College Lake is a lake located in East Baton Rouge County, Louisiana. It appears on the Baton Rouge West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 21.54 feet (6.57 m) above sea level. The nearest populated place is University Hills, approximately 0.3 miles to the SE.