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  ![image/png](https://github.com/Adibvafa/CodonTransformer/raw/main/src/banner_final.png)
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  **CodonTransformer** is the ultimate tool for codon optimization, transforming protein sequences into optimized DNA sequences specific for your target organisms. Whether you are a researcher or a practitioner in genetic engineering, CodonTransformer provides a comprehensive suite of features to facilitate your work. By leveraging the Transformer architecture and a user-friendly Jupyter notebook, it reduces the complexity of codon optimization, saving you time and effort.
 
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  ## Authors
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  Adibvafa Fallahpour<sup>1,2</sup>\*, Vincent Gureghian<sup>3</sup>\*, Guillaume J. Filion<sup>2</sup>‡, Ariel B. Lindner<sup>3</sup>‡, Amir Pandi<sup>3</sup>‡
 
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  ![image/png](https://github.com/Adibvafa/CodonTransformer/raw/main/src/banner_final.png)
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  **CodonTransformer** is the ultimate tool for codon optimization, transforming protein sequences into optimized DNA sequences specific for your target organisms. Whether you are a researcher or a practitioner in genetic engineering, CodonTransformer provides a comprehensive suite of features to facilitate your work. By leveraging the Transformer architecture and a user-friendly Jupyter notebook, it reduces the complexity of codon optimization, saving you time and effort.
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+ **This is the pretrained model, for best results please use the [finetuned model](https://huggingface.co/adibvafa/CodonTransformer)**.
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  ## Authors
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  Adibvafa Fallahpour<sup>1,2</sup>\*, Vincent Gureghian<sup>3</sup>\*, Guillaume J. Filion<sup>2</sup>‡, Ariel B. Lindner<sup>3</sup>‡, Amir Pandi<sup>3</sup>‡