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@@ -29,7 +29,7 @@ Use colab userinterface for making prediction from protein structure files in .c
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  [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1JLhLpvXG4plzPtIliG_CJnYui6P8Pu1J?usp=sharing)
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  ## Model Description
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- The model learns the structural embedding manifold of known protease inhibitors and assigns a **reconstruction error** to inputs. High reconstruction errors indicate potential non-PIs based on structural features learned from the training distribution, allowing for the filtering of non-PI-like structures.
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  * **Model type:** Fully connected Autoencoder (via PyOD)
 
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  [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1JLhLpvXG4plzPtIliG_CJnYui6P8Pu1J?usp=sharing)
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  ## Model Description
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+ An autoencoder model trained on the structural embedding of known protease inhibitors and assigns a **reconstruction error** to inputs. High reconstruction errors indicate potential non-PIs based on structural features learned from the training distribution, allowing for the filtering of non-PI-like structures.
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  * **Model type:** Fully connected Autoencoder (via PyOD)