  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 $f$.

Probability