The sphere of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This emerging paradigm shifts AI processing power from centralized cloud servers to distributed devices at the network's edge. By placing AI algorithms closer to the origin of data, edge AI facilitates immediate decision-making and alleviat