The landscape 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 distributed devices at the system's edge. By placing AI algorithms closer to the origin of data, edge AI facilitates immediate decision-mak