Implementing automatic differentiation through C++ solvers or Python wrappers is going to be exceptionally difficult. If you want a generic toolbox like torch for scientific machine learning you would want every method under the sun.
That’s the moat Julia has here. A full rewrite of the differential equation ecosystem wasn’t necessary in order to support automatic differentiation.
That’s the moat Julia has here. A full rewrite of the differential equation ecosystem wasn’t necessary in order to support automatic differentiation.