Robust Personalized Federated Learning under Demographic Fairness Heterogeneity

Published in IEEE BigData 2022

2022, Dec 24   —  13 minute read

Guide to Fair and Ethical AI/ML Books

My favorite books on fair and ethical machine learning and artificial intelligence.

2022, Dec 03   —  2 minute read

The Disparate Impact of Differential Privacy

In this post I will present a work that explains how differential privacy causes non-uniform accuracy degradation among different demographic groups as well as present one paper that offers a solution to this issue.

2022, Nov 18   —  6 minute read

Introduction to Local Differential Privacy

A beginners guide to local differential privacy and randomized response.

2022, Sep 19   —  2 minute read

Introduction to Differential Privacy

A beginners guide to the inner workings of differential privacy.

2022, Sep 11   —  8 minute read

Fair Federated Learning

This post will explain fair machine learning.

2022, Jul 04   —  4 minute read

Introduction to Federated Learning

A beginners guide to the inner workings of federated learning.

2022, May 16   —  3 minute read

Recommendations for Fair Machine Learning Researchers

This post will explain several deficits in the fair machine learning work published so far with several propositions for solutions.

2022, Mar 20   —  14 minute read