A young person with exceptional qualities or abilities is called:

Prodigy: a young person with exceptional qualities or abilities.
Scholar: a specialist in a particular branch of study, especially the humanities.
Diligent: having or showing care and conscientiousness in one's work or duties.
Freak: a very unusual and unexpected event or situation.

Source: Oxford Dictionary