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 dataset level) model 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.


News

Reference manual

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

install.packages("modelStudio")

2.0.0 by Hubert Baniecki, 2 months 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


See at CRAN