Amelia Earhart only attended Columbia for one semester in 1920 on a pre-med track before leaving for Los Angeles to be with her parents. She became hooked on flying soon after dropping out of school, and in May 1932 she took her famous flight across the Atlantic — the first woman to do it solo.