Inspired by Guth's short proof of the multilinear Kakeya estimates of Bennett-Carbery-Tao, we extend these results in the case of subspaces of arbitrary dimension and, as a consequence, one rather general multilinear restriction estimates. The proof relies on an induction-on-scales argument along with a stability result for the Brascamp-Lieb inequality.