The realm of artificial intelligence (AI) is rapidly adapting, with a surge in adoption for edge computing solutions. This paradigm shift enables real-time analysis by integrating AI models directly on devices at the network's perimeter. Utilizing the power of edge computing offers a myriad of benefits, including reduced latency, data security