The realm of artificial intelligence (AI) is undergoing a significant transformation with the rise of edge AI. This groundbreaking paradigm shifts AI processing power from centralized cloud servers to AI on edge decentralized devices at the infrastructure's edge. By bringing AI algorithms closer to the origin of data, edge AI enables instantaneous