I recently have been involved in PINNs and their applications. While I understand the mathematics of NNs, ODE solvers, PDEs, etc… I have very little experience in implementing them and in Julia especially. Does anyone have any examples/blog posts of applying PINNs to ODE systems? For what its worth, my research is in mathematical biology and the ODE systems I mostly work with are compartmental models (i.e. SIR/SEIR models).
An example of what I am looking for is this LinkedIn video/post by Mustafa K.