The incident began with a mother's call to police reporting a possible kidnapping in Atwater Village.
Eventually the man stopped in Silver Lake and got out with the girl in his arms.
Officers repeatedly ordered him to surrender. They swarmed the man and grabbed the girl.
Police said the man was the girl's father. He was taken into custody. The child was unharmed.