Pekeris was born in Alytus, Vilna Governorate on June 15, 1908. With the assistance of his uncle, Pekeris and his two brothers emigrated to the United States around 1925. He entered the Massachusetts Institute of Technology in 1925 graduating in 1929 with a B.Sc. in meteorology.