In the Course settings you can select the Private option. You must be a Premium Creator to make content private.
To find out more or become a Premium Creator, click here
If you wish, you can make all your Courses private by default: Under Account>Privacy Settings, change the setting from Public to Private.
You can change the settings on individual Courses at any time.