Abstract. Quantitative precipitation estimation (QPE) is a difficult task, particularly in complex topography, and requires the adjustment of empirical relations between radar observables quantities, as well methods to transform observations aloft estimations at ground level. In this work, we tackle classical problem with new twist, by training random forest (RF) regression learn QPE model dire...