I can see why you'd be attracted to this project from a "let's solve problems computationally" perspective (never mind the historical side). It sounds like there are some cool problems in there.
The eye toward automating the process that the project seems to be targeting is particularly cool, too. This kind of stuff that makes me have real enthusiasm for ML.