Demonstration of explainerdashboard package.
A Dash dashboard app that that displays model quality, permutation importances, SHAP values and interactions, and individual trees for sklearn compatible models.
install with pip install explainerdashoard
www.github.com/oegedijk/explainerdashboard
In order to enable graphviz on heroku enable the following buildpack:
https://github.com/weibeld/heroku-buildpack-graphviz.git
dtreeviz comes with a xgboost dependency that takes a lot of space, making your slug size >500MB. To uninstall it, first enable the shell buildpack: https://github.com/niteoweb/heroku-buildpack-shell.git
and then add pip uninstall -y xgboost to .heroku/run.sh
explainerdashboard.readthedocs.io.
Example notebook.
Deployed at titanicexplainer.herokuapp.com