Federated-learning Libraries

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Federated-learning Libraries

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

Experiments are produced on MNIST, Fashion MNIST and CIFAR10 (both IID and non-IID). In case of non-IID, the data amongst the users can be split equally or unequally. Since the purpose of these exper…

An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawitz et. al)" in Python.

An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawitz et. al)" in Python. Dependencies: Flask, socketio and socket…

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