DeriNet.RU is DeriNet-like lexical network of that captures core word-formation relations for Russian. It is based on a top of large corpus Araneum Russicum Maius corpus and a novel combination of a grammar-based component, supervised machine-learning model of Random Forest, and Maximum Spanning Tree algorithm.