This is excellent. This is the kind of machine learning we need, that provides understanding instead of "throw this NN at this lump of data and tweak parameter

This is excellent. This is the kind of machine learning we need, that provides understanding instead of "throw this NN at this lump of data and tweak parameters until the error is small enough."