YoVDO

Improving Usability of Differential Privacy at Scale

Offered By: USENIX via YouTube

Tags

PEPR (Privacy Engineering Practice and Respect) Courses Data Visualization Courses Usability Courses Differential Privacy Courses

Course Description

Overview

Explore a framework designed to enhance the usability of Differential Privacy (DP) in this 21-minute conference talk from USENIX's PEPR '20. Learn how to quantify and visualize privacy vs utility trade-offs in DP, bridging the gap between theory, implementation, and practical application. Discover how this system helps practitioners think in terms of utility loss and user anonymity gains, rather than complex concepts like epsilons, deltas, and sensitivity bounds. Follow along as the speakers provide a quick primer on DP, explain the framework's development, and demonstrate its real-time application using an actual dataset.

Syllabus

PEPR '20 - Improving Usability of Differential Privacy at Scale


Taught by

USENIX

Related Courses

A Differentially Private Data Analytics API at Scale
USENIX via YouTube How to -In-Effectively Convey Privacy Choices with Icons and Link Text
USENIX via YouTube Privacy Architecture for Data-Driven Innovation Configure
USENIX via YouTube Negotiating Privacy - Utility Trade-Offs under Differential Privacy
USENIX via YouTube Optimizing Kubernetes Operators and Admission Control with Pepr
Linux Foundation via YouTube