Game show contestants are usually members of the general public who are selected via some sort of qualification system, such as a general knowledge or IQ test (an example of this is Jeopardy!, in which contestants must pass a 50-question test) who then appear on the televised show.
Some game shows deliberately target celebrity contestants, such as Match Game and Blankety Blank.