Deep Learning in NLP and Beyond - 2015

Deep Learning in NLP and Beyond - 2015

Center for Language & Speech Processing(CLSP), JHU via YouTube Direct link

Neural networks: motivation

3 of 12

3 of 12

Neural networks: motivation

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Deep Learning in NLP and Beyond - 2015

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

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