Privacy-Preserving Federated Learning

This is a simple implementation of Federated Learning for classifying tabular data with Fuzzification Techniques and Differential Privacy.

Prerequisites

• PyTorch 1.7.1
• NumPy 1.19.2
• pandas 1.2.0

Usage

• Download UCI Census Income Data Set (Adult)
• Run Main.ipynb

References

[1] ✨Federated -Learning-with -with-Differential -Privacy✨

[2] ✨Cross Product Kernels on Fuzzy Sets for Fuzzy Set Similarity✨