H2O Eval Studio Examples

Examples of how to use H2O Eval Studio:

• Explainers in Jupyter Notebooks Examples

• Models in Interpretation Jupyter Notebooks Examples

• Command Line Interface in Jupyter Notebooks Examples

Explainers Examples

• Explainers in Jupyter Notebooks Examples
  • Decision Tree Surrogate Explainer Demo
  • Summary Shapley Explainer Demo
  • Original Feature Importance Explainer (Kernel SHAP) Demo
  • Original Feature Importance Explainer for MOJO Models (Naive Shapley method) Demo
  • Shapley Values for Transformed Features of MOJO Models Demo
  • Partial dependence / Individual Conditional Expectation (PD/ICE) Explainer Demo
  • Partial Dependence for 2 Features Explainer Demo
  • Residual Partial dependence / Individual Conditional Expectation (PD/ICE) Explainer Demo
  • Residual Decision Tree Surrogate Explainer Demo
  • Disparate Impact Analysis (DIA) Explainer Demo
  • Friedman H-statistic Explainer Demo
  • Morris Sensitivity Analysis Explainer Demo
  • Dataset and Model Insights Explainer Demo
  • H2O Eval Studio Model Validation Explainers
  • Pre-requisites
  • Interpretation: CLI
  • Use CLI to run H2O MV based explainers

Models Examples

• Models in Interpretation Jupyter Notebooks Examples
  • H2O Eval Studio Demo of Scikit-learn Models
  • H2O Eval Studio Demo of Driverless AI MOJO Models
  • H2O Eval Studio Demo of H2O-3 Models
  • H2O Eval Studio Demo of Pickled Models
  • H2O Eval Studio Demo of Driverless AI Local REST Server Models

Command Line Interface Examples

• Command Line Interface in Jupyter Notebooks Examples
  • H2O Eval Studio CLI demo
  • H2O Eval Studio Pickled Model CLI demo

Enterprise h2oGPT Examples

• Enterprise h2oGPT Examples
  • Enterprise h2oGPT Talk to Report Example

All examples can be also found in:

• H2O Eval Studio distribution: examples/explainers/

• H2O.ai private GitHub github.com/h2oai/h2o-sonar repository