finetune: Additional Functions for Model Tuning
The ability to tune models is important. 'finetune' enhances the 'tune' package by providing more specialized methods for finding reasonable values of model tuning parameters. Two racing methods described by Kuhn (2014) <doi:10.48550/arXiv.1405.6974> are included. An iterative search method using generalized simulated annealing (Bohachevsky, Johnson and Stein, 1986) <doi:10.1080/00401706.1986.10488128> is also included.
| Version: | 1.2.0 |
| Depends: | R (≥ 3.5), tune (≥ 1.2.0) |
| Imports: | cli, dials (≥ 0.1.0), dplyr (≥ 1.1.1), ggplot2, parsnip (≥ 1.1.0), purrr, rlang, tibble, tidyr, tidyselect, utils, vctrs, workflows (≥ 0.2.6) |
| Suggests: | BradleyTerry2, covr, discrim, kknn, klaR, lme4, modeldata, ranger, recipes (≥ 0.2.0), rpart, rsample, spelling, testthat, yardstick |
| Published: | 2024-03-21 |
| DOI: | 10.32614/CRAN.package.finetune |
| Author: | Max Kuhn  [aut,
cre],
Posit Software, PBC [cph, fnd] |
| Maintainer: | Max Kuhn <max at posit.co> |
| BugReports: | https://github.com/tidymodels/finetune/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/tidymodels/finetune, https://finetune.tidymodels.org |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | README NEWS |
| CRAN checks: | finetune results |
Documentation:
| Reference manual: | finetune.pdf |
Downloads:
| Package source: | finetune_1.2.0.tar.gz |
| Windows binaries: | r-devel: finetune_1.2.0.zip, r-release: finetune_1.2.0.zip, r-oldrel: finetune_1.2.0.zip |
| macOS binaries: | r-devel (arm64): finetune_1.2.0.tgz, r-release (arm64): finetune_1.2.0.tgz, r-oldrel (arm64): finetune_1.2.0.tgz, r-devel (x86_64): finetune_1.2.0.tgz, r-release (x86_64): finetune_1.2.0.tgz, r-oldrel (x86_64): finetune_1.2.0.tgz |
| Old sources: | finetune archive |
Reverse dependencies:
| Reverse imports: | fastml |
| Reverse suggests: | shinymodels, workflowsets |
Linking:
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