.flv is the preferred format to play videos online. You can download .flv player from http://www.any-flv-player.com and then go to Publish>>Publish for web.
This will generate code copy and paste code to .aspx page. It will start playing your .flv file
You can face a major problem on server or IIS it will not play video. Go to settings and set MIME type to .flv