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. It is possible to easily save the dashboard and share it with others. modelStudio facilitates the process of Interactive Explanatory Model Analysis introduced in Baniecki et al. (2023) .


Reference manual

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install.packages("modelStudio")

3.1.2 by Hubert Baniecki, 4 years ago


https://modelstudio.drwhy.ai, https://github.com/ModelOriented/modelStudio


Report a bug at https://github.com/ModelOriented/modelStudio/issues


Browse source code at https://github.com/cran/modelStudio


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


Suggested by fastml.


See at CRAN