Machine Falls Branch is a stream located in Coffee County, Tennessee. It appears on the Normandy Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 878.66 feet (267.82 m) above sea level. The nearest populated place is Lake Hills, approximately 1.1 miles to the W.