CAREER: Distributed Large-scale Machine Learning with Security Guarantees
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The colossal scale of Machine Learning (ML) systems today means that only powerful players with sufficient computing resources are able to participate in large-scale ML development. As a result, ML pipelines tend to lack transparency or auditing mechanisms. Reliance on a small number of service providers also jeopardizes availability and…
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