The book is an attempt to establish systematic overwiev of solutions of all basic statistical problems in multivariate statistical models. As basic problems are considered estimation of parameters of the mean value of the observation matrix of the model, estimation of covariance matrix parameters, construction of confidence regions and testing statistical hypotheses.