The landscape of artificial intelligence (AI) is rapidly shifting, 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. Harnessing the power of edge computing provides a myriad of opportunities, including faster response times,