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Tuning Instances

TuningInstanceSingleCrit
Class for Single Criterion Tuning
TuningInstanceMultiCrit
Class for Multi Criteria Tuning
ti()
Syntactic Sugar for Tuning Instance Construction
ObjectiveTuning
Class for Tuning Objective
ArchiveTuning
Class for Logging Evaluated Hyperparameter Configurations
tune()
Function for Tuning a Learner

Tuners

Tuner
Class for Tuning Algorithms
TunerFromOptimizer
TunerFromOptimizer
mlr_tuners
Dictionary of Tuners
mlr_tuners_cmaes TunerCmaes
Hyperparameter Tuning with Covariance Matrix Adaptation Evolution Strategy
mlr_tuners_design_points TunerDesignPoints
Hyperparameter Tuning with Design Points
mlr_tuners_gensa TunerGenSA
Hyperparameter Tuning with Generalized Simulated Annealing
mlr_tuners_grid_search TunerGridSearch
Hyperparameter Tuning with Grid Search
mlr_tuners_irace TunerIrace
Hyperparameter Tuning with Iterated Racing.
mlr_tuners_nloptr TunerNLoptr
Hyperparameter Tuning with Non-linear Optimization
mlr_tuners_random_search TunerRandomSearch
Hyperparameter Tuning with Random Search
tnr() tnrs()
Syntactic Sugar for Tuning Objects Construction
AutoTuner
Class for Automatic Tuning
auto_tuner()
Function for Automatic Tuning

Terminators

reexports mlr_terminators trm trms mlr_callbacks clbk clbks
Objects exported from other packages

Nested Resampling

tune_nested()
Function for Nested Resampling
extract_inner_tuning_archives()
Extract Inner Tuning Archives
extract_inner_tuning_results()
Extract Inner Tuning Results

Callbacks

CallbackTuning
Create Tuning Callback
ContextEval
Evaluation Context
callback_tuning()
Create Tuning Callback
mlr3tuning.backup
Backup Benchmark Result Callback
mlr3tuning.early_stopping
Early Stopping Callback

Converters

as_search_space()
Convert to a Search Space

Package

mlr3tuning mlr3tuning-package
mlr3tuning: Tuning for 'mlr3'