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Package: mlr3tuning | ||
Title: Hyperparameter Optimization for 'mlr3' | ||
Version: 0.19.2.9000 | ||
Authors@R: c( | ||
person("Marc", "Becker", , "[email protected]", role = c("cre", "aut"), | ||
comment = c(ORCID = "0000-0002-8115-0400")), | ||
person("Michel", "Lang", , "[email protected]", role = "aut", | ||
comment = c(ORCID = "0000-0001-9754-0393")), | ||
person("Jakob", "Richter", , "[email protected]", role = "aut", | ||
comment = c(ORCID = "0000-0003-4481-5554")), | ||
person("Bernd", "Bischl", , "[email protected]", role = "aut", | ||
comment = c(ORCID = "0000-0001-6002-6980")), | ||
person("Daniel", "Schalk", , "[email protected]", role = "aut", | ||
comment = c(ORCID = "0000-0003-0950-1947")) | ||
) | ||
Description: Hyperparameter optimization package of the 'mlr3' ecosystem. It | ||
features highly configurable search spaces via the 'paradox' package and | ||
finds optimal hyperparameter configurations for any 'mlr3' learner. | ||
'mlr3tuning' works with several optimization algorithms e.g. Random | ||
Search, Iterated Racing, Bayesian Optimization (in 'mlr3mbo') and | ||
Hyperband (in 'mlr3hyperband'). Moreover, it can automatically optimize | ||
learners and estimate the performance of optimized models with nested | ||
resampling. | ||
License: LGPL-3 | ||
URL: https://mlr3tuning.mlr-org.com, https://github.com/mlr-org/mlr3tuning | ||
BugReports: https://github.com/mlr-org/mlr3tuning/issues | ||
Depends: | ||
mlr3 (>= 0.17.0), | ||
paradox (>= 0.10.0), | ||
R (>= 3.1.0) | ||
Imports: | ||
bbotk (>= 0.7.3), | ||
checkmate (>= 2.0.0), | ||
data.table, | ||
lgr, | ||
mlr3misc (>= 0.13.0), | ||
R6 | ||
Suggests: | ||
adagio, | ||
GenSA, | ||
irace, | ||
knitr, | ||
mlr3learners (>= 0.5.5), | ||
mlr3pipelines, | ||
nloptr, | ||
rmarkdown, | ||
rpart, | ||
testthat (>= 3.0.0), | ||
xgboost | ||
Config/testthat/edition: 3 | ||
Config/testthat/parallel: true | ||
Encoding: UTF-8 | ||
NeedsCompilation: no | ||
Roxygen: list(markdown = TRUE) | ||
RoxygenNote: 7.2.3 | ||
Collate: | ||
'ArchiveTuning.R' | ||
'AutoTuner.R' | ||
'CallbackTuning.R' | ||
'ContextEval.R' | ||
'ObjectiveTuning.R' | ||
'mlr_tuners.R' | ||
'Tuner.R' | ||
'TunerCmaes.R' | ||
'TunerDesignPoints.R' | ||
'TunerFromOptimizer.R' | ||
'TunerGenSA.R' | ||
'TunerGridSearch.R' | ||
'TunerIrace.R' | ||
'TunerNLoptr.R' | ||
'TunerRandomSearch.R' | ||
'TuningInstanceSingleCrit.R' | ||
'TuningInstanceMulticrit.R' | ||
'as_search_space.R' | ||
'assertions.R' | ||
'auto_tuner.R' | ||
'bibentries.R' | ||
'extract_inner_tuning_archives.R' | ||
'extract_inner_tuning_results.R' | ||
'helper.R' | ||
'mlr_callbacks.R' | ||
'reexport.R' | ||
'sugar.R' | ||
'tune.R' | ||
'tune_nested.R' | ||
'zzz.R' | ||
VignetteBuilder: knitr |