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 computing. Edge AI empowers intelligent systems to make instantaneous decisions at the source, reducing latency and boosting perfo