The realm of artificial intelligence (AI) is undergoing a dramatic transformation with the rise of edge AI. This emerging paradigm Embedded AI moves AI processing power from centralized cloud servers to distributed devices at the system's edge. By deploying AI algorithms closer to the origin of data, edge AI enables real-time decision-making and m