caoge4/Natural-Language-Process

DNN based implementation for different NLP tasks

This project is for implement different neural network based on theano:

1. Semantic Role labeling based on open-source ATIS dataset;(Finished)
2. Sentiment Classification;
3. Machine Translation;
4. Transition-based Paser;
5. NLG;
6. Chinese segmentation

Different metwork architecture will be supported:

1. CNN
2. RNN
   2.1 LSTM cell
   2.2 GRU cell(Finished)
3. Sequence2Sequence
4. GAN
5. DQN

Different machinism will be supported:

1. Different optimization algorithm:
   1.1 SGD(Finished)
   1.2 Adam
   1.3 Adagram
   1.4 Adadelta
2. Attention machinism;
3. Beam Search;
4. Different initialize methods(Finished);

Usage:
cd src/nn
sh run.sh