Let $T : H \rightarrow H$ be a compact linear operator on a Hilbert space which is NOT necessarily self-adjoint. How would you prove that there exists $v \in H$, $\lvert\lvert v \rvert\rvert = 1$, such that $\langle Tv, Tv \rangle = \lvert\lvert T \rvert \rvert^2$ ?
I don't know how I should take on this problem. Of course, I can use the compacity assumption right at the beginning. But then, I'm lost.
Apparently my original answer (below) overlooked an important detail.
With that being said, we can reduce this question to the case of self-adjoint compact operators if we note that $$ \langle Tv,Tv \rangle = \langle v, T^*Tv \rangle = \|\sqrt{T^*T}v\|^2 $$ and that $T^*T$ is self-adjoint and compact.
Hint: Consider the function $v \mapsto \|v\|^2$ as a continuous function restricted to the image of the closed unit ball under $T$.