[currymj]

there was a strong model of the world in AlphaGo, which allowed it to accurately simulate games that followed the rules.

that is quite a lot of domain expertise, much more than in most ML systems.

[natalyarostova]

Another way of saying this, is you don't really need the same level of domain expertise if the problem space is entirely defined by a small set of clearly articulated rules.