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Live demos on Hugging Face:

  • Credit card approval: Predicting credit scoring card approval application in which sensitive data can be shared and analyzed without exposing the actual information to neither the three parties involved, nor the server processing it.

  • Sentiment analysis with transformers: predicting if an encrypted tweet / short message is positive, negative or neutral, using FHE.

  • Health diagnosis: giving a diagnosis using FHE to preserve the privacy of the patient based on a patient's symptoms, history and other health factors.

  • Encrypted image filtering: filtering encrypted images by applying filters such as black-and-white, ridge detection, or your own filter.

Code examples on Github:

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