Do People Still Travel by Train?

As I was driving to work today an Amtrack-like train zipped by me on the tracks that run parallel to the highway. Most of the windows were full of people, which surprised me because I thought passenger trains were a way of the American past (not including light rail and subway). I've never traveled by train. How about you?