Deep Learning in NLP and Beyond - 2015
Center for Language & Speech Processing(CLSP), JHU via YouTube
Overview
Syllabus
Intro
Deep Learning in NLP and Beyond: Overview
Neural networks: motivation
Neuron (perceptron)
Activation function
Non-linearity: example
Hidden layer
Deep Learning in NLP: RNN language model
RNN Extensions: Longer Short Term Memory
Comparison on Penn Treebank
Future of Deep Learning Research for NLP
Conclusion
Taught by
Center for Language & Speech Processing(CLSP), JHU