Advanced Machine Learning - Federated learning exam project

This repository contains some jupiter notebooks to issue the following problems:

1. resnet20_centralized: training of a custom resnet20 based on group normalization layers
2. gradient_inversion_attack: simulation of one of the possible attacks that is possible to do in a distribuited learning scenario

References:

• FedMD: Heterogenous Federated Learning via Model Distillation
• Deep Residual Learning for Image Recognition
• Evaluating Gradient Inversion Attacks and Defenses in Federated Learning