Explainers in Jupyter Notebooks Examples ---------------------------------------- H2O Sonar explainer examples. .. toctree:: :maxdepth: 1 :caption: Surrogate Decision Tree Explainer Example notebooks/h2o-sonar-dt-surrogate-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-dt-surrogate-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-dt-surrogate-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Shapley Summary Plot for Original Features (Naive Shapley Method) Explainer Example notebooks/h2o-sonar-summary-shap-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-summary-shap-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-summary-shap-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Shapley Values for Original Features (Kernel SHAP Method) Explainer Example notebooks/h2o-sonar-original-feature-kernel-shap-importance-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-original-feature-kernel-shap-importance-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-original-feature-kernel-shap-importance-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Shapley Values for Original Features of MOJO Models (Naive Method) Explainer Example notebooks/h2o-sonar-dai-original-feature-naive-shapley-importance-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-dai-original-feature-naive-shapley-importance-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-dai-original-feature-naive-shapley-importance-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Shapley Values for Transformed Features of MOJO Models Explainer Example notebooks/h2o-sonar-dai-shapley-for-transformed-feature-importance-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-dai-shapley-for-transformed-feature-importance-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-dai-shapley-for-transformed-feature-importance-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Partial Dependence/Individual Conditional Expectations (PD/ICE) Explainer Example notebooks/h2o-sonar-pd-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-pd-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-pd-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Partial Dependence for 2 Features Explainer Example notebooks/h2o-sonar-pd-for-2-features-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-pd-for-2-features-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-pd-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Residual Partial Dependence/Individual Conditional Expectations (PD/ICE) Explainer Example notebooks/h2o-sonar-residual-pd-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-residual-pd-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-residual-pd-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Residual Surrogate Decision Tree Explainer Example notebooks/h2o-sonar-residual-dt-surrogate-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-residual-dt-surrogate-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-residual-dt-surrogate-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Disparate Impact Analysis (DIA) Explainer notebooks/h2o-sonar-dia-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-dia-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-dia-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Friedman's H-statistic Explainer notebooks/h2o-sonar-friedman-h-statistic-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-friedman-h-statistic-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-friedman-h-statistic-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Morris Sensitivity Analysis Explainer notebooks/h2o-sonar-morris-sa-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-morris-sa-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-morris-sa-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Dataset and Model Insights Explainer notebooks/h2o-sonar-d-and-m-insights-explainer.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-d-and-m-insights-explainer.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-d-and-m-insights-explainer.ipynb `__ .. toctree:: :maxdepth: 1 :caption: Model Validation Explainers Examples notebooks/h2o-sonar-model-validation-explainers.ipynb Find notebook also in: - H2O Sonar distribution: ``examples/explainers/h2o-sonar-model-validation-explainers.ipynb`` - H2O.ai private GitHub repository: `h2o-sonar-model-validation-explainers.ipynb `__