Alimama Tech

Sep 24, 2025 · Information Security

Differential Privacy Explained: Theory, Techniques, and Real-World AI Deployments

This article provides a comprehensive overview of differential privacy, covering its mathematical foundations, evolution from theory to engineering, classification of privacy mechanisms, practical implementation cases such as Alibaba's Secure Data Hub, and diverse application scenarios across healthcare, finance, location analytics, and energy forecasting.