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 real-time decisions at the source, reducing latency and boosting performance.