Bitter Creek is a stream located in Hinds County, Mississippi. It appears on the Learned USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 164.04 feet (50.00 m) above sea level. The nearest populated place is Learned, approximately 1.3 miles to the SW.