The landscape of artificial intelligence (AI) is undergoing a dramatic transformation with the rise of edge AI. This groundbreaking paradigm shifts 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 enables instantaneous decision-making