Will a father parakeet take care of the baby parakeets?

No, typically the father parakeet does not actively take care of the babies. In the mating and parenting phase, the mother bird is usually responsible for incubating the eggs and caring for the hatchlings. The father parakeet may still be involved in the protection and feeding of the babies, but he usually leaves most of the caretaking to the mother.