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The study concludes that Bayesian and decision tree algorithms are widely used in recommender systems because of their relative simplicity, Keywords: recommender system, machine learning, systematic review. 1 Introduction. Recommender systems (RS) are used to help users find new items Collaborative filtering systems recommend items based on similarity mea- and utility matrices is to treat the problem as one of machine learning. Regard.Development of recommender systems is a multi-disciplinary effort which in- volves experts from various fields such as Artificial intelligence, We have applied machine learning techniques to build recommender systems. In the first approach a content based recommender system is built,