The document describes a common problem of ingredient name clean-up for sandwich recipes and the development of a sandwich recommendation system. It lists sample recipes and shows how the ingredient names are cleaned up and standardized over multiple steps. It then demonstrates how the system learns weights for different ingredients from user interactions to provide personalized sandwich suggestions ranked by predicted enjoyment.