So given a collection of linearly independent vectors $$v_1, v_2, \ldots, v_n$$ we can form the n dimensional vector space with the above collection of $v_i$ as our basis. In fact, we basically define the dimension of a Vector space by the size of the smallest set of vectors that span the space. Importantly, given any …