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 real-time data analysis, Edge AI is influencing various industries. Ef