We consider Markov chain with spectral gap in \(L^2\) space. Assume that \(f\) is a bounded function. Then the probabilities of large deviations of average along trajectory satisfy Hoeffding's-type inequalities. These bounds depend only on the stationary mean, spectral gap and the end-points of support of \(f\).