Deep Hollow is a valley located in Anderson County, Tennessee. It appears on the Duncan Flats USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,699.61 feet (518.04 m) above sea level. The nearest populated place is Laurel Grove, approximately 1.8 miles to the ESE.