the first part of the talk will be an introduction to the general theory of random walks on groups with some classical results on entropy, rate of escape ... . For hyperbolic groups, these probabilistic objects have geometric counterparts in terms of Gromov boundary, quasi-conformal measures ... I will then discuss fluctuation results, in particular a recent work with A. Sisto on deviation inequalities for random walks on acylindrically hyperbolic groups.