A computing device may include a memory configured to store instructions and a processor configured to execute the instructions to receive a selection of a content catalog item or a search query from a user; generate an input vector based on the selected content catalog item or the search query; and map the generated input vector onto one or more points on a self-organizing map associated with the user. The processor may be further configured to select a set of points within a particular distance of the one or more points; reverse map the selected set of points to a plurality of content catalog items using the self-organizing map associated with the user; and present one or more of the plurality of content catalog items to the user as recommended content catalog items for the user.