She is self-taught.

Literal

She [topic-は] self-study's person is.

独学 (literally 'alone-study') is the noun for autodidactic learning. 独学の人 ('a person of self-study') is a stock phrase for 'autodidact, self-taught person.' Compare 独学で学ぶ ('learn by self-study').