Physics Informed Learning, Neural Networks, Machine Learning, Differential Equations, Math.
neural network is to minimize the loss function, what we want is to minimize the following expression: So our equation-related loss function turns out to be that is, it is the mean difference squared of our DE. If we manage to minimize this (a.k.a. make this term as close to zero as possible) we