The sphere of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This groundbreaking paradigm transplants AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By placing AI algorithms closer to the source of data, edge AI enables instantaneous decision-