Fire crews are currently trying to extinguish the blaze at 471 West End Avenue, near 83rd Street. Officials say the fire was on the fourth and fifth floors of the building.
One person is in serious condition at New York Presbyterian Hospital. Another was treated at the scene for minor injuries.
Fire marshals are investigating the cause of the fire.