Edge AI represents a revolutionary trend in artificial intelligence, where processing is conducted directly on devices at the system's edge. This localization to data sources facilitates real-time insights, reducing latency and dependency on centralized servers. Edge AI utilizes applications in a extensive range of domains, from autonomous devices