Federated Learning: A Survey on Privacy-Preserving Collaborative Intelligence

This research survey examines Federated Learning (FL), a distributed machine learning approach that enables collaborative AI model training without centralizing sensitive data. The paper covers FL's technical challenges, privacy mechanisms, and applications across healthcare, finance, and IoT systems.