47. Alicia Keys "You Don't Know My Name" (2003)
Album: The Diary of Alicia Keys
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Nine years ago Kanye was mostly known as a hip-hop producer. He expanded his resume with this slow jam for Alicia Keys, sampling "Let Me Prove My Love to You" by The Main Ingredient. The result was a No. 3 hit on the Billboard Hot 100.