CONTROL DEVICE AND LEARNING DEVICE

A control device: includes a data acquiring unit to acquire inference data including moving speed information indicating a moving speed of an autonomous mobile object, relative position information indicating a relative position of a dynamic obstacle with respect to the autonomous mobile object, and relative speed information indicating a relative speed of the dynamic obstacle with respect to the autonomous mobile object; a control amount calculating unit to calculate a control amount for controlling movement of the autonomous mobile object depending on movement of the dynamic obstacle using the inference data or preprocessed inference data corresponding to the inference data, and a control unit to control the movement of the autonomous mobile object using the control amount. The control amount calculating unit uses a learned model by machine learning, and the learned model receives an input of the inference data or the preprocessed inference data and outputs the control amount.