You can choose between medium (360p), HD (720p), or audio only (if available).
You can choose from low, normal, and high. These are the various settings down in the Downloads & Storage menu and their functions: You can also view your available storage from this page.
Here, you'll be able to change various aspects of your YouTube Music downloads.