Hyperparameter Optimization for 'mlr3'


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Documentation for package ‘mlr3tuning’ version 0.20.0

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mlr3tuning-package mlr3tuning: Hyperparameter Optimization for 'mlr3'
ArchiveTuning Class for Logging Evaluated Hyperparameter Configurations
as_search_space Convert to a Search Space
as_search_space.Learner Convert to a Search Space
as_search_space.ParamSet Convert to a Search Space
AutoTuner Class for Automatic Tuning
auto_tuner Function for Automatic Tuning
CallbackTuning Create Tuning Callback
callback_tuning Create Tuning Callback
ContextEval Evaluation Context
extract_inner_tuning_archives Extract Inner Tuning Archives
extract_inner_tuning_results Extract Inner Tuning Results
extract_inner_tuning_results.BenchmarkResult Extract Inner Tuning Results
extract_inner_tuning_results.ResampleResult Extract Inner Tuning Results
mlr3tuning mlr3tuning: Hyperparameter Optimization for 'mlr3'
mlr3tuning.backup Backup Benchmark Result Callback
mlr3tuning.early_stopping Early Stopping Callback
mlr3tuning.measures Measure Callback
mlr_tuners Dictionary of Tuners
mlr_tuners_cmaes Hyperparameter Tuning with Covariance Matrix Adaptation Evolution Strategy
mlr_tuners_design_points Hyperparameter Tuning with Design Points
mlr_tuners_gensa Hyperparameter Tuning with Generalized Simulated Annealing
mlr_tuners_grid_search Hyperparameter Tuning with Grid Search
mlr_tuners_irace Hyperparameter Tuning with Iterated Racing.
mlr_tuners_nloptr Hyperparameter Tuning with Non-linear Optimization
mlr_tuners_random_search Hyperparameter Tuning with Random Search
ObjectiveTuning Class for Tuning Objective
ti Syntactic Sugar for Tuning Instance Construction
tnr Syntactic Sugar for Tuning Objects Construction
tnrs Syntactic Sugar for Tuning Objects Construction
tune Function for Tuning a Learner
Tuner Class for Tuning Algorithms
TunerCmaes Hyperparameter Tuning with Covariance Matrix Adaptation Evolution Strategy
TunerDesignPoints Hyperparameter Tuning with Design Points
TunerGenSA Hyperparameter Tuning with Generalized Simulated Annealing
TunerGridSearch Hyperparameter Tuning with Grid Search
TunerIrace Hyperparameter Tuning with Iterated Racing.
TunerNLoptr Hyperparameter Tuning with Non-linear Optimization
TunerRandomSearch Hyperparameter Tuning with Random Search
tune_nested Function for Nested Resampling
TuningInstanceMultiCrit Class for Multi Criteria Tuning
TuningInstanceSingleCrit Class for Single Criterion Tuning