A system recommends outfits to a user by communicating through a database layer and a computing layer. The system transmits a sequence of onboarding outfits corresponding to a plurality of product attributes and generates a dynamic user profile in response to an onboarding process. The system trains the computing layer during a computing session based on the dynamic user profile to generate a plurality of recommendations The recommendations are transmitted to a remote end-user device ranked according to the dynamic user profile.