Package: modelStudio 3.1.2.9000

Hubert Baniecki

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>.

Authors:Hubert Baniecki [aut, cre], Przemyslaw Biecek [aut], Piotr Piatyszek [ctb]

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modelStudio.pdf |modelStudio.html✨
modelStudio/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/modeloriented/modelstudio/issues

On CRAN:

aiexplainableexplainable-aiexplainable-machine-learningexplanatory-model-analysishumanimlinteractiveinteractivityinterpretabilityinterpretableinterpretable-machine-learninglearningmachinemodelmodel-visualizationvisualizationxai

5 exports 322 stars 6.39 score 64 dependencies 1 mentions 54 scripts 526 downloads

Last updated 1 years agofrom:62d23a802f. Checks:OK: 7. Indexed: yes.

Exports:modelStudioms_merge_observationsms_optionsms_update_observationsms_update_options

Dependencies:base64encbslibcachemclicodetoolscolorspacecrayonDALEXdigestevaluatefansifarverfastmapfontawesomeforeachfsggplot2gluegridExtragtablehighrhmshtmltoolshtmlwidgetsiBreakDowningredientsisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmepillarpkgconfigprettyunitsprogressr2d3R6rappdirsRColorBrewerrlangrmarkdownrstudioapisassscalestibbletinytexutf8vctrsviridisLitewithrxfunyaml