Yes, though please remember that autoplay can be subject to unique browser settings and will not work on Apple iPhones. Autoplay videos will start with the sound muted, but with a clear action-call to unmute.

To share a video with autoplay, simply check the box marking autoplay on the share settings screen as you see below before you select the share link.