In this study we present an intelligent recommendation system for university students. Together with the conventional functional components the suggested system includes the predictive model, estimating student's academic performance. According to the output values of the model the recommendation system may provide more suitable learning strategies and learning materials to students. (C) 2016 The Authors. Published by Elsevier B.V.