Hollywood Party may refer to:
- Hollywood Party (1934 film), a musical starring Jimmy Durante
- Hollywood Party (1937 film), a Charley Chase Technicolor short unseen for nearly 60 years until the soundtrack disc was rediscovered in 2000
- Hollywood Party, an alternate title for The Party, a 1968 comedy written and directed by Blake Edwards, starring Peter Sellers
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