On Celebrity, children can stay in an adjoining room, or across the hall by themselves, without needing to have an adult registered in that room with them.
I think the larger issue, however, is finding a 2 to 3 week cruise. I’m sure that would entail at least a back to back scenario, with two or more cruises consecutively.