Elements of the theory of probability metrics; method of characteristic functions - Berry-Esseen theorem; method of compositions in the one-dimensional case; method of compositions in the multi-dimensional case; convergence rate estimates in weak matrices; estimation of uniform distances in l2; estimation of derivatives and measures; lower bounds for uniform metrics.