End-to-end encrypted ML inference with Amazon SageMaker AI and FHE
Amazon SageMaker AI now supports end-to-end encrypted machine learning inference using fully homomorphic encryption (FHE). This allows sensitive data, such as medical records or proprietary business information, to be processed in the cloud without being decrypted, even by SageMaker itself. The new capability leverages the concrete-ml library, offering a more flexible and higher-level approach compared to previous methods that required manual implementation with low-level libraries. AI
IMPACT Enhances data privacy for cloud-based ML inference, potentially increasing adoption in sensitive sectors like healthcare and finance.