differential-privacy

Architecting the NHS Federated Data Platform: Differentially Private Federated Learning (DP-FL) for Healthcare Workforce Transformation

A deep technical walkthrough of the NHS FDP and e-Learning AI Platform Framework. Explores how federated learning, differential privacy (ε≤0.8), and synthetic data generation address the UK's clinical skills shortage while strictly adhering to Data Protection Act 2018 controls.