In this article, we estimate the mean-variance portfolio in high-dimensional case using recent results from theory of random matrices. We construct a linear shrinkage estimator which is distribution-free and optimal sense maximizing with probability 1 asymptotic out-of-sample expected utility, that is, objective function for different values risk aversion coefficient particular leads to maximiz...