modelStudio: Interactive Studio with Explanations for ML Predictive Models

Automate explanation of machine learning predictive models. This package generates advanced interactive and animated model explanations in the form of a serverless HTML site. It combines 'R' with 'D3.js' to produce plots and descriptions for various local and global explanations. Tools for model exploration unite with tools for EDA (Exploratory Data Analysis) to give a broad overview of the model behaviour. 'modelStudio' is a fast and condensed way to get all the answers without much effort. Break down your model and look into its ingredients with only a few lines of code.

Version: 0.2.1
Depends: R (≥ 3.5)
Imports: iBreakDown (≥ 0.9.9), ingredients (≥ 0.5), r2d3, jsonlite
Suggests: DALEX (≥ 0.4.9), parallelMap, randomForest, knitr, rmarkdown, testthat, spelling
Published: 2020-01-21
Author: Hubert Baniecki ORCID iD [aut, cre], Przemyslaw Biecek ORCID iD [aut]
Maintainer: Hubert Baniecki <hbaniecki at>
License: GPL-2
NeedsCompilation: no
Language: en-US
Citation: modelStudio citation info
Materials: NEWS
CRAN checks: modelStudio results


Reference manual: modelStudio.pdf
Vignettes: modelStudio - perks and features
Package source: modelStudio_0.2.1.tar.gz
Windows binaries: r-devel:, r-devel-gcc8:, r-release:, r-oldrel:
OS X binaries: r-release: modelStudio_0.2.1.tgz, r-oldrel: modelStudio_0.2.1.tgz
Old sources: modelStudio archive


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