The sphere of artificial intelligence (AI) is undergoing a dramatic transformation with the rise of edge AI. This innovative paradigm shifts AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By placing AI algorithms closer to the origin of data, edge AI facilitates instantaneous decision-making a