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