Interactive Studio for Explanatory Model Analysis

Automate the explanatory analysis of machine learning predictive models. Generate advanced interactive model explanations in the form of a serverless HTML site with only one line of code. This tool is model-agnostic, therefore compatible with most of the black-box predictive models and frameworks. The main function computes various (instance and model-level) explanations and produces a customisable dashboard, which consists of multiple panels for plots with their short descriptions. Easily save the dashboard and share it with others. Tools for Explanatory Model Analysis unite with tools for Exploratory Data Analysis to give a broad overview of the model behavior.


Reference manual

It appears you don't have a PDF plugin for this browser. You can click here to download the reference manual.


3.0.0 by Hubert Baniecki, 7 months ago,

Report a bug at

Browse source code at

Authors: Hubert Baniecki [aut, cre] , Przemyslaw Biecek [aut] , Piotr Piatyszek [ctb]

Documentation:   PDF Manual  

GPL-3 license

Imports DALEX, ingredients, iBreakDown, r2d3, jsonlite, progress, digest

Suggests parallelMap, ranger, xgboost, knitr, rmarkdown, testthat, spelling

See at CRAN