CRAN/E | modelStudio

modelStudio

Interactive Studio for Explanatory Model Analysis

Installation

About

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.

Citation modelStudio citation info
modelstudio.drwhy.ai
github.com/ModelOriented/modelStudio
Bug report File report

Key Metrics

Version 3.1.2
R ≥ 3.6
Published 2023-02-20 597 days ago
Needs compilation? no
License GPL-3
CRAN checks modelStudio results
Language en-US

Downloads

Yesterday 13 -41%
Last 7 days 105 -42%
Last 30 days 473 -14%
Last 90 days 1.516 +0%
Last 365 days 6.159 -12%

Maintainer

Maintainer

Hubert Baniecki

Authors

Hubert Baniecki

aut / cre

Przemyslaw Biecek

aut

Piotr Piatyszek

ctb

Material

NEWS
Reference manual
Package source

Vignettes

modelStudio - perks and features
modelStudio - R & Python examples
modelStudio in R Markdown HTML

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

modelStudio archive

Depends

R ≥ 3.6

Imports

DALEX ≥ 2.2.1
ingredients ≥ 2.2.0
iBreakDown ≥2.0.1
r2d3
jsonlite
progress
digest

Suggests

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