Horizontal Fl

Federated Learning Architectures: How Data Distribution Shapes Privacy-Preserving AI

Federated learning architectures—Horizontal, Vertical, and Federated Transfer Learning—are chosen based on how data overlaps in samples and features between collaborating parties, with secure aggregation and differential privacy ensuring data confidentiality.