Edge AI enables artificial intelligence models to process data directly on devices located close to sensors, machines, robots, or embedded systems instead of continuously sending it to a remote cloud server. By offering advantages such as lower latency, reduced network traffic, and offline operation, this approach is becoming increasingly important across mechatronic systems ranging from industrial automation and robotics to automotive applications.