It happened just after 6:30pm Saturday night at the Lawncrest Recreation Center at 5921 Rising Sun Avenue.
Police say a 31 year old man shot a 28 year old woman in the torso, then shot himself in the head.
The incident occurred on the baseball field at the Recreation Center. Both were pronounced dead at the scene.
A gun was recovered at the scene.
No further information has been released.