modelStudio3.1.2 package

Interactive Studio for Explanatory Model Analysis

modelStudio

Interactive Studio for Explanatory Model Analysis

ms_merge_observations

Merge the observations of modelStudio objects

ms_options

Modify default options and pass them to modelStudio

ms_update_observations

Update the observations of a modelStudio object

ms_update_options

Update the options of a modelStudio object

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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>.

  • Maintainer: Hubert Baniecki
  • License: GPL-3
  • Last published: 2023-02-20

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