Statistical RNN Encoder-Decoder

English to French Neural Machine Translation

Dataset: Bilingual Corpora

Europarl , News Commentary, UN, Commoncrawl, Gigafren
[select 10 million by Moore-Lewis algorithm]

To spin up Flask WebApp

python app.py

Model Development

• Check on module/ for model architecture and bleu score calculation

Experiment Result

• Fine-Tune All Layers (FTAL) : Fine-tuning of all layers.
• Retrain Last Layer (RTLL) : Re-initializes the penultimate layer weights and updates only the penultimate layer, while all other layers are frozen.
• Retrain All Layers (RTAL) : Re-initializes the penultimate layer weights, but all layers are updated during fine-tuning.