Hyperparameter Optimization for 'mlr3'


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Documentation for package ‘mlr3tuning’ version 1.0.0

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mlr3tuning-package mlr3tuning: Hyperparameter Optimization for 'mlr3'
ArchiveAsyncTuning Rush Data Storage
ArchiveBatchTuning 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
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 Create 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.asnyc_mlflow MLflow Connector Callback
mlr3tuning.async_default_configuration Default Configuration Callback
mlr3tuning.async_measures Measure Callback
mlr3tuning.async_save_logs Save Logs Callback
mlr3tuning.backup Backup Benchmark Result Callback
mlr3tuning.measures Measure 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