Removing vocals from a song

So you have this favourite song you want to sing along to (at a karaoke night, at church, whatever), but you don't want the vocals, just the instrumental backing. Thankfully, it's fairly easy to do, using the free software Audacity. Here's a simple rundown on the technique.