Examples
========

Working example notebooks are available in the `example folder <https://github.com/uber/causalml/tree/master/docs/examples>`_.

Follow the below links for an approximate ordering of example tutorials from introductory to advanced features.

.. toctree::
    :maxdepth: 1

    examples/meta_learners_with_synthetic_data
    examples/uplift_trees_with_synthetic_data
    examples/meta_learners_with_synthetic_data_multiple_treatment
    examples/uplift_tree_visualization
    examples/feature_interpretations_example
    examples/validation_with_tmle
    examples/dragonnet_example
    examples/iv_nlsym_synthetic_data
    examples/sensitivity_example_with_synthetic_data
    examples/counterfactual_unit_selection
    examples/counterfactual_value_optimization
    examples/feature_selection
    examples/binary_policy_learner_example
    examples/cevae_example
    examples/dr_learner_with_synthetic_data
    examples/benchmark_simulation_studies
    examples/necessity_sufficiency_example
    examples/causal_trees_with_synthetic_data
    examples/causal_trees_interpretation
    examples/logistic_regression_based_data_generation_for_uplift_classification
    examples/qini_curves_for_costly_treatment_arms
    examples/calibration
    examples/benchmark_semi_synthetic_simulation_studies