  We present the first computationally-efficient algorithm with $\widetilde
O(\sqrt{T})$ regret for learning in Linear Quadratic Control systems with
unknown dynamics. By that, we resolve an open question of Abbasi-Yadkori and
Szepesv\'ari (2011) and Dean, Mania, Matni, Recht, and Tu (2018).
