Try out DifferentiationInterface for sparse autodiff?

[gdalle]

Hi @andrewning and @BTV25!
As of this morning's release, DifferentiationInterface is starting to look like a solid replacement for SparseDiffTools in the realm of sparse Jacobians and Hessians. Would you be interested in trying it out?
You can check out the tutorial to get a feel for the interface.