I have definitely seen some of the videos that do not have audio. (This was an intentional choice on the part of the Academy team in the cases I've seen.)
Can you include a link to the page where you are seeing this situation?
If you do someone in the community can verify if the video you are talking about is one of the videos without audio.
Tom is correct. Generally speaking: