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  5. Privacy-Preserving Machine Learning
Safety & Alignmentaka Privacy-Preserving ML

Privacy-Preserving Machine Learning

Privacy-preserving machine learning uses technical and operational methods to reduce exposure of sensitive data during training or inference.

Ask Melo about this← all terms

Approaches include data minimization, differential privacy, secure computation, local processing, access controls, and retention limits. Each protects a different threat model and may trade off utility, cost, or complexity.

Related terms

Defense in DepthDifferential PrivacyBehavior PolicyHuman Oversight