Data-driven recipe completion using machine learning methods

•Recipe completion can be performed using machine learning methods.•The resulting models determine possible ingredient combinations.•Non-negative matrix factorization can retrieve an eliminated ingredient from a recipe.•Two-step regularized least squares can complete an ingredient set to form a recipe.•Cuisine and type of dish are main factors in ingredient selection.