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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 |
Reference manual: | probably.pdf |
Vignettes: |
Equivocal zones Where does probably fit in? |
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 imports: | fastml |
Reverse suggests: | yardstick |
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.