Encoder-Decoder-Translation

An encoder-decoder translation model with or without attention

Dataset:

Multi30K English-German dataset has been used for training and testing purposes.

Dependancies:

• Used Python Version:3.7.0
• Install necessary modules with sudo pip3 install -r requiremnets.txt command.

Model Training and Testing:

To train and test the model --> python3 train_and_test.py

Model Parameters:

For encoder-decoder without attention:

• Encoder embedding dimension = 256
• Deocder embedding dimension = 256
• Hidden Dimension = 512
• Number of Layers = 2
• Encoder Dropout = 0.5
• Decoder Dropout = 0.5

For encoder-decoder with attention:

• Encoder Hidden dimension = 512
• Decoder Hidden dimension = 512

Author:

Subhrajit Dey(@subro608)