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