Federated Learning: Organizational Opportunities, Challenges, and Adoption Strategies

no code implementations • 4 Aug 2023 • Joaquin Delgado Fernandez, Martin Brennecke, Tom Barbereau, Alexander Rieger, Gilbert Fridgen

Restrictive rules for data sharing in many industries have led to the development of federated learning.

Federated Learning

Privacy-preserving Federated Learning for Residential Short Term Load Forecasting

no code implementations • 17 Nov 2021 • Joaquin Delgado Fernandez, Sergio Potenciano Menci, Charles Lee, Gilbert Fridgen

This paper investigates how these requirements can be addressed through a combination of federated learning and privacy preserving techniques such as differential privacy and secure aggregation.

Federated Learning Load Forecasting +1