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 intelligent systems to make instantaneous decisions at the endpoint, reducing latency and improving pe