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Efficient, object-oriented programming on the building blocks of machine learning. Provides 'R6' objects for tasks, learners, resamplings, and measures. The package is geared towards scalability and larger datasets by supporting parallelization and out-of-memory data-backends like databases. While 'mlr3' focuses on the core computational operations, add-on packages provide additional functionality.
Version: | 0.21.1 |
Depends: | R (≥ 3.1.0) |
Imports: | R6 (≥ 2.4.1), backports, checkmate (≥ 2.0.0), data.table (≥ 1.15.0), evaluate, future, future.apply (≥ 1.5.0), lgr (≥ 0.3.4), mlbench, mlr3measures (≥ 1.0.0), mlr3misc (≥ 0.15.0), parallelly, palmerpenguins, paradox (≥ 1.0.1), uuid |
Suggests: | Matrix, callr, codetools, datasets, future.callr, mlr3data, progressr, remotes, RhpcBLASctl, rpart, testthat (≥ 3.1.0) |
Published: | 2024-10-18 |
DOI: | 10.32614/CRAN.package.mlr3 |
Author: | Michel Lang [aut], Bernd Bischl [aut], Jakob Richter [aut], Patrick Schratz [aut], Giuseppe Casalicchio [ctb], Stefan Coors [ctb], Quay Au [ctb], Martin Binder [aut], Florian Pfisterer [aut], Raphael Sonabend [aut], Lennart Schneider [ctb], Marc Becker [cre, aut], Sebastian Fischer [aut], Lona Koers [ctb] |
Maintainer: | Marc Becker <marcbecker at posteo.de> |
BugReports: | https://github.com/mlr-org/mlr3/issues |
License: | LGPL-3 |
URL: | https://mlr3.mlr-org.com, https://github.com/mlr-org/mlr3 |
NeedsCompilation: | no |
Citation: | mlr3 citation info |
Materials: | README NEWS |
In views: | MachineLearning |
CRAN checks: | mlr3 results |
Reference manual: | mlr3.pdf |
Package source: | mlr3_0.21.1.tar.gz |
Windows binaries: | r-devel: mlr3_0.21.1.zip, r-release: mlr3_0.21.1.zip, r-oldrel: mlr3_0.21.1.zip |
macOS binaries: | r-release (arm64): mlr3_0.21.1.tgz, r-oldrel (arm64): mlr3_0.21.1.tgz, r-release (x86_64): mlr3_0.21.1.tgz, r-oldrel (x86_64): mlr3_0.21.1.tgz |
Old sources: | mlr3 archive |
Reverse depends: | GenericML, MantaID, mlr3cluster, mlr3db, mlr3fda, mlr3fselect, mlr3learners, mlr3spatial, mlr3spatiotempcv, mlr3torch, mlr3tuning, mlr3verse, SIAMCAT, spFSR |
Reverse imports: | BioM2, cpi, DoubleML, gKRLS, highMLR, mcboost, mlr3batchmark, mlr3fairness, mlr3filters, mlr3hyperband, mlr3mbo, mlr3oml, mlr3pipelines, mlr3resampling, mlr3shiny, mlr3summary, mlr3superlearner, mlr3tuningspaces, sense |
Reverse suggests: | condvis2, counterfactuals, DALEXtra, drape, explainer, FACT, iml, miesmuschel, mlr3benchmark, mlr3data, mlr3viz, mlrintermbo, vetiver, vivid |
Reverse enhances: | vip |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.