Fisher Island is a private island which many famous people including Oprah Winfrey, Mel Brooks, Julia Roberts and Andre Agassi have called home. Fisher was originally the southern tip of Miami Beach until 1905 when engineers cut through that southern tip of Miami Beach casting Fisher Island adrift.