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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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Version

Install

install.packages('mlr3hyperband')

Monthly Downloads

2,492

Version

0.6.0

License

LGPL-3

Issues

5

Pull Requests

1

Stars

18

Forks

5

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