The sphere of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This innovative paradigm transplants AI processing power from centralized cloud servers to decentralized devices at the infrastructure's edge. By bringing AI algorithms closer to the point of data, edge AI promotes instantaneous decision