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transformers-from-scratch's Introduction

Transformers-from-Scratch

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Table of Contents

About

PyTorch-based custom Transformer model from scratch for English-to-Spanish translation, inspired by the "Attention is All You Need" paper.

Transformer Architecture

Demo

Documentation

Please refer /documentation or click here for complete documentation of the project

File Structure

👨‍💻Transformers-from-Scratch
 ┣ 📂assets                            // Contains all the reference gifs, images
 ┣ 📂documentation                     // Contains documentation and my notes on transformers
 ┃ ┣ 📄README.md
 ┣ 📄model.py                          // Transformer Architecture
 ┣ 📄train.py                          // Training loop
 ┣ 📄dataset.py                        // Loading & Preprocessing Dataset  
 ┣ 📄config.py 
 ┣ 📂visualization                     // Contains other visualizations
 ┃ ┣ 📄embedding.py
 ┃ ┣ 📄README.md
 ┣ 📄README.md

Contributors

References

License

MIT License

transformers-from-scratch's People

Contributors

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Khushi-Balia avatar Vedant Nimje avatar avatar

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