Dimitra Tsigkari

Distributed Learning as a Service: The Developer's Perspective

Application developers of distributed learning services face challenges that a typical federated learning loop does not address. Specifically, the model updates can still leak private data, devices might not be able to participate in the training due to limited resources, a single aggregator might not be able to scale,...