The paradigm of artificial intelligence has evolved as we embrace Edge AI. This revolutionary approach extends intelligent processing capabilities to the very perimeter of networks, nearer to data sources. By executing AI algorithms on edge devices like smartphones, sensors, and embedded systems, Edge AI empowers a new era of real-time insights and