The realm of artificial intelligence (AI) is undergoing a dynamic transformation with the emergence of localized processing. Edge AI, a specialized subset of AI, brings computation and data storage closer to the origin of data generation. This paradigm shift empowers devices at the network's frontier to make prompt decisions without relying on cent