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mlr3tuning

Hyperparameter Optimization for 'mlr3'

v1.6.0 · Mar 16, 2026 · LGPL-3

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.

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CRAN Check Status

14 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (16)

Dependency Network

Dependencies Reverse dependencies mlr3 paradox bbotk checkmate cli data.table lgr mlr3misc R6 MantaID mlr3hyperband mlr3mbo mlr3tuningspaces DoubleML VIM mlr3verse mlrintermbo sense xtdml miesmuschel mlr3resampling mlr3spatiotempcv mlr3summary mlr3torch +1 more reverse deps mlr3tuning

Version History

updated 1.6.0 ← 1.5.1 diff Mar 16, 2026
new 1.5.1 Mar 10, 2026
updated 1.5.1 ← 1.5.0 diff Dec 13, 2025
updated 1.5.0 ← 1.4.0 diff Nov 6, 2025
updated 1.4.0 ← 1.3.0 diff Jun 3, 2025
updated 1.3.0 ← 1.2.1 diff Dec 16, 2024
updated 1.2.1 ← 1.2.0 diff Nov 25, 2024
updated 1.2.0 ← 1.1.0 diff Nov 7, 2024
updated 1.1.0 ← 1.0.2 diff Oct 26, 2024
updated 1.0.2 ← 1.0.1 diff Oct 13, 2024
updated 1.0.1 ← 1.0.0 diff Sep 9, 2024
updated 1.0.0 ← 0.20.0 diff Jun 28, 2024
updated 0.20.0 ← 0.19.2 diff Mar 4, 2024
updated 0.19.2 ← 0.19.1 diff Nov 27, 2023
updated 0.19.1 ← 0.19.0 diff Nov 19, 2023
updated 0.19.0 ← 0.18.0 diff Jun 25, 2023
updated 0.18.0 ← 0.17.2 diff Mar 7, 2023
updated 0.17.2 ← 0.17.1 diff Dec 21, 2022
updated 0.17.1 ← 0.17.0 diff Dec 6, 2022
updated 0.17.0 ← 0.16.0 diff Nov 18, 2022