We propose that a visual user interest profile can be gener- ated from images associated with an individual. By employing deep learn- ing, we extract a prototype visual user interest profile and use this as a source for subsequent recommendation and personalisation. We demon- strate this technique via a hotel booking system demonstrator, though we note that there are numerous potential applications.