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: | 1.2.0 |
| Depends: | R (≥ 4.1) |
| Imports: | butcher, cli, dplyr (≥ 1.1.0), furrr, generics (≥ 0.1.3), ggplot2 (≥ 3.5.2), hardhat, pillar, purrr, rlang (≥ 1.1.0), 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: | 2025-10-16 |
| DOI: | 10.32614/CRAN.package.probably |
| Author: | Max Kuhn [aut, cre],
Davis Vaughan [aut],
Edgar Ruiz [aut],
Posit Software, PBC |
| 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.html , probably.pdf |
| Vignettes: |
Equivocal zones (source, R code) Where does probably fit in? (source, R code) |
| Package source: | probably_1.2.0.tar.gz |
| Windows binaries: | r-devel: probably_1.2.0.zip, r-release: probably_1.2.0.zip, r-oldrel: probably_1.2.0.zip |
| macOS binaries: | r-release (arm64): probably_1.2.0.tgz, r-oldrel (arm64): probably_1.2.0.tgz, r-release (x86_64): probably_1.2.0.tgz, r-oldrel (x86_64): probably_1.2.0.tgz |
| Old sources: | probably archive |
| Reverse imports: | fastml |
| Reverse suggests: | marginaleffects, orbital, propensity, tailor, tune, vetiver, workflows, yardstick |
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