One of the light signatures in the Baikal-GVD neutrino telescope consists of hadronic and electromagnetic cascades produced by charged interactions of electron and tau neutrinos. In the case of neutral current interactions, all flavors yield cascades. The background in the neutrino cascade channel arises mainly due to discrete stochastic energy losses produced along atmospheric muon tracks. In this contribution, a developed algorithm for the cascade event selection is presented.