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mlr3hyperband (version 0.4.0)

Hyperband for 'mlr3'

Description

Implements hyperband method for hyperparameter tuning. Various termination criteria can be set and combined. The class 'AutoTuner' provides a convenient way to perform nested resampling in combination with 'mlr3'. The hyperband algorithm was proposed by Lisha Li, Kevin Jamieson, Giulia DeSalvo, Afshin Rostamizadeh and Ameet Talwalkar (2018) .

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Install

install.packages('mlr3hyperband')

Monthly Downloads

1,957

Version

0.4.0

License

LGPL-3

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Maintainer

Marc Becker

Last Published

February 10th, 2022

Functions in mlr3hyperband (0.4.0)

mlr_tuners_successive_halving

Hyperparameter Tuning with Successive Halving
mlr3hyperband-package

mlr3hyperband: Hyperband for 'mlr3'
mlr_optimizers_successive_halving

Hyperparameter Optimization with Successive Halving
hyperband_n_configs

Hyperband Configs
hyperband_schedule

Hyperband Schedule
mlr_tuners_hyperband

Tuner Using the Hyperband Algorithm
hyperband_budget

Hyperband Budget
mlr_optimizers_hyperband

Optimizer Using the Hyperband Algorithm