In this episode, Dr. Derek Feng discusses the general issue of data privacy in the age of big data, including topics of differential privacy and federated learning.

Sources

• Research article: Robust De-anonymization of Large Datasets

• Blogpost: What is Differential Privacy

• Apple.com: Differential Privacy Overview

• Wired.com: Apple’s Differential Privacy is About Collecting Your Data

• Research article: Towards Federated Learning At Scale: System Design

• Federated Learning with Google

• Medium.com: Federated Learning: The Future of Distributed Machine Learning

• Google AI Blog on Federated Learning

• Research Article: Applied Federated Learning: Improving Google Keyboard Query Suggestions