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Postprocessors refine predictions outputted from machine learning models to improve predictive performance or better satisfy distributional limitations. This package introduces 'tailor' objects, which compose iterative adjustments to model predictions. A number of pre-written adjustments are provided with the package, such as calibration. See Lichtenstein, Fischhoff, and Phillips (1977) <doi:10.1007/978-94-010-1276-8_19>. Other methods and utilities to compose new adjustments are also included. Tailors are tightly integrated with the 'tidymodels' framework.
Version: | 0.1.0 |
Depends: | R (≥ 4.1) |
Imports: | cli, dplyr, generics, hardhat, purrr, rlang (≥ 1.1.0), tibble, tidyselect, vctrs |
Suggests: | betacal, dials (≥ 1.4.1), mgcv, modeldata, probably (≥ 1.1.0), testthat (≥ 3.0.0) |
Published: | 2025-08-25 |
DOI: | 10.32614/CRAN.package.tailor |
Author: | Simon Couch [aut],
Hannah Frick [aut],
Emil HvitFeldt [aut],
Max Kuhn |
Maintainer: | Max Kuhn <max at posit.co> |
BugReports: | https://github.com/tidymodels/tailor/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/tidymodels/tailor, https://tailor.tidymodels.org |
NeedsCompilation: | no |
Materials: | README, NEWS |
CRAN checks: | tailor results |
Reference manual: | tailor.html , tailor.pdf |
Package source: | tailor_0.1.0.tar.gz |
Windows binaries: | r-devel: tailor_0.1.0.zip, r-release: tailor_0.1.0.zip, r-oldrel: tailor_0.1.0.zip |
macOS binaries: | r-release (arm64): tailor_0.1.0.tgz, r-oldrel (arm64): tailor_0.1.0.tgz, r-release (x86_64): tailor_0.1.0.tgz, r-oldrel (x86_64): tailor_0.1.0.tgz |
Reverse imports: | tune |
Reverse suggests: | workflows |
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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.