Weekend train trips from Chiang Mai within 3 hours?

I'm looking for a nice place I can reach by train from Chiang Mai in around three hours or less for a two-day or weekend trip. I'd love somewhere interesting to explore and see cool things, then take the train back—no driving. Has anyone done a trip like this from Chiang Mai? Where did you go, and what would you recommend?