5.1 Instance-level exploration methods

Instance-level exploration methods help us understand how a model yields a prediction for a particular single observation.

• Evaluate effects of explanatory variables on the model’s predictions.
• How would the model’s predictions change if values of some of the explanatory variables changed? (what if analysis)
• Discover that the model is providing incorrect predictions, and we may want to find the reason.