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.


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install.packages("modelStudio")

0.1.9 by Hubert Baniecki, a month ago


https://ModelOriented.github.io/modelStudio/, https://github.com/ModelOriented/modelStudio


Report a bug at https://github.com/ModelOriented/modelStudio/issues


Browse source code at https://github.com/cran/modelStudio


Authors: Hubert Baniecki [aut, cre] , Przemyslaw Biecek [aut]


Documentation:   PDF Manual  


GPL-2 license


Imports iBreakDown, ingredients, r2d3, jsonlite

Suggests DALEX, parallelMap, randomForest, knitr, rmarkdown, testthat


See at CRAN