The realm of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This emerging paradigm moves AI processing power from centralized cloud servers to localized devices at the system's edge. By bringing AI algorithms closer to the origin of data, edge AI promotes real-time decision-making and alleviates l