English-to-Hindi Translator

Encoder-Decoder LSTM model trained on a 25K-sentence Hindi translation corpus.

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Overview

Sequence-to-sequence translation from English to Hindi using an encoder-decoder LSTM architecture.

Translation tools for low-resource Indian languages were limited and costly.

NLTK preprocessing, custom encoder-decoder LSTM with attention, BLEU-score evaluation.

Functional translation prototype demonstrating viable Indic language modelling.

Bidirectional LSTM trained on 6,500+ medium articles using N-gram preparation for next-word prediction.