federated-learning

Showing all projects categorized under #federated-learning.

nhs-federated-data-platformpredictive-health-modelling

5/18/20265 min read

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.

Engineering the European Health Data Space (EHDS): A Federated AI Architecture for Privacy-Preserving Clinical Research (2026)

EHDSfederated-learning

5/16/20265 min read

Engineering the European Health Data Space (EHDS): A Federated AI Architecture for Privacy-Preserving Clinical Research (2026)

A deep technical analysis of the €150M EHDS mandate, focusing on federated learning, Confidential Computing Enclaves, and the EHDS2 semantic interoperability layer for 450M patients.