Reinforcement learning techniques achieved human-level performance in several tasks the last decade. However, recent years, need for interpretability emerged: we want to be able understand how a system works and reasons behind its decisions. Not only assess safety of produced systems, also it extract knowledge about unknown problems. While some that optimize decision trees reinforcement do exis...