What is Tableau Prep? Explained in under 10 mins!
These are two separate tools, for two separate tasks. Tableau Prep is for cleaning and organizing your data. Tableau Desktop is for the visual analysis of data. You would use Tableau Prep to bring a lot of data in from various sources, and clean them, and perform transformations on them.