Table of Contents
Topics #
- Autoencoder
- Brain and deep learning
- Convolutional neural network
- Deep generative models
- Deep learning and graphs
- Differentiable neural computers
- Generative adversarial network
- Recurrent neural network
- Residual Learning
- word2vec
Courses #
- CS231n: Convolutional Neural Networks for Visual Recognition
- CS224n: Natural Language Processing with Deep Learning
- Coursera: deep learning specialization
- Microsoft Professional Program for Artificial Intelligence track
- Google: deep learning
- Hugo Larochelle: Neural networks
- Geoffrey Hinton Coursera videos
- Probabilistic Graphical Model by Daphne Koller
Books #
Tools #
Visualization #
Talks and tutorials #
- A Tutorial on Deep Learning Part 1: Nonlinear Classifiers and The Backpropagation Algorithm by Quoc Le
- Deep Learning Basics: Neural Networks, Backpropagation and Stochastic Gradient Descent
- ufldl stanford:Deep Learning Tutorials
- sjchoi86:Deep learning tutorials
- Unsupervised Feature Learning and Deep Learning by Andrew Ng
- Use Google's Word2Vec for movie reviews
- Using convolutional neural nets to detect facial keypoints tutorial
- Deep Learning: Doubly Easy and Doubly Powerful with GraphLab Create - GraphLab
- ICML2013 Deep learning tutorial by Yann LeCun and Marc'Aurelio Ranzato
Articles #
- http://fastml.com/deep-learning-made-easy/
- So You Wanna Try Deep Learning?
- Recommending music on Spotify with deep learning
- Inceptionism: Going Deeper into Neural Networks
References #
Review #
Augmenting small datasets with transformations #
Noise #
Adversarial examples #
- Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images
- Universal adversarial perturbations
About baselines #
Natural language processing #
Binarization #
Others #
- http://blog.kaggle.com/2012/11/01/deep-learning-how-i-did-it-merck-1st-place-interview/
- Building High-level Features Using Large Scale Unsupervised Learning
- Deep Neural Networks for Acoustic Modeling in Speech Recognition
- ImageNet Classification with Deep Convolutional Neural Networks
- Large Scale Distributed Deep Networks
- How transferable are features in deep neural networks?
- Human-level control through deep reinforcement learning
Incoming Links #
Related Articles (Article 0) #
- Amazon Elastic Compute Cloud
- Artificial neural network
- Attention (Deep learning)
- Beer
- Brain and deep learning
- Deep generative models
- Differentiable neural computers
- Dropout
- Generative adversarial networks
- Learning
- Long short-term memory
- Machine learning
- Machine translation
- Meta learning
- Natural language processing
- Neural doodle
- Residual Learning
- Sentiment analysis
- Theano
Related Scholarly Articles (ScholarlyArticle 1) #
Suggested Pages #
- 0.289 Language
- 0.112 Residual leanrning
- 0.092 Amazon EC2
- 0.074 Attention
- 0.061 Reinforcement learning
- 0.044 Modeling animal behaviors with reinforcement learning
- 0.031 Amazon Web Services
- 0.028 RNN
- 0.027 LSTM
- 0.023 Q-learning
- More suggestions...