The landscape of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This groundbreaking paradigm moves AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By deploying AI algorithms closer to the point of data, edge AI enables real-time decision-making an