The realm of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This innovative paradigm transplants AI processing power from centralized cloud servers to localized devices at the network's edge. By deploying AI algorithms closer to the origin of data, edge AI enables real-time decision-making and red