  We estimate density and regression functions for weak dependant datas. Using
an exponential inequality obtained by Dedecker and Prieur and in a previous
article of the author, we control the deviation between the estimator and the
function itself. These results are applied to a large class of dynamical
systems and lead to estimations of invariant densities and on the mapping
itself.
