Finding the Root Cause The cause-and-effect diagram is a useful tool due to its simplicity. You aren’t sitting down to create some detail-oriented visualization of your current issue.

That’s where machine learning comes in. Twin networks treat counterfactuals as a pair of probabilistic models: one representing the actual world, the other representing the fictional one.