The landscape of artificial intelligence has undergone a significant transformation with the emergence of edge AI. This paradigm shift involves processing data locally on devices rather than relying on centralized cloud platforms. Edge AI empowers smart systems to make prompt decisions at the point of origin, reducing latency and improving performa