wiktionary
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From bird + -ie.
etymonline
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birdie (n.)
"little bird," 1792, from bird (n.1) + -ie. As golf slang for "a hole played one under par," by 1908, perhaps from bird (n.) in American English slang sense of "exceptionally clever or accomplished person or thing" (1839).
