The realm 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 decentralized devices at the infrastructure's edge. By placing AI algorithms closer to the source of data, edge AI facilitates instantaneous decision-ma