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Local diagnostic methods
It would be nice to have some of the SOTA local diagnostic methods
- Anchor; Book
- SHAP (can be also used to get feature interactions)
- Lime (but doesn't work well with non linear effects)
I guess we could start with the anchor method because it is easy to interpret and doesn't have the shortcomings of lime