Interested in how a feature influences machine learning model predictions on average?

Dependence plots are your friends. They plot the feature values on the x-axis and the aggregated prediction on the y-axis.

We have the following options to describe the dependence of the model predictions on a feature:

- Partial Dependence Plots
- Individual Conditional Expectation Curves
- M-Plots
- Accumulated Local Effect Plots
- SHAP Dependence plots