Explaining black boxes
Using SHAP (SHapely Additive exPlanation)
Random Forest
- Overall weight
Shap values of all the records representing which variable play what kind of role in predicting the output. Eg: Sex when High (Male) playe a negative role in survival but female have very high chances of survival spread across other factors too
- Per prediction
Using eli5 (Explain like I'm 5)
Logistic Regression
- Overall weight
- Per prediction
Random Forest
- Overall weight
- Per prediction
Lime
- Per prediction as it is local
