I think that's right. You want to be able to make

small.
Note that this doesn't mean that learning is not feasible, only that this inequality won't help you prove that it is. There might be some other way to bound growth. The professor already hinted that there are sometimes more ways, based on an "average" growth function that works for "most" cases.