Package: breakDown 0.2.2

breakDown: Model Agnostic Explainers for Individual Predictions

Model agnostic tool for decomposition of predictions from black boxes. Break Down Table shows contributions of every variable to a final prediction. Break Down Plot presents variable contributions in a concise graphical way. This package work for binary classifiers and general regression models.

Authors:Przemyslaw Biecek [aut, cre], Aleksandra Grudziaz [ctb]

breakDown_0.2.2.tar.gz
breakDown_0.2.2.zip(r-4.7)breakDown_0.2.2.zip(r-4.6)breakDown_0.2.2.zip(r-4.5)
breakDown_0.2.2.tgz(r-4.6-any)breakDown_0.2.2.tgz(r-4.5-any)
breakDown_0.2.2.tar.gz(r-4.7-any)breakDown_0.2.2.tar.gz(r-4.6-any)
breakDown_0.2.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
breakDown/json (API)

# Install 'breakDown' in R:
install.packages('breakDown', repos = c('https://pbiecek.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/pbiecek/breakdown/issues

Pkgdown/docs site:https://pbiecek.github.io

Datasets:
  • HR_data - Why are our best and most experienced employees leaving prematurely?
  • wine - White Wine Quality Data

On CRAN:

Conda:

data-scienceimlinterpretabilitymachine-learningvisual-explanationsxai

9.00 score 104 stars 2 packages 114 scripts 468 downloads 1 mentions 3 exports 17 dependencies

Last updated from:be207806d2. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK178
source / vignettesOK331
linux-release-x86_64OK171
macos-release-arm64OK138
macos-oldrel-arm64OK129
windows-develOK123
windows-releaseOK103
windows-oldrelOK108
wasm-releaseOK134

Exports:betasbreak_downbroken

Dependencies:clicpp11farverggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerrlangS7scalesvctrsviridisLitewithr

breakDown plots for the linear models
Rendered frombreak_lm.Rmdusingknitr::rmarkdown

Last update: 2020-04-04
Started: 2017-12-02

model agnostic breakDown plots for randomForest
Rendered frombreak_randomForest.Rmdusingknitr::rmarkdown

Last update: 2019-03-26
Started: 2018-02-16

How to use breakDown package for SVM models
Rendered frombreak_svm.Rmdusingknitr::rmarkdown

Last update: 2018-03-25
Started: 2018-03-25

How to use breakDown package for models created with xgboost
Rendered frombreak_xgboost.Rmdusingknitr::rmarkdown

Last update: 2018-03-25
Started: 2018-03-17

breakDown plots for the generalised linear models
Rendered frombreak_glm.Rmdusingknitr::rmarkdown

Last update: 2018-03-17
Started: 2017-12-02

How to use breakDown package for models created with caret
Rendered frombreak_caret.Rmdusingknitr::rmarkdown

Last update: 2018-03-17
Started: 2018-02-26

model agnostic breakDown plots for ranger
Rendered frombreak_ranger.Rmdusingknitr::rmarkdown

Last update: 2018-03-17
Started: 2017-12-02