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[P] Training Models on Encrypted Data
March 14, 2024, 5:56 p.m. | /u/strojax
Machine Learning www.reddit.com
We recently released a way to train machine learning models on encrypted data. This is all available with data science friendly APIs in [concrete-ml](https://github.com/zama-ai/concrete-ml).You can read the full blog post at
https://www.zama.ai/post/training-predictive-models-on-encrypted-data-fully-homomorphic-encryption.
For the implementation details: we extract the onnx graph of a PyTorch training session (for now a logistic regression) and convert it into a numpy function. This then gets turned into a FHE circuit with the help of [concrete](https://github.com/zama-ai/concrete). This circuit has then the capability to be …
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