In most cases, yes. However you must ensure that:

• the videos on the site do not appear to infringe the owners' copyright
• the site does not have a notice that clearly prohibits educational use
• you do not need to circumvent a technological protection measure (digital lock) to show the work
• you attribute the creator, producer, or broadcaster.