YouTube Privacy Settings

YouTube videos are available publicly by default. You can change the settings for videos you own in your YouTube account. If you create a video that you only want specific students to be able to see, your best bet may be to create a Google Plus circle, and use it to share videos. 

NOTE: The option to create a private channel in YouTube is no longer available.