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 AI on edge than relying on centralized cloud infrastructure. Edge AI empowers autonomous systems to make real-time decisions at the endpoint, reducing latency and e