No offense but I think you underestimate the predictive potential of millions of hours of game state
Another issue is that machine learning/AI don't predict rare events, like earth quakes. So even with all the knowledge in the world, it won't predict a rare creative move of a player.
I say some but I do believe a large enough volume of data can improve the performance of this class of input/states.