Hands-On: Explain Your Model
Now that we've built our predictive model, we will investigate whether its predictions are biased, in this case for example, by age groups or gender.
In order to check the model for bias, we’ll perform three kinds of tests:
- Partial dependence plot
- Subpopulation Analysis
- Individual Explanations