The research projects on using deep learning in astronomy, i.e., to carry out fully automatic parameter-space numerical study, and to find signal patterns in observational data, is in progress. Publications: DeepGalaxy: Deducing the Properties of Galaxy Mergers from Images Using Deep Neural Networks Deep-learning enhancement of large scale numerical simulations