shapley-values-h2o-example
shapley-values-h2o-example copied to clipboard

Published 20 hours ago •

→

Metadata

Shapley Values with H2O AutoML Example (ML Interpretability)

Readme
Issues

Shapley Values with H2O AutoML Example (ML Interpretability)

Example using H2O's AutoML with the SHAP (SHapley Additive exPlanations) library

Task List

[x] Classification Example
[ ] Regression Example
[x] Use Plotly for visualizations

Notebooks

Filename	Description
shap_h2o_automl_classification.ipynb	jupyter notebook w/ classification examples
shap_h2o_automl_classification.html	html version for viewing force_plots
plotly_force_plot.ipynb	jupyter notebook plotly force-plots
plotly_force_plot.html	html version plotly force-plots

Step-by-step guide

[1]

conda env create -f environment.yml

[2]

source activate shap_h2o

[3] open jupyter notebook

References:

An Introduction to Machine Learning Interpretability
Interpretable Machine Learning
A Unified Approach to Interpreting Model Predictions
SHAP (SHapley Additive exPlanations)
https://shap.readthedocs.io/en/latest/

← Metadata

19

Stars

4

Forks

Watchers

Owner

Metadata

Shapley Values with H2O AutoML Example (ML Interpretability)