The sphere of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This emerging paradigm transplants AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By bringing AI algorithms closer to the origin of data, edge AI promotes immediate decision-making and