In today's hyper-connected world, where data generation explodes exponentially and real-time insights are paramount, edge computing emerges as a transformative strategy. By processing information closer to its source, edge AI empowers systems with the ability to make informed decisions at the network's edge. This paradigm shift unlocks a myriad of