The landscape of artificial intelligence is rapidly evolving 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 smart systems to make real-time decisions at the source, reducing latency and enhancing performance. Leveraging edge AI in