In materials science, we are often interested in many different properties of many different materials. The corresponding material-property matrix often, in practice, has many missing values, since every property of every material has not been measured. The idea of a material recommendation system is to leverage the observed (material, property) values to impute the missing ones. The (material, property) values are mathematically analogous to (product, customer) ratings in commercial recommendation systems.