Abstract: Federated learning accelerators and related methods are disclosed. An example edge device includes neural network trainer circuitry to train a neural network to generate a model update for a machine learning model using local data; a federated learning accelerator to perform one or more federated learning workloads associated with the training; and model update provider circuitry to transmit the model update to an aggregator device.