The landscape 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 decentralized devices at the system's edge. By bringing AI algorithms closer to the source of data, edge AI promotes real-time decision-making and al