/German-to-English-Translation

Using NLP, with a Seq2Seq model, translation from Deutch to English

Primary LanguagePython

Seq2Seq modeling : Translation from German to English

Building a Seq2Seq mode, that takes as an input a german sentence or word (encoder) outputs its english translation (decoder)

Dataset

The dataset is a English-German words/sentence pairs from : http://www.manythings.org/anki/

Results

After ~ 25 epochs our validation loss stop decreasing.

The model obtained translate correctly the german sentences, however it misses out between past and present tense. For example, the model translate "ate" to "caught" or "sang" to "likes'.

Setup

  • Python 3.7
  • Numpy,Pandas
  • Keras