The birthday celebration included his wife, Kim Kardashian, and her sisters - Kourtney Kardashian and Kendall Jenner - and friends such as Teyana Taylor, Quavo, photographer Marcus Hyde.
The group attended a candle-lit dinner party, which featured an interactive performance by Israeli mentalist, Lior Suchard.
Kim posted a video of him bending a spoon for Kanye and a clip of him performing a counting trick with Kendall.
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The rapper also received a cake made to look like the Teton Range of the Rocky Mountains in Wyoming, with green frosting that read, “Happy Birthday Kanye“- an homage to the cover of his new album, Ye, which he recorded in the state.
Kim and Kanye had earlier celebrated his birthday privately late last week. Their two eldest kids, North West and Saint West, helped bake him a chocolate cake with rainbow sprinkles.
