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Transformer Architecture From Scratch

Tue Nov 12 2024 NLP, Deep Learning
transformer

Project Brief

Transformer architecture built from scratch with reference to the paper and trained on opus_dataset’s language translation dataset to translate english to italian

Accomplishments

  • Implemented the entire transformer architecture from scratch, including the attention module with reference to Attention is All You Need paper
  • Prepared opus_dataset’s language translation dataset
  • Trained the transformer architecture and got coherent results after 20 epochs

Technologies Used:

  • Pytorch
  • Numpy

Training

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