mlr3hyperband: Hyperband for 'mlr3'
Successive Halving (Jamieson and Talwalkar (2016) <doi:10.48550/arXiv.1502.07943>) and Hyperband (Li et al. 2018 <doi:10.48550/arXiv.1603.06560>) optimization algorithm for the mlr3 ecosystem. The implementation in mlr3hyperband features improved scheduling and parallelizes the evaluation of configurations. The package includes tuners for hyperparameter optimization in mlr3tuning and optimizers for black-box optimization in bbotk.
| Version: | 0.6.0 |
| Depends: | mlr3tuning (≥ 1.0.0), R (≥ 3.1.0) |
| Imports: | bbotk (≥ 1.0.0), checkmate (≥ 1.9.4), data.table, lgr, mlr3 (≥ 0.13.1), mlr3misc (≥ 0.10.0), paradox (≥ 0.9.0), R6 |
| Suggests: | emoa, mlr3learners (≥ 0.5.2), mlr3pipelines, rpart, testthat (≥ 3.0.0), xgboost |
| Published: | 2024-06-29 |
| DOI: | 10.32614/CRAN.package.mlr3hyperband |
| Author: | Marc Becker  [aut,
cre],
Sebastian Gruber
[aut],
Jakob Richter
[aut],
Julia Moosbauer
[aut],
Bernd Bischl
[aut] |
| Maintainer: | Marc Becker <marcbecker at posteo.de> |
| BugReports: | https://github.com/mlr-org/mlr3hyperband/issues |
| License: | LGPL-3 |
| URL: | https://mlr3hyperband.mlr-org.com, https://github.com/mlr-org/mlr3hyperband |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | mlr3hyperband results |
Documentation:
| Reference manual: | mlr3hyperband.pdf |
Downloads:
| Package source: | mlr3hyperband_0.6.0.tar.gz |
| Windows binaries: | r-devel: mlr3hyperband_0.6.0.zip, r-release: mlr3hyperband_0.6.0.zip, r-oldrel: mlr3hyperband_0.6.0.zip |
| macOS binaries: | r-release (arm64): mlr3hyperband_0.6.0.tgz, r-oldrel (arm64): mlr3hyperband_0.6.0.tgz, r-release (x86_64): mlr3hyperband_0.6.0.tgz, r-oldrel (x86_64): mlr3hyperband_0.6.0.tgz |
| Old sources: | mlr3hyperband archive |
Reverse dependencies:
| Reverse imports: | mlr3verse |
| Reverse suggests: | MantaID |
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