The frontier of artificial intelligence (AI) is rapidly evolving, with a surge in adoption for edge computing solutions. This paradigm shift enables real-time processing by deploying AI models directly on systems at the network's edge. Leveraging the power of edge computing offers a myriad of benefits, including minimized delay, data security,