With the exponential growth of generated data the trend of merging of Supercomputing and AI is clearly visible. One of the main goals of our laboratory is to make AI and Supercomputing more energy efficient by developing new algorithms, numerical methods for modern computing architectures as well as develop new engineering approaches for large-scale supercomputing clusters.