East Point, GA Profile. East Point, GA, population 43,441, is located in Georgia's Fulton county, about 5.6 miles from Atlanta and 64.0 miles from Athens. Through the 90's East Point's population has grown by about 15%. It is estimated that in the first 5 years of the past decade the population of East Point has grown by about 3%.