Method for carrying out a setting operation of a container inspection apparatus, and container inspection apparatus

A container inspection apparatus for inspecting containers, having at least one transport device configured for transporting containers to be inspected as a container stream along a predetermined transport path in a working mode, having at least one sensor device configured for detecting, in particular optically, spatially resolved sensor data with respect to a container to be inspected of the container stream in the working mode, and with a real-time evaluation device which is configured for evaluating the spatially resolved sensor data of the individual inspected containers in real time in the working mode with the aid of an adjustable real-time container inspection model, and with a non-volatile storage device on which a plurality of spatially resolved sensor data can be stored and/or is stored, wherein, in a setting mode, the plurality of spatially resolved sensor data stored on the non-volatile storage device can be retrieved by a setting device, wherein

• the setting device is configured to provide a, in particular trainable, machine learning test container inspection model for evaluation with respect to an use as a real-time container inspection model in the real-time evaluation device, wherein the test container inspection model comprises a set of, in particular trainable, parameters which are set to values which have been learned as a result of a training process, wherein the setting device for evaluating the test container inspection model is configured for determining a statistical evaluation variable on the basis of the retrieved plurality of spatially resolved sensor data.