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