AI federated learning

Building an AI federated learning automation playbook

Federated learning is no longer a research novelty. When your automation systems touch regulated data, distributed devices, or edge sensors, centralized training becomes a liability as much as an oppo

Practical Guide to AI Federated Learning for Real Systems

Why federated learning matters — a simple example Imagine a hospital network with sensitive patient records spread across ten clinics. Centralizing all the data for model training is slow, legally f