Before revision:  The PDE is approximated with a deep neural network , which is trained on random batches of spatial points to satisfy the differential operator  and boundary conditions.
After revision:  The PDE is approximated with a deep neural network which is trained on random batches of spatial points to satisfy the differential operator and boundary conditions.