In the ever-evolving landscape of artificial intelligence (AI), a paradigm shift is underway, driven by the rise of Edge AI. This transformative technology is bringing processing capabilities directly to the edge, revolutionizing industries and applications across the board. By decentralizing AI algorithms and data processing, Edge AI enables real-