Recotem is "a recommendation engine for non-experts".
It offers following functionalities via a simple web-based UI:
Tune various recommendation algorithms efficiently
Train & download models using the tuned parameters
Obtaining & previewing the recommendation results
Recotem is distributed under Apache license 2.0 and available for free.
Recotem is Open Source Software.
Project Site: recotem.org