René's URL Explorer Experiment


Title: Extension for DALEX Package • DALEXtra

Open Graph Title: Extension for DALEX Package

Open Graph Description: Provides wrapper of various machine learning models. In applied machine learning, there is a strong belief that we need to strike a balance between interpretability and accuracy. However, in field of the interpretable machine learning, there are more and more new ideas for explaining black-box models, that are implemented in R. DALEXtra creates DALEX Biecek (2018) explainer for many type of models including those created using python scikit-learn and keras libraries, and java h2o library. Important part of the package is Champion-Challenger analysis and innovative approach to model performance across subsets of test data presented in Funnel Plot.

direct link

Domain: modeloriented.github.io

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Links:

DALEXtrahttps://modeloriented.github.io/index.html
DrWhy.AIhttps://github.com/ModelOriented/DrWhy
MI^2 DataLabhttps://mi2.mini.pw.edu.pl/
Referencehttps://modeloriented.github.io/reference/index.html
Changeloghttps://modeloriented.github.io/news/index.html
https://github.com/ModelOriented/DALEXtra/
https://modeloriented.github.io/DALEXtra#dalextra-
https://modeloriented.github.io/DALEXtra#overview
DALEXhttps://modeloriented.github.io/DALEX
DrWhy.AIhttps://github.com/ModelOriented/DrWhy
https://modeloriented.github.io/DALEXtra#installation
install.packageshttps://rdrr.io/r/utils/install.packages.html
install.packageshttps://rdrr.io/r/utils/install.packages.html
https://modeloriented.github.io/DALEXtra#champion-challenger-analysis
herehttp://htmlpreview.github.io/?https://github.com/ModelOriented/DALEXtra/blob/master/inst/ChampionChallenger/DALEXtra_example_of_report.html
plot()https://rdrr.io/r/graphics/plot.default.html
https://modeloriented.github.io/DALEXtra#funnel-plot
libraryhttps://rdrr.io/r/base/library.html
"mlr"https://mlr.mlr-org.com
libraryhttps://rdrr.io/r/base/library.html
"DALEXtra"https://ModelOriented.github.io/DALEXtra/
makeRegrTaskhttps://mlr.mlr-org.com/reference/RegrTask.html
makeLearnerhttps://mlr.mlr-org.com/reference/makeLearner.html
trainhttps://mlr.mlr-org.com/reference/train.html
explain_mlrhttps://modeloriented.github.io/reference/explain_mlr.html
makeLearnerhttps://mlr.mlr-org.com/reference/makeLearner.html
trainhttps://mlr.mlr-org.com/reference/train.html
explain_mlrhttps://modeloriented.github.io/reference/explain_mlr.html
funnel_measurehttps://modeloriented.github.io/reference/funnel_measure.html
cbindhttps://rdrr.io/r/base/cbind.html
loss_root_mean_squarehttps://dalex.drwhy.ai/reference/loss_functions.html
plothttps://rdrr.io/r/graphics/plot.default.html
https://modeloriented.github.io/DALEXtra#cross-langauge-comaprison
https://modeloriented.github.io/DALEXtra#how-to-setup-anaconda
Anaconda websitehttps://www.anaconda.com/distribution
https://modeloriented.github.io/DALEXtra#windows
those instructionshttps://stackoverflow.com/a/44597801/9717584
https://modeloriented.github.io/DALEXtra#unix
https://modeloriented.github.io/DALEXtra#loading-data
read.csvhttps://rdrr.io/r/utils/read.table.html
system.filehttps://rdrr.io/r/base/system.file.html
https://modeloriented.github.io/DALEXtra#creating-explainer
libraryhttps://rdrr.io/r/base/library.html
DALEXtrahttps://ModelOriented.github.io/DALEXtra/
explain_scikitlearnhttps://modeloriented.github.io/reference/explain_scikitlearn.html
system.filehttps://rdrr.io/r/base/system.file.html
system.filehttps://rdrr.io/r/base/system.file.html
https://modeloriented.github.io/DALEXtra#cb8-1
https://modeloriented.github.io/DALEXtra#cb8-2
https://modeloriented.github.io/DALEXtra#cb8-3
https://modeloriented.github.io/DALEXtra#cb8-4
https://modeloriented.github.io/DALEXtra#cb8-5
https://modeloriented.github.io/DALEXtra#cb8-6
https://modeloriented.github.io/DALEXtra#cb8-7
https://modeloriented.github.io/DALEXtra#cb8-8
https://modeloriented.github.io/DALEXtra#cb8-9
https://modeloriented.github.io/DALEXtra#cb8-10
DrWhy.Aihttps://github.com/ModelOriented/DrWhy/blob/master/README.md
https://modeloriented.github.io/DALEXtra#creating-explanations
libraryhttps://rdrr.io/r/base/library.html
DALEXhttps://dalex.drwhy.ai
plothttps://rdrr.io/r/graphics/plot.default.html
model_performancehttps://dalex.drwhy.ai/reference/model_performance.html
libraryhttps://rdrr.io/r/base/library.html
ingredientshttps://ModelOriented.github.io/ingredients/
plothttps://rdrr.io/r/graphics/plot.default.html
feature_importancehttps://ModelOriented.github.io/ingredients/reference/feature_importance.html
describehttps://ModelOriented.github.io/ingredients/reference/describe.html
feature_importancehttps://ModelOriented.github.io/ingredients/reference/feature_importance.html
https://modeloriented.github.io/DALEXtra#cb12-1
https://modeloriented.github.io/DALEXtra#cb12-2
libraryhttps://rdrr.io/r/base/library.html
iBreakDownhttps://ModelOriented.github.io/iBreakDown/
plothttps://rdrr.io/r/graphics/plot.default.html
break_downhttps://ModelOriented.github.io/iBreakDown/reference/break_down.html
describehttps://ModelOriented.github.io/iBreakDown/reference/describe.html
break_downhttps://ModelOriented.github.io/iBreakDown/reference/break_down.html
https://modeloriented.github.io/DALEXtra#cb15-1
https://modeloriented.github.io/DALEXtra#cb15-2
https://modeloriented.github.io/DALEXtra#cb15-3
https://modeloriented.github.io/DALEXtra#cb15-4
https://modeloriented.github.io/DALEXtra#cb15-5
libraryhttps://rdrr.io/r/base/library.html
auditorhttps://github.com/ModelOriented/auditor
model_evaluationhttps://rdrr.io/pkg/auditor/man/model_evaluation.html
plot_rochttps://rdrr.io/pkg/auditor/man/plot_roc.html
predicthttps://rdrr.io/r/stats/predict.html
https://modeloriented.github.io/DALEXtra#cb18-1
https://modeloriented.github.io/DALEXtra#cb18-2
https://modeloriented.github.io/DALEXtra#acknowledgments
View on CRANhttps://cloud.r-project.org/package=DALEXtra
Browse source codehttps://github.com/ModelOriented/DALEXtra/
Report a bughttps://github.com/ModelOriented/DALEXtra/issues
Citing DALEXtrahttps://modeloriented.github.io/authors.html#citation
https://orcid.org/0000-0002-3120-1601
https://orcid.org/0000-0001-8423-1823
More about authors...https://modeloriented.github.io/authors.html
https://github.com/maksymiuks/DALEXtra/actions?query=workflow%3AR-CMD-check
https://codecov.io/github/ModelOriented/DALEXtra?branch=master
https://cran.r-project.org/package=DALEXtra
http://cranlogs.r-pkg.org/badges/grand-total/DALEXtra
http://drwhy.ai/#BackBone
pkgdownhttps://pkgdown.r-lib.org/

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