Edge AI constitutes a revolutionary shift in artificial intelligence, where processing is executed directly on devices at the network's edge. This proximity to data sources allows real-time actions, minimizing latency and dependency on centralized servers. Edge AI finds applications in a diverse range of domains, from smart devices and production a