Listen to Learning To Fly online. Learning To Fly is an English language song and is sung by Tom Petty And The Heartbreakers. Learning To Fly, from the album Greatest Hits, was released in the year 1999. The duration of the song is 4:01. Download English songs online from JioSaavn.