AutoML Interpreter

autox_interpreter is AutoML Solutions for Machine Learning interpretation.

AutoX covers following interpretable machine learning methods:

Model-based interpretation

• nn model interpretation, see nn_interpret

• light model interpretation, see lgb_interpret

• lr model interpretation, see lr_interpret

Golbel interpretation

• tree-based model, see global_surrogate_tree_demo

Local interpretation

• LIME, see lime_demo

• SHAP, see shap_demo

Influential interpretation

• nn, see influential_interpretation_nn

• nn_sgd, see influential_interpretation_nn_sgd

Prototypes and Criticisms

• MMD-critic, see MMD_demo

• ProtoDash algorithm, see ProtodashExplainer