# Hyperparameter Optimization for 'mlr3'

## Documentation for package ‘mlr3tuning’ version 1.6.0

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## Help Pages

mlr3tuning-package | mlr3tuning: Hyperparameter Optimization for 'mlr3'
ArchiveAsyncTuning | Rush Data Storage
ArchiveAsyncTuningFrozen | Frozen Rush Data Storage
ArchiveBatchTuning | Class for Logging Evaluated Hyperparameter Configurations
assert_async_tuning_callback | Assertions for Callbacks
assert_async_tuning_callbacks | Assertions for Callbacks
assert_batch_tuning_callback | Assertions for Callbacks
assert_batch_tuning_callbacks | Assertions for Callbacks
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
as_tuner | Convert to a Tuner
as_tuner.Tuner | Convert to a Tuner
as_tuners | Convert to a Tuner
as_tuners.default | Convert to a Tuner
as_tuners.list | Convert to a Tuner
AutoTuner | Class for Automatic Tuning
auto_tuner | Function for Automatic Tuning
CallbackAsyncTuning | Asynchronous Tuning Callback
CallbackBatchTuning | Create Batch Tuning Callback
callback_async_tuning | Create Asynchronous Tuning Callback
callback_batch_tuning | Create Batch Tuning Callback
ContextAsyncTuning | Asynchronous Tuning Context
ContextBatchTuning | Batch Tuning 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.async_default_configuration | Default Configuration Callback
mlr3tuning.async_freeze_archive | Freeze Archive Callback
mlr3tuning.async_measures | Measure Callback
mlr3tuning.async_mlflow | MLflow Connector Callback
mlr3tuning.async_save_logs | Save Logs Callback
mlr3tuning.backup | Backup Benchmark Result Callback
mlr3tuning.measures | Measure Callback
mlr3tuning.one_se_rule | One Standard Error Rule Callback
mlr_tuners | Dictionary of Tuners
mlr_tuners_async_design_points | Hyperparameter Tuning with Asynchronous Design Points
mlr_tuners_async_grid_search | Hyperparameter Tuning with Asynchronous Grid Search
mlr_tuners_async_random_search | Hyperparameter Tuning with Asynchronous Random Search
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_internal | Hyperparameter Tuning with Internal Tuning
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
ObjectiveTuningAsync | Class for Tuning Objective
ObjectiveTuningBatch | Class for Tuning Objective
set_validate.AutoTuner | Configure Validation for AutoTuner
ti | Syntactic Sugar for Tuning Instance Construction
ti_async | Syntactic Sugar for Asynchronous Tuning Instance Construction
tnr | Syntactic Sugar for Tuning Objects Construction
tnrs | Syntactic Sugar for Tuning Objects Construction
tune | Function for Tuning a Learner
Tuner | Tuner
TunerAsync | Class for Asynchronous Tuning Algorithms
TunerAsyncDesignPoints | Hyperparameter Tuning with Asynchronous Design Points
TunerAsyncGridSearch | Hyperparameter Tuning with Asynchronous Grid Search
TunerAsyncRandomSearch | Hyperparameter Tuning with Asynchronous Random Search
TunerBatch | Class for Batch Tuning Algorithms
TunerBatchCmaes | Hyperparameter Tuning with Covariance Matrix Adaptation Evolution Strategy
TunerBatchDesignPoints | Hyperparameter Tuning with Design Points
TunerBatchGenSA | Hyperparameter Tuning with Generalized Simulated Annealing
TunerBatchGridSearch | Hyperparameter Tuning with Grid Search
TunerBatchInternal | Hyperparameter Tuning with Internal Tuning
TunerBatchIrace | Hyperparameter Tuning with Iterated Racing.
TunerBatchNLoptr | Hyperparameter Tuning with Non-linear Optimization
TunerBatchRandomSearch | Hyperparameter Tuning with Random Search
tune_nested | Function for Nested Resampling
TuningInstanceAsyncMultiCrit | Multi-Criteria Tuning with Rush
TuningInstanceAsyncSingleCrit | Single Criterion Tuning with Rush
TuningInstanceBatchMultiCrit | Class for Multi Criteria Tuning
TuningInstanceBatchSingleCrit | Class for Single Criterion Tuning
TuningInstanceMultiCrit | Multi Criteria Tuning Instance for Batch Tuning
TuningInstanceSingleCrit | Single Criterion Tuning Instance for Batch Tuning