Hemlock Falls is a waterfall on Moccasin Creek in Rabun County, Georgia, within the Tallulah Ranger District of the Chattahoochee National Forest. It is accessible by the Hemlock Trail, a route of about one mile that begins at Moccasin Creek State Park and follows an old railroad bed. That path connects the falls not only to present-day hiking and sightseeing, but also to the area's earlier transportation history, giving the site both natural and historical significance.