The sphere of Artificial Intelligence (AI) is rapidly evolving, with Edge AI emerging as a ultra low power microcontroller groundbreaking force. This paradigm shift enables processing power to be decentralized at the edge of the network, providing unprecedented opportunities. From smart devices to rapid data analysis, Edge AI is influencing various