Ever had this glitch?

This is recently been happening... Sound turns up and down by itself. The little icon will come on and usually will turn the volume up or down. It'll happen when I'm watching a video or listening to music and it's irritating. But sometimes it just goes crazy at any given time. Device is an iPad.