Techniques that approximate complex models with interpretable ones
3 subcategories • 6 techniques
Approximates entire model behaviour with simpler model (e.g., GAMs, Model Distillation)
Approximates model behaviour around specific instances (e.g., LIME)
Extracts interpretable rules from complex models (e.g., ANCHOR, RuleFit)