modelStudio: 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) <doi:10.1007/s10618-023-00924-w>.
| Version: | 3.1.2 |
| Depends: | R (≥ 3.6) |
| Imports: | DALEX (≥ 2.2.1),ingredients (≥ 2.2.0),iBreakDown (≥2.0.1),r2d3,jsonlite,progress,digest |
| Suggests: | parallelMap,ranger,xgboost,knitr,rmarkdown,testthat,spelling |
| Published: | 2023-02-20 |
| DOI: | 10.32614/CRAN.package.modelStudio |
| Author: | Hubert Baniecki [aut, cre], Przemyslaw Biecek [aut], Piotr Piatyszek [ctb] |
| Maintainer: | Hubert Baniecki <hbaniecki at gmail.com> |
| BugReports: | https://github.com/ModelOriented/modelStudio/issues |
| License: | GPL-3 |
| URL: | https://modelstudio.drwhy.ai,https://github.com/ModelOriented/modelStudio |
| NeedsCompilation: | no |
| Language: | en-US |
| Citation: | modelStudio citation info |
| Materials: | NEWS |
| CRAN checks: | modelStudio results |
Documentation:
| Reference manual: | modelStudio.html ,modelStudio.pdf |
| Vignettes: | modelStudio - perks and features (source,R code) modelStudio - R & Python examples (source,R code) modelStudio in R Markdown HTML (source,R code) |
Downloads:
| Package source: | modelStudio_3.1.2.tar.gz |
| Windows binaries: | r-devel:modelStudio_3.1.2.zip, r-release:modelStudio_3.1.2.zip, r-oldrel:modelStudio_3.1.2.zip |
| macOS binaries: | r-release (arm64):modelStudio_3.1.2.tgz, r-oldrel (arm64):modelStudio_3.1.2.tgz, r-release (x86_64):modelStudio_3.1.2.tgz, r-oldrel (x86_64):modelStudio_3.1.2.tgz |
| Old sources: | modelStudio archive |
Linking:
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