Is it true that given a field $E$, any finite algebraic extension $F$ of $E$ is obtained by adding to $E$ a root of some irreducible polynomial over $E$? I know this is true in finite fields but I wonder if it still holds also in general.

EDIT: I added "finite" to algebraic extension.