Secondary markets. Both SharesPost and Nasdaq Private Market (Second Market Solutions was acquired by Nasdaq) offer this service. Pre IPO, FB shares were floating around secondary markets. Note investors are usually looking for household name unicorns on these markets.
https://www.wsj.com/articles/SB10001424052970203833004577249...