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Classroom Contents
Deep Learning in NLP and Beyond - 2015
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- 1 Intro
- 2 Deep Learning in NLP and Beyond: Overview
- 3 Neural networks: motivation
- 4 Neuron (perceptron)
- 5 Activation function
- 6 Non-linearity: example
- 7 Hidden layer
- 8 Deep Learning in NLP: RNN language model
- 9 RNN Extensions: Longer Short Term Memory
- 10 Comparison on Penn Treebank
- 11 Future of Deep Learning Research for NLP
- 12 Conclusion
