CRAN/E | modelDown

modelDown

Make Static HTML Website for Predictive Models

Installation

About

Website generator with HTML summaries for predictive models. This package uses 'DALEX' explainers to describe global model behavior. We can see how well models behave (tabs: Model Performance, Auditor), how much each variable contributes to predictions (tabs: Variable Response) and which variables are the most important for a given model (tabs: Variable Importance). We can also compare Concept Drift for pairs of models (tabs: Drifter). Additionally, data available on the website can be easily recreated in current R session. Work on this package was financially supported by the NCN Opus grant 2017/27/B/ST6/01307 at Warsaw University of Technology, Faculty of Mathematics and Information Science.

github.com/ModelOriented/modelDown
Bug report File report

Key Metrics

Version 1.1
R ≥ 3.4.0
Published 2020-04-15 1634 days ago
Needs compilation? no
License Apache License 2.0
CRAN checks modelDown results

Downloads

Yesterday 7 0%
Last 7 days 36 -31%
Last 30 days 193 +5%
Last 90 days 607 +1%
Last 365 days 2.426 +1%

Maintainer

Maintainer

Kamil Romaszko

Authors

Przemysław Biecek

aut

Magda Tatarynowicz

aut

Kamil Romaszko

aut / cre

Mateusz Urbański

aut

Material

Reference manual
Package source

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

modelDown archive

Depends

R ≥ 3.4.0

Imports

DALEX ≥ 1.0
auditor ≥ 0.3.0
ggplot2 ≥ 3.1.0
whisker ≥ 0.3-2
DT ≥ 0.4
kableExtra ≥ 0.9.0
psych ≥ 1.8.4
archivist ≥ 2.1.0
svglite ≥ 1.2.1
devtools ≥ 2.0.1
breakDown ≥ 0.1.6
drifter ≥ 0.2.1

Suggests

ranger
testthat
useful