modelStudio: Interactive Studio for Explanatory Model Analysis

Automate the explanatory analysis of machine learning predictive models. This package generates advanced interactive and animated model explanations in the form of a serverless HTML site with only one line of code. The main function computes various (instance and dataset level) model explanations and produces an interactive, customisable dashboard made with 'D3.js'. It consists of multiple panels for plots with their short descriptions. Easily save and share the dashboard with others. Tools for model exploration unite with tools for EDA (Exploratory Data Analysis) to give a broad overview of the model behavior.

Version: 1.0.1
Depends: R (≥ 3.5)
Imports: iBreakDown (≥ 1.0), ingredients (≥ 1.0), r2d3, jsonlite, progress
Suggests: DALEX (≥ 0.4.9), parallelMap, randomForest, xgboost, knitr, rmarkdown, testthat, spelling
Published: 2020-03-13
Author: Hubert Baniecki ORCID iD [aut, cre], Przemyslaw Biecek ORCID iD [aut]
Maintainer: Hubert Baniecki <hbaniecki at>
License: GPL-3
NeedsCompilation: no
Citation: modelStudio citation info
Materials: NEWS
CRAN checks: modelStudio results


Reference manual: modelStudio.pdf
Vignettes: modelStudio - perks and features
Package source: modelStudio_1.0.1.tar.gz
Windows binaries: r-devel:, r-devel-gcc8:, r-release:, r-oldrel:
OS X binaries: r-release: modelStudio_1.0.1.tgz, r-oldrel: modelStudio_1.0.1.tgz
Old sources: modelStudio archive


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