Package: mlrintermbo 0.5.1-2
Martin Binder
mlrintermbo: Model-Based Optimization for 'mlr3' Through 'mlrMBO'
The 'mlrMBO' package can ordinarily not be used for optimization within 'mlr3', because of incompatibilities of their respective class systems. 'mlrintermbo' offers a compatibility interface that provides 'mlrMBO' as an 'mlr3tuning' 'Tuner' object, for tuning of machine learning algorithms within 'mlr3', as well as a 'bbotk' 'Optimizer' object for optimization of general objective functions using the 'bbotk' black box optimization framework. The control parameters of 'mlrMBO' are faithfully reproduced as a 'paradox' 'ParamSet'.
Authors:
mlrintermbo_0.5.1-2.tar.gz
mlrintermbo_0.5.1-2.zip(r-4.5)mlrintermbo_0.5.1-2.zip(r-4.4)mlrintermbo_0.5.1-2.zip(r-4.3)
mlrintermbo_0.5.1-2.tgz(r-4.4-any)mlrintermbo_0.5.1-2.tgz(r-4.3-any)
mlrintermbo_0.5.1-2.tar.gz(r-4.5-noble)mlrintermbo_0.5.1-2.tar.gz(r-4.4-noble)
mlrintermbo_0.5.1-2.tgz(r-4.4-emscripten)mlrintermbo_0.5.1-2.tgz(r-4.3-emscripten)
mlrintermbo.pdf |mlrintermbo.html✨
mlrintermbo/json (API)
NEWS
| # Install 'mlrintermbo' in R: |
| install.packages('mlrintermbo', repos = c('https://mb706.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mb706/mlrintermbo/issues
Last updated 13 days agofrom:056a498735. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 24 2024 |
| R-4.5-win | OK | Oct 24 2024 |
| R-4.5-linux | OK | Oct 24 2024 |
| R-4.4-win | OK | Oct 24 2024 |
| R-4.4-mac | OK | Oct 24 2024 |
| R-4.3-win | OK | Oct 24 2024 |
| R-4.3-mac | OK | Oct 24 2024 |
Exports:captureSpecialsmakeMlr3SurrogateOptimInstanceMultiCritOptimInstanceSingleCritOptimizerOptimizerInterMBOTunerInterMBOTuningInstanceMultiCritTuningInstanceSingleCrit
Dependencies:backportsbbotkcallrcheckmatecodetoolsdata.tabledigestevaluatefuturefuture.applyglobalslgrlhslistenvmlbenchmlr3mlr3measuresmlr3miscmlr3tuningpalmerpenguinsparadoxparallellyprocessxPRROCpsR6Rcppuuid
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| mlrintermbo: Model-Based Optimization for 'mlr3' Through 'mlrMBO' | mlrintermbo-package mlrintermbo |
| Create Surrogate Learner | makeMlr3Surrogate |
| OptimInstanceMultiCrit Class | OptimInstanceMultiCrit |
| OptimInstanceSingleCrit Class | OptimInstanceSingleCrit |
| Optimizer Class | Optimizer |
| Tuner and Optimizer using mlrMBO | mlr_optimizers_intermbo mlr_tuners_intermbo OptimizerInterMBO TunerInterMBO |
| TuningInstanceMultiCrit Class | TuningInstanceMultiCrit |
| TuningInstanceSingleCrit Class | TuningInstanceSingleCrit |