The domain of artificial intelligence (AI) is undergoing a dramatic transformation with the emergence of Edge AI. This innovative approach brings computationalpower and processing capabilities closer to the origin of information, revolutionizing how we communicate with the world around us. By integrating AI algorithms on edge devices, such as smart