Train/Bike Travel in Argentina?

I am planning a trip to Argentina next year. I recently talked to a native who recommended places in the far south (provence of Santa Cruz) and the far north (provence of Jujuy). With about three weeks to work with, I am trying to see if there is a train system that would allow rolling on and off...