A collection of deep learning papers/resources:
Deep learning from the bottom up
Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank
Linguistic Regularities in Continuous Space Word Representations
Playing Atari with Deep Reinforcement Learning
General guidelines for Deep Neural Networks
Practical recommendations for gradient-based training of deep architectures
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