Chiron: Privacy-preserving Machine Learning as a Service

arXiv: Cryptography and Security, Volume abs/1803.05961, 2018.

Cited by: 8|Bibtex|Views97
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

Major cloud operators offer machine learning (ML) as a service, enabling customers who have the data but not ML expertise or infrastructure to train predictive models on this data. Existing ML-as-a-service platforms require users to reveal all training data to the service operator. We design, implement, and evaluate Chiron, a system for p...More

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