Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy

2 code implementations • 10 Sep 2020 • Tom Farrand, FatemehSadat Mireshghallah, Sahib Singh, Andrew Trask

Deployment of deep learning in different fields and industries is growing day by day due to its performance, which relies on the availability of data and compute.

Fairness