Adaptive Computation Time for Recurrent Neural Networks
Let RNNs decide how long they compute. I would love to see how well would it combines to Neural Turing Machines. Interesting interactive visualizations on the subject can be found here.
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Neural Turing Machines arxiv.org
Outstanding for letting a neural network learn an algorithm with seemingly good generalization over long time dependencies. Sequences recall problem.
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Recurrent Neural Network (RNN) en.wikipedia.org
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Attention Mechanisms in Recurrent Neural Networks (RNNs) - IGGG youtube.com
A talk for a reading group on attention mechanisms (Paper: Neural Machine Translation by Jointly Learning to Align and Translate).
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rann github.com
Flexible Ruby ANN implementation with backprop (through-time, for recurrent nets), gradient checking, adagrad, and parallel batch execution.
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Recurrent Neural Net Tutorial Part 1 wildml.com
, Part 2, Part 3, Code
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Optimizing RNN Performance svail.github.io
Education › Papers > Recurrent Neural Networks: “Let RNNs decide how long they compute. I would love to see how well would it combines to Neural Turing Machines. Interesting interactive visualizations on the subject can be found here.”