Federated Learning By A Staff Writer / July 11, 2025 Welcome to your Federated Learning Level: Expert What is federated learning? A centralized training method for AI models A decentralized method where models are trained locally on devices and aggregated centrally A type of reinforcement learning . A method for training GANs None What is a key advantage of federated learning? It requires no training data It preserves user privacy by keeping data local It reduces computational requirements It increases the model complexity None Which technology often complements federated learning to ensure data security? Differential Privacy Principal Component Analysis Image Augmentation Backpropagation None What is one challenge in federated learning? Scalability of central servers Handling non-identically distributed (non-IID) data across devices Overfitting on test data Lack of available devices None What is model aggregation in federated learning? Combining local models into a global model Dividing a single model into smaller parts Filtering irrelevant features from a dataset Storing models in a cloud server None Time's up
