Progressively, we are seeing artificial intelligence methods and in particular, deep learning architectures outperform long established state-of-the art algorithms in a number of various tasks. Although recent advances in machine learning have helped to user in a new trend of trust in the capability of artificial intelligence, we could not forget the role of domain experts especially in the development of knowledge-based systems.