Explainers in Jupyter Notebooks Examples

H2O Eval Studio explainer examples.

Surrogate Decision Tree Explainer Example

• Decision Tree Surrogate Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-dt-surrogate-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-dt-surrogate-explainer.ipynb

Shapley Summary Plot for Original Features (Naive Shapley Method) Explainer Example

• Summary Shapley Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-summary-shap-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-summary-shap-explainer.ipynb

Shapley Values for Original Features (Kernel SHAP Method) Explainer Example

• Original Feature Importance Explainer (Kernel SHAP) Demo

Find notebook also in:

• H2O Eval Studio 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

Shapley Values for Original Features of MOJO Models (Naive Method) Explainer Example

• Original Feature Importance Explainer for MOJO Models (Naive Shapley method) Demo

Find notebook also in:

• H2O Eval Studio 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

Shapley Values for Transformed Features of MOJO Models Explainer Example

• Shapley Values for Transformed Features of MOJO Models Demo

Find notebook also in:

• H2O Eval Studio 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

Partial Dependence/Individual Conditional Expectations (PD/ICE) Explainer Example

• Partial dependence / Individual Conditional Expectation (PD/ICE) Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-pd-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-pd-explainer.ipynb

Partial Dependence for 2 Features Explainer Example

• Partial Dependence for 2 Features Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-pd-for-2-features-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-pd-explainer.ipynb

Residual Partial Dependence/Individual Conditional Expectations (PD/ICE) Explainer Example

• Residual Partial dependence / Individual Conditional Expectation (PD/ICE) Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-residual-pd-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-residual-pd-explainer.ipynb

Residual Surrogate Decision Tree Explainer Example

• Residual Decision Tree Surrogate Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-residual-dt-surrogate-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-residual-dt-surrogate-explainer.ipynb

Disparate Impact Analysis (DIA) Explainer

• Disparate Impact Analysis (DIA) Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-dia-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-dia-explainer.ipynb

Friedman's H-statistic Explainer

• Friedman H-statistic Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-friedman-h-statistic-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-friedman-h-statistic-explainer.ipynb

Morris Sensitivity Analysis Explainer

• Morris Sensitivity Analysis Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-morris-sa-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-morris-sa-explainer.ipynb

Dataset and Model Insights Explainer

• Dataset and Model Insights Explainer Demo

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-d-and-m-insights-explainer.ipynb

• H2O.ai private GitHub repository: h2o-sonar-d-and-m-insights-explainer.ipynb

Model Validation Explainers Examples

• H2O Eval Studio Model Validation Explainers
• Pre-requisites
• Interpretation: CLI
• Use CLI to run H2O MV based explainers

Find notebook also in:

• H2O Eval Studio distribution: examples/explainers/h2o-sonar-model-validation-explainers.ipynb

• H2O.ai private GitHub repository: h2o-sonar-model-validation-explainers.ipynb