Seeing, Doing, Imagining

A picture from Pearl that I think nicely sums up the different levels of reasoning:

Screen Shot 2018-06-27 at 1.10.23 AM.png

Mere probability theory gives you only the first level. To get to the level of causal and counterfactual understanding, we must supplement probabilities with graphical models.

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