Born in Washington, D.C., Weightman attended private schools there and in Alexandria, Virginia. He graduated from the University of Virginia at Charlottesville in 1834. He attended the United States Military Academy at West Point, 1835-1837 (but did not graduate). He subsequently studied law and was admitted to the bar in 1841 in the District of Columbia, but did not practice.