In this project, a gesture classifier was implemented in combination with an ImageViewer, which could be controlled by gestures via the Kinect. For this, different gestures were recorded, annotated and our Machine Leaning algorithm was trained and tested on it. The user can (see video) control the ImageViewer application via gestures.