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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64c9888b3137cc529d0761c4/GqKutRwiGGif69Gjd8Df3.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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- Note this is the pretrained model. We recommend using the finetuned model available at https://huggingface.co/adibvafa/CodonTransformer
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  ## Use Case
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  **For an interactive demo, check out our [Google Colab Notebook.](https://adibvafa.github.io/CodonTransformer/GoogleColab)**
 
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64c9888b3137cc529d0761c4/GqKutRwiGGif69Gjd8Df3.png)
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+ **Note this is the pretrained model. We recommend using the finetuned model available at https://huggingface.co/adibvafa/CodonTransformer**
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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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  ## Use Case
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  **For an interactive demo, check out our [Google Colab Notebook.](https://adibvafa.github.io/CodonTransformer/GoogleColab)**