Federated computation beyond learning, 2024. Talk at FedKDD workshop.

The federated model of computation has attracted much interest due to the power of federated learning. But there is much to do outside of training: federated data preparation and cleaning, post-training federated calibration and monitoring, and federated analytics to track the behaviour. In this talk, I will touch on the algorithms and systems needed by federated computation, informed by deployment experience.

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