Is there an easy way to edit music?

There's a fair amount of rap I like that has like fucking 4 minutes of talking in it, I'm good to listen to that once but it interrupts the flow when im making a play list. Also some music I sleep with will have like one annoying section that I'd love to cut out. Bonus points if its use able on Linux.