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probably: Tools for Post-Processing Predicted Values

Models can be improved by post-processing class probabilities, by: recalibration, conversion to hard probabilities, assessment of equivocal zones, and other activities. 'probably' contains tools for conducting these operations as well as calibration tools and conformal inference techniques for regression models.

Version: 1.0.3
Depends: R (≥ 3.6)
Imports: butcher, cli, dplyr (≥ 1.1.0), furrr, generics (≥ 0.1.3), ggplot2, hardhat, pillar, purrr, rlang (≥ 1.0.4), tidyr (≥ 1.3.0), tidyselect (≥ 1.1.2), tune (≥ 1.1.2), vctrs (≥ 0.4.1), withr, workflows (≥ 1.1.4), yardstick (≥ 1.3.0)
Suggests: betacal, covr, knitr, MASS, mgcv, modeldata (≥ 1.1.0), nnet, parsnip (≥ 1.2.0), quantregForest, randomForest, recipes, rmarkdown, rsample, testthat (≥ 3.0.0)
Published: 2024-02-23
DOI: 10.32614/CRAN.package.probably
Author: Max Kuhn [aut, cre], Davis Vaughan [aut], Edgar Ruiz [aut], Posit Software, PBC [cph, fnd]
Maintainer: Max Kuhn <max at posit.co>
BugReports: https://github.com/tidymodels/probably/issues
License: MIT + file LICENSE
URL: https://github.com/tidymodels/probably, https://probably.tidymodels.org
NeedsCompilation: no
Materials: README NEWS
CRAN checks: probably results

Documentation:

Reference manual: probably.pdf
Vignettes: Equivocal zones
Where does probably fit in?

Downloads:

Package source: probably_1.0.3.tar.gz
Windows binaries: r-devel: probably_1.0.3.zip, r-release: probably_1.0.3.zip, r-oldrel: probably_1.0.3.zip
macOS binaries: r-release (arm64): probably_1.0.3.tgz, r-oldrel (arm64): probably_1.0.3.tgz, r-release (x86_64): probably_1.0.3.tgz, r-oldrel (x86_64): probably_1.0.3.tgz
Old sources: probably archive

Reverse dependencies:

Reverse suggests: yardstick

Linking:

Please use the canonical form https://CRAN.R-project.org/package=probably to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.