In order to have a embedded YouTube video autoplay on load add this to the end of the URL (right after the video unique string): ?version=3&autoplay=1.
it states that:
autoplay (supported players: AS3, AS2, HTML5)
Values: 0 or 1. Default is 0. Sets whether or not the initial video will autoplay when the player loads.