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Neural Machine Translartion (Spaish to English ) Pytorch implementation

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RaviTejaMaddhini/Neural-Machine-Translation

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NEURAL MACHINE TRANSLATION

This repo is a pytorch implementation of Stanford CS224N Neural Machine Transalation Assignment (Spanish to English)

Model Architecture

image info

Sample predictions

Example 1:

Source sentence: Mientras navegamos hacia un futuro incierto, necesitamos todas las formas de inteligencia humana en el planeta para hacer frente a los desafos que enfrentamos como sociedad.

Ground truth: As we sail into an uncertain future, we need every form of human intelligence on the planet working together to tackle the challenges that we face as a society.

Prediction: as we are navigating to an uncertain future we need all the forms of human intelligence on the planet to address the challenges that we face as a society

Example 2:

Source sentence: Durante la mayor parte del siglo XX, los mdicos contaron una historia sobre qu es el autismo y cmo se descubri, pero esa historia result ser falsa, y las consecuencias de la misma estn teniendo un impacto devastador en la salud pblica mundial.

Ground truth: For most of the 20th century, clinicians told one story about what autism is and how it was discovered, but that story turned out to be wrong, and the consequences of it are having a devastating impact on global public health.

Prediction: for most of the 20th century the doctors told a story about what autism and how it was discovered but that story turned out to be false and the consequences of the same are having a devastating impact on global health health

We can find more examples from these files
Source sentences file en_es_data/test.es
Ground truth sentences file en_es_data/test.en
Predicted sentences file predictions.txt

Directions to train/test model:

Train:sh run.sh train
Test:sh run.sh test
To download trained model here is the link : https://drive.google.com/open?id=12vgIIjJzaML4I7lysrkju-hV0UEafsNb

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