Types of recommender systems

In recommender systems, as with almost every other machine learning problem, the techniques and models you use (and the success you enjoy) are heavily dependent on the quantity and quality of the data you possess. In this section, we will gain an overview of three of the most popular types of recommender systems in decreasing order of data they require to inorder function efficiently.