This project aims to theoretically elucidate the quantum advantage in quantum computers with limited functions and performance. We also explore solutions to issues, which pose difficulties in conventional computing, using the quantum advantage and to find ways to utilize unique quantum characteristics. In particular, we strive to build the foundation of machine learning with the use of quantum computing (quantum AI) and apply it to calculations in quantum chemistry, condensed matter physics, mathematical data science, and finance.