Package: mlr3hyperband 0.6.0
Marc Becker
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.
Authors:
mlr3hyperband_0.6.0.tar.gz
mlr3hyperband_0.6.0.zip(r-4.5)mlr3hyperband_0.6.0.zip(r-4.4)mlr3hyperband_0.6.0.zip(r-4.3)
mlr3hyperband_0.6.0.tgz(r-4.4-any)mlr3hyperband_0.6.0.tgz(r-4.3-any)
mlr3hyperband_0.6.0.tar.gz(r-4.5-noble)mlr3hyperband_0.6.0.tar.gz(r-4.4-noble)
mlr3hyperband_0.6.0.tgz(r-4.4-emscripten)mlr3hyperband_0.6.0.tgz(r-4.3-emscripten)
mlr3hyperband.pdf |mlr3hyperband.html✨
mlr3hyperband/json (API)
NEWS
| # Install 'mlr3hyperband' in R: |
| install.packages('mlr3hyperband', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mlr-org/mlr3hyperband/issues
automlbbotkhyperbandhyperparameter-tuningmachine-learningmlr3optimizationtunetuning
Last updated 5 months agofrom:c464f4441d (on v0.6.0). Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 28 2024 |
| R-4.5-win | OK | Oct 28 2024 |
| R-4.5-linux | OK | Oct 28 2024 |
| R-4.4-win | OK | Oct 28 2024 |
| R-4.4-mac | OK | Oct 28 2024 |
| R-4.3-win | OK | Oct 28 2024 |
| R-4.3-mac | OK | Oct 28 2024 |
Exports:hyperband_budgethyperband_n_configshyperband_scheduleOptimizerBatchHyperbandOptimizerBatchSuccessiveHalvingTunerBatchHyperbandTunerBatchSuccessiveHalving
Dependencies:backportsbbotkcheckmatecodetoolsdata.tabledigestevaluatefuturefuture.applyglobalslgrlistenvmlbenchmlr3mlr3measuresmlr3miscmlr3tuningpalmerpenguinsparadoxparallellyPRROCR6uuid
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| mlr3hyperband: Hyperband for 'mlr3' | mlr3hyperband-package mlr3hyperband |
| Hyperband Budget | hyperband_budget |
| Hyperband Configs | hyperband_n_configs |
| Hyperband Schedule | hyperband_schedule |
| Optimizer Using the Hyperband Algorithm | mlr_optimizers_hyperband OptimizerBatchHyperband |
| Hyperparameter Optimization with Successive Halving | mlr_optimizers_successive_halving OptimizerBatchSuccessiveHalving |
| Tuner Using the Hyperband Algorithm | mlr_tuners_hyperband TunerBatchHyperband |
| Hyperparameter Tuning with Successive Halving | mlr_tuners_successive_halving TunerBatchSuccessiveHalving |
