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Artificial intelligence (AI) has been used to realize novel intelligent applications in recent years. Especially in image analysis and speech recognition, dramatic improvements have been achieved. For intelligent sensors and actuators, techniques such as deep learning networks offer new possibilities to analyze complicated patterns. Conventional Cloud AI solutions are often not suitable for industrial applications due to the necessary cloud connection and low latency requirements. In the emerging Edge AI segment, Fraunhofer IPMS offers application-specific sensor/actuator developments and its own hardware platform specialized for these applications.