The sphere of Artificial Intelligence (AI) is rapidly progressing, with Edge AI emerging as a groundbreaking force. This paradigm shift facilitates processing power to be decentralized at the edge of the network, presenting unprecedented opportunities. From autonomous devices to rapid data analysis, Edge AI is influencing various industries. Consis