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 serverless HTML site. It combines 'R' with 'D3.js' to produce plots and descriptions for local and global explanations. The whole is greater than the sum of its parts, so it also supports EDA (Exploratory Data Analysis) on top of that. '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: 0.1.7
Depends: R (≥ 3.5.0)
Imports: iBreakDown (≥ 0.9.9), ingredients (≥ 0.3.9), r2d3, jsonlite
Suggests: DALEX, parallelMap, randomForest, knitr, rmarkdown, testthat
Published: 2019-09-05
Author: Hubert Baniecki [aut, cre], Przemyslaw Biecek ORCID iD [aut]
Maintainer: Hubert Baniecki <hbaniecki at>
License: GPL-2 | GPL-3 [expanded from: GPL]
NeedsCompilation: no
Materials: NEWS
CRAN checks: modelStudio results


Reference manual: modelStudio.pdf
Vignettes: modelStudio - perks and features
Package source: modelStudio_0.1.7.tar.gz
Windows binaries: r-devel:, r-release:, r-oldrel:
OS X binaries: r-release: modelStudio_0.1.7.tgz, r-oldrel: modelStudio_0.1.7.tgz
Old sources: modelStudio archive


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