We will discuss a construction of an efficient net on the high-dimensional sphere, and its applications to the questions of invertibility of large random matrices, and estimating the smallest singular value of random matrices in the non-asymptotic setting. We will focus on two novel ensembles:  inhomogeneous and log-concave random matrices.