Machine learning has revolutionized computational science and engineering with impressive breakthroughs, e.g., making the efficient solution of high-dimensional computational tasks feasible and advancing domain knowledge via scientific data mining. This leads to an emerging field called scientific machine learning. In this talk, Dr. Haizhao Yang, Associate Professor in the Department of Computer Science at the University of Maryland College Park, will introduce a new method for a symbolic approach to solving scientific machine learning problems.