Robert De Niro is also in talks to join the film.
David O. Russell will direct the film, which is an adaptation of the Matthew Quick novel.
The Silver Linings Playbook revolves around a former high school teacher who was institutionalized for depression and then released into the care of his mother. He tries to win back his ex-wife but becomes involved with an eccentric neighbor (Jennifer Lawrence) with problems of her own.
Production begins this fall.