The paradigm of artificial intelligence has evolved as we embrace Edge AI. This revolutionary approach pushes sophisticated processing capabilities to the very boundary of networks, adjacent to data sources. By executing AI algorithms on edge devices like smartphones, sensors, and embedded systems, Edge AI empowers a new era of instantaneous insigh