Choose What Courses Show on your Dashboard

You can choose which courses you want to appear on your dashboard by clicking on Courses > All Courses. On the list of courses, click the star next to a course to change it's display. A course with a filled in star will show on the dashboard, an empty star will not.

See How do I customize my Courses list as an instructor? Links to an external site.