Ruby Falls, the tallest and deepest underground cave waterfall in the U.S. that's open to the public, is set inside Lookout Mountain, which itself is one of the area's top attractions. Both sites are located in Chattanooga, Tennessee, a southern town known for its rock climbing, biking, and hiking.