Package: distillML 0.1.0.14
distillML: Model Distillation and Interpretability Methods for Machine Learning Models
Provides several methods for model distillation and interpretability for general black box machine learning models and treatment effect estimation methods. For details on the algorithms implemented, see <https://forestry-labs.github.io/distillML/index.html> Brian Cho, Theo F. Saarinen, Jasjeet S. Sekhon, Simon Walter.
Authors:
distillML_0.1.0.14.tar.gz
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distillML_0.1.0.14.tgz(r-4.4-any)distillML_0.1.0.14.tgz(r-4.3-any)
distillML_0.1.0.14.tar.gz(r-4.5-noble)distillML_0.1.0.14.tar.gz(r-4.4-noble)
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distillML.pdf |distillML.html✨
distillML/json (API)
# Install 'distillML' in R: |
install.packages('distillML', repos = c('https://forestry-labs.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/forestry-labs/distillml/issues
bartdistillation-modelexplainable-machine-learningexplainable-mlinterpretabilityinterpretable-machine-learningmachine-learningmodelrandom-forestxgboost
Last updated 1 years agofrom:e49a0974e5. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Sep 13 2024 |
R-4.5-win | OK | Sep 13 2024 |
R-4.5-linux | OK | Sep 13 2024 |
R-4.4-win | OK | Sep 13 2024 |
R-4.4-mac | OK | Sep 13 2024 |
R-4.3-win | OK | Sep 13 2024 |
R-4.3-mac | OK | Sep 13 2024 |
Exports:build.gridcenter.predsdistillInterpreterlocalSurrogatepdp.rankpredict_ALEpredict_ICE.Plotterpredict_PDP.1D.Plotterpredict_PDP.2D.PlotterPredictorset.center.atset.grid.pointsSurrogate
Dependencies:backportsbase64encbslibcachemcheckmateclicodetoolscolorspacecpp11data.tabledigestdplyrevaluatefansifarverfastmapfontawesomeforeachfsgenericsggplot2glmnetgluegridExtragtablehighrhtmltoolshtmlwidgetsisobanditeratorsjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemltoolsmunsellnlmeonehotpillarpkgconfigplyrpROCpurrrR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppThreadRforestryrlangrmarkdownsassscalesshapestringistringrsurvivaltibbletidyrtidyselecttinytexutf8vctrsviridisLitevisNetworkwithrxfunyaml