Scientific Machine Learning

Machine learning to solve highly dimensional non-local nonlinear PDEs
Partial Differential Equations (PDEs) are equations that arise in a variety of models in physics, engineering, finance and biology. I develop numerical schemes based on machine learning techniques to solve for a special class of PDEs (cf below) in high dimension.