Dhrupa Mistry

Differentially private federated learning for image analysis in smart-city surveillance

Federated learning combined with differential privacy offers a practical way to train image-analysis models on distributed camera and sensor networks. This combination is most often implemented through DP-SGD, and it avoids centralizing raw visual data. This mini review examines differentially private federated learnin...