Graduation is the third studio album by the American rapper and record producer Kanye West released on September 11, 2007, through Def Jam Recordings and Roc-A-Fella Records. Recording sessions took place between 2005 and 2007 at several studios in New York and Los Angeles. It was primarily produced by West himself, with contributions from various other producers, including DJ Toomp. The album features guest appearances from recording artists such as Dwele, T-Pain, Lil Wayne, Mos Def, DJ Premier, and Chris Martin. The cover art and its interior artwork were designed by Japanese contemporary artist Takashi Murakami.

Ye is an American rapper, singer, songwriter, record producer, and fashion designer. A subject of widespread controversy and public interest, West is a significant figure in contemporary pop culture.