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Title: GitHub - astorfi/Deep-Learning-Roadmap: :satellite: Organized Resources for Deep Learning Researchers and Developers

Open Graph Title: GitHub - astorfi/Deep-Learning-Roadmap: :satellite: Organized Resources for Deep Learning Researchers and Developers

X Title: GitHub - astorfi/Deep-Learning-Roadmap: :satellite: Organized Resources for Deep Learning Researchers and Developers

Description: :satellite: Organized Resources for Deep Learning Researchers and Developers - astorfi/Deep-Learning-Roadmap

Open Graph Description: :satellite: Organized Resources for Deep Learning Researchers and Developers - astorfi/Deep-Learning-Roadmap

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Opengraph URL: https://github.com/astorfi/Deep-Learning-Roadmap

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Introductionhttps://github.com/astorfi/Deep-Learning-Roadmap#introduction
Motivationhttps://github.com/astorfi/Deep-Learning-Roadmap#motivation
What's the point of this open source project?https://github.com/astorfi/Deep-Learning-Roadmap#what-s-the-point-of-this-open-source-project
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Corehttps://github.com/astorfi/Deep-Learning-Roadmap#core
Optimizationhttps://github.com/astorfi/Deep-Learning-Roadmap#optimization
Representation Learninghttps://github.com/astorfi/Deep-Learning-Roadmap#representation-learning
Understanding and Transfer Learninghttps://github.com/astorfi/Deep-Learning-Roadmap#understanding-and-transfer-learning
Reinforcement Learninghttps://github.com/astorfi/Deep-Learning-Roadmap#reinforcement-learning
Applicationshttps://github.com/astorfi/Deep-Learning-Roadmap#applications
Image Recognitionhttps://github.com/astorfi/Deep-Learning-Roadmap#image-recognition
Object Recognitionhttps://github.com/astorfi/Deep-Learning-Roadmap#object-recognition
Action Recognitionhttps://github.com/astorfi/Deep-Learning-Roadmap#action-recognition
Caption Generationhttps://github.com/astorfi/Deep-Learning-Roadmap#caption-generation
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https://github.com/astorfi/Deep-Learning-Roadmap#introduction
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https://github.com/astorfi/Deep-Learning-Roadmap#motivation
What's the point of this open source project?https://github.com/astorfi/Deep-Learning-Roadmap#id198
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Paperhttp://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks
Codehttps://github.com/dontfollowmeimcrazy/imagenet
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttps://arxiv.org/abs/1408.5882
Codehttps://github.com/yoonkim/CNN_sentence
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Project Pagehttps://cs.stanford.edu/people/karpathy/deepvideo/
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_4.png
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Codehttps://github.com/debajyotidatta/RecurrentArchitectures
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https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_3.png
Paperhttp://proceedings.mlr.press/v28/pascanu13.pdf
Codehttps://github.com/pascanur/trainingRNNs
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttp://digital-library.theiet.org/content/conferences/10.1049/cp_19991218
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https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_3.png
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https://github.com/astorfi/Deep-Learning-Roadmap#generative-models
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Paperhttp://papers.nips.cc/paper/1520-exploiting-generative-models-in-discriminative-classifiers.pdf
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_4.png
Paperhttp://papers.nips.cc/paper/5352-semi-supervised-learning-with-deep-generative-models
Codehttps://github.com/wohlert/semi-supervised-pytorch
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_4.png
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Codehttps://github.com/goodfeli/adversarial
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
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https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttps://arxiv.org/abs/1511.06434
Codehttps://github.com/carpedm20/DCGAN-tensorflow
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
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Paperhttps://arxiv.org/abs/1401.4082
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_4.png
Paperhttps://www.sciencedirect.com/science/article/pii/S1364661310001129
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttps://ieeexplore.ieee.org/abstract/document/5995710/
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Corehttps://github.com/astorfi/Deep-Learning-Roadmap#id206
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Paperhttps://arxiv.org/abs/1502.03167
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttp://www.jmlr.org/papers/volume15/srivastava14a/srivastava14a.pdf?utm_content=buffer79b43&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttp://papers.nips.cc/paper/5850-training-very-deep-networks
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_4.png
Paperhttps://www.cv-foundation.org/openaccess/content_iccv_2015/papers/He_Delving_Deep_into_ICCV_2015_paper.pdf
https://github.com/astorfi/Deep-Learning-Roadmap/blob/master/_img/mainpage/star_5.png
Paperhttp://papers.nips.cc/paper/4687-large-scale-distributed-deep-networks
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Representation Learninghttps://github.com/astorfi/Deep-Learning-Roadmap#id208
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Paperhttps://arxiv.org/abs/1511.06434
Codehttps://github.com/Newmu/dcgan_code
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Paperhttps://ieeexplore.ieee.org/abstract/document/6472238/
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https://github.com/astorfi/Deep-Learning-Roadmap#understanding-and-transfer-learning
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Paperhttps://arxiv.org/abs/1503.02531
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Paperhttp://proceedings.mlr.press/v32/donahue14.pdf
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Paperhttp://papers.nips.cc/paper/5347-how-transferable-are-features-in-deep-n%E2%80%A6
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https://github.com/astorfi/Deep-Learning-Roadmap#reinforcement-learning
Paperhttps://www.nature.com/articles/nature14236/
Codehttps://github.com/devsisters/DQN-tensorflow
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Paperhttps://arxiv.org/abs/1312.5602
Codehttps://github.com/carpedm20/deep-rl-tensorflow
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Paperhttps://arxiv.org/abs/1509.02971
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Paperhttps://arxiv.org/abs/1511.06581
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Paperhttps://arxiv.org/abs/1507.06947
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Linkhttps://www.nist.gov/programs-projects/face-recognition-technology-feret
Linkhttps://www.ri.cmu.edu/publications/the-cmu-pose-illumination-and-expression-pie-database-of-human-faces/
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Linkhttps://archive.ics.uci.edu/ml/datasets/Grammatical+Facial+Expressions
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Linkhttps://www.udacity.com/course/deep-learning--ud730
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Linkhttp://www.vlfeat.org/matconvnet/
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Linkhttp://www.deeplearning.net/software/theano/
Linkhttps://developer.nvidia.com/cudnn
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