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mlr3hyperband (version 0.6.0)

Hyperband for 'mlr3'

Description

Successive Halving (Jamieson and Talwalkar (2016) ) and Hyperband (Li et al. 2018 ) 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.

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Install

install.packages('mlr3hyperband')

Monthly Downloads

1,957

Version

0.6.0

License

LGPL-3

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Repository

https://github.com/mlr-org/mlr3hyperband

Homepage

https://mlr3hyperband.mlr-org.com

Maintainer

Marc Becker

Last Published

June 29th, 2024

Functions in mlr3hyperband (0.6.0)

mlr3hyperband-package

mlr3hyperband: Hyperband for 'mlr3'

hyperband_schedule

Hyperband Schedule

hyperband_n_configs

Hyperband Configs

hyperband_budget

Hyperband Budget

mlr_tuners_hyperband

Tuner Using the Hyperband Algorithm

mlr_optimizers_hyperband

Optimizer Using the Hyperband Algorithm

mlr_optimizers_successive_halving

Hyperparameter Optimization with Successive Halving

mlr_tuners_successive_halving

Hyperparameter Tuning with Successive Halving