The sphere of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This innovative paradigm transplants AI processing power from centralized cloud servers to decentralized devices at the system's edge. By deploying AI algorithms closer to the source of data, edge AI promotes instantaneous decision-making a