNN Visualization.

Courses

• CS231n: CNNs for Visual Recognition by Stanford University.
• CS224n: NLP with Deep Learning.
• CS224d: Deep Learning for NLP.
• Tensorflow for Deep Learning Research by Stanford University.
• Oxford CS Deep NLP Course.
• CS294: Deep Reinforcement Learning at Berkeley, Spring 2017.
• Neural Networks for Machine Learning - University of Toronto - Coursera.
• Machine Learning: 2014-2015 - University of Oxford.

Popular Papers

Reading List

Video

• NIPS 2016 Workshop on Adversarial Training Videos.
• NIPS 2016 Videos.
• TensorFlow Dev Summit 2017.
• CS294: Deep Reinforcement Learning at Berkeley, Spring 2017.
• CS224d: Deep Learning for NLP.

Coding

• TensorFlow Examples.
• TensorFlow Models.

Programs & Summer Schools

• Google Brain Residency Program.
• Deep Learning Summer School 2017 - University of Montreal.

Blogs

• Andrej Karpathy's Blog.
• WildML.
• Eric Jang.
• Gab41.
• Eugenio Culurciello's Blog.

Tutorials

• NIPS 2015 Tutorial by Geoff Hinton, Yoshua Bengio and Yann LeCun
• Deep Learning Tutorials

Misc

• Deep Learning Resources.
• SemanticScholar.org: To search research papers.
• Practicle Deep Learning For Coders - 18 hours of lessons for free.
• Deep Learning Papers Reading Roadmap.
• The Neural Network Zoo.
• Deep Learning Papers.
• A Guide to Deep Learning by YN2.

License

MIT License