Bengali Machine Translation (ENG-BEN)

This repo contains all my works to solve the task English to Bengali translation.

One of the greatest idea was Sequence to sequence netwok (seq2seq) where two Recurrent Neural Network (RNN) used to transform one sequence to another sequence. An RNN-Encoder embeded sequence of words in a vector space where another RNN-Decoder try to decode the encoded sequence.

Another improvment added called attention mechanism which lets to decoder focus over a specific range of the input sequence.

Train

To train the model put your data at data folder. Sequence will be space separated INPUT-LAN <space> OUTPUT-LAN

Run python3.6 train.py for training.

Test

To evalute model run python3.6 eval.py

Dependencies

1. Pytorch 0.3.0
2. Numpy

Thanks

1. Sequence to Sequence Learning with Neural Networks
2. Neural Machine Translation by Jointly Learning to Align and Translate
3. Attention Is All You Need