Google will finally address this issue in the next update by blocking autoplay videos with sound. (windowslatest.com)
It also will block autoplay video ads with sound or ones that play music. (goodereader.com)
But, with Chrome, you can customize some preferences by website, including permanently mute autoplaying video ads, a move that should make your web - browsing experience much less interruptive. (zdnet.com)