The realm of artificial intelligence (AI) is undergoing a dynamic transformation with the emergence of edge computing. Edge AI, a specialized subset of AI, brings computation and data storage closer to the source of data generation. This paradigm shift empowers devices at the network's perimeter to make instantaneous decisions without relying on ce