Abstract: A central control circuit is configured to remotely connect to a plurality of machines over a network. Each machine has a respective user interface to indicate a machine state and enable user input. The central control circuit is configured to receive an alarm code, determine whether the alarm code corresponds to a machine state for which a machine learning application has been trained, and obtain an image from the user interface in response to a determination that the machine learning application has been trained for the machine state. The central control circuit is further configured to analyze the image to identify one or more features, generate one or more commands in the machine learning application, and send the one or more commands to the user interface according to the features to change the machine state.