Physics Informed Learning, Neural Networks, Machine Learning, Differential Equations, Math.
prediction and the analytical solution prediction of the differential equation shown. Image by author. We can see a pretty good agreement between the two, which is very good for the neural network. One caveat of this approach is that it does not generalize well for future times. Fig. 4 shows what