If I say "take care of a person" or "look after a person", it usually means the same thing, to provided care over a period for a person.
It is not always true, however.
"Take care of a person" can also be used to mean providing a resolution to a person's request or problem. It implies a short term solution.
"This customer has a request concerning the new computer. Could you please take care of them."
In this case the person being spoken to is being asked to give advice or short-term help to the cusotmer, not provide care.
Sometimes you will hear "look after" in this regard, but not as often.
You would also "take care" (resolve) a problem.
Again, there is considerable overlap here, so you would not be guilty of some huge error if you interchanged the two,.