The realm of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This innovative paradigm moves AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By deploying AI algorithms closer to the point of data, edge AI promotes instantaneous decision-making an