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We present UDP-based aggregation algorithms for federated learning. We also present a scalable framework for practical federated learning. We empirically evaluate the performance by training deep convolutional neural networks on the MNIST dataset and the CIFAR10 dataset.
Firmware for AkidaTag, the ultra-low-power AIoT board pairing a Nordic nRF5340 with BrainChip's Akida AKD1500: keyword spotting, on-device edge learning, BLE model transfer and firmware updates.