Physics informed neural networks for solving Partial Differential Equations

Introduction Despite the grandiose name, Physics Informed Neural Networks (PINNs from now on) are simply neural networks trained to solve supervised learning tasks while adhering to any provided law of physics described by general nonlinear partial d...