Surrogate derivative

[benmkent]

• automatic differentiation?
• return vector on sparse grid
• can be applied sequentially to give higher order derivatives

[benmkent]

Pull request #25 adds AD using ReverseDiff for scalar valued functions.
Some issue still with vector valued (and more complicated objects) and ReverseDiff.