Explain Tree Ensemble through Generalized Additive Models (GAMs)
- Install all the dependencies with
pip install -r requirements.txt - Install the package in edit mode with
pip install -e .
explainer = GamExplainer(verbose=True,feat_importance_method="gain", n_sample_gam=100000, n_sample_test=5000)
gam = explainer.explain(forest_to_explain)
plot_feature_importance(explainer)
plot_splines(explainer)
plot_thresholds_hist(explainer, feat_name)Inside the folder notebooks-examples you can find example of usage for this package