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