What does SHAP $($SHapley Additive exPlanations$)$ aim to achieve?

Group of answer choices

To assign each feature an importance value based on its contribution to the prediction

To reduce the dimensionality of the data

To provide a hierarchical clustering of features

To optimize the hyperparameters of the model