Package: mlr3learners 0.10.0

Marc Becker

mlr3learners: Recommended Learners for 'mlr3'

Recommended Learners for 'mlr3'. Extends 'mlr3' with interfaces to essential machine learning packages on CRAN. This includes, but is not limited to: (penalized) linear and logistic regression, linear and quadratic discriminant analysis, k-nearest neighbors, naive Bayes, support vector machines, and gradient boosting.

Authors:Michel Lang [aut], Quay Au [aut], Stefan Coors [aut], Patrick Schratz [aut], Marc Becker [cre, aut], John Zobolas [aut]

mlr3learners_0.10.0.tar.gz
mlr3learners_0.10.0.zip(r-4.5)mlr3learners_0.10.0.zip(r-4.4)mlr3learners_0.10.0.zip(r-4.3)
mlr3learners_0.10.0.tgz(r-4.5-any)mlr3learners_0.10.0.tgz(r-4.4-any)mlr3learners_0.10.0.tgz(r-4.3-any)
mlr3learners_0.10.0.tar.gz(r-4.5-noble)mlr3learners_0.10.0.tar.gz(r-4.4-noble)
mlr3learners_0.10.0.tgz(r-4.4-emscripten)mlr3learners_0.10.0.tgz(r-4.3-emscripten)
mlr3learners.pdf |mlr3learners.html✨
mlr3learners/json (API)
NEWS

# Install 'mlr3learners' in R:

install.packages('mlr3learners', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/mlr-org/mlr3learners/issues

Pkgdown site:https://mlr3learners.mlr-org.com

On CRAN:

classification learners machine-learning mlr3 regression

11.57 score 91 stars 11 packages 1.5k scripts 5.0k downloads 1 mentions 21 exports 22 dependencies

Last updated 4 days agofrom:eb485f637a (on v0.10.0). Checks:9 OK. Indexed: yes.

Target	Result	Latest binary
Doc / Vignettes	OK	Mar 20 2025
R-4.5-win	OK	Mar 20 2025
R-4.5-mac	OK	Mar 20 2025
R-4.5-linux	OK	Mar 20 2025
R-4.4-win	OK	Mar 20 2025
R-4.4-mac	OK	Mar 20 2025
R-4.4-linux	OK	Mar 20 2025
R-4.3-win	OK	Mar 20 2025
R-4.3-mac	OK	Mar 20 2025

Exports:LearnerClassifCVGlmnet LearnerClassifGlmnet LearnerClassifKKNN LearnerClassifLDA LearnerClassifLogReg LearnerClassifMultinom LearnerClassifNaiveBayes LearnerClassifNnet LearnerClassifQDA LearnerClassifRanger LearnerClassifSVM LearnerClassifXgboost LearnerRegrCVGlmnet LearnerRegrGlmnet LearnerRegrKKNN LearnerRegrKM LearnerRegrLM LearnerRegrNnet LearnerRegrRanger LearnerRegrSVM LearnerRegrXgboost

Dependencies:backports checkmate codetools data.table digest evaluate future future.apply globals lgr listenv mlbench mlr3 mlr3measures mlr3misc palmerpenguins paradox parallelly PRROC R6 rlang uuid

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
mlr3learners: Recommended Learners for 'mlr3'	mlr3learners-package mlr3learners
GLM with Elastic Net Regularization Classification Learner	LearnerClassifCVGlmnet mlr_learners_classif.cv_glmnet
GLM with Elastic Net Regularization Classification Learner	LearnerClassifGlmnet mlr_learners_classif.glmnet
k-Nearest-Neighbor Classification Learner	LearnerClassifKKNN mlr_learners_classif.kknn
Linear Discriminant Analysis Classification Learner	LearnerClassifLDA mlr_learners_classif.lda
Logistic Regression Classification Learner	LearnerClassifLogReg mlr_learners_classif.log_reg
Multinomial log-linear learner via neural networks	LearnerClassifMultinom mlr_learners_classif.multinom
Naive Bayes Classification Learner	LearnerClassifNaiveBayes mlr_learners_classif.naive_bayes
Classification Neural Network Learner	LearnerClassifNnet mlr_learners_classif.nnet
Quadratic Discriminant Analysis Classification Learner	LearnerClassifQDA mlr_learners_classif.qda
Ranger Classification Learner	LearnerClassifRanger mlr_learners_classif.ranger
Support Vector Machine	LearnerClassifSVM mlr_learners_classif.svm
Extreme Gradient Boosting Classification Learner	LearnerClassifXgboost mlr_learners_classif.xgboost
GLM with Elastic Net Regularization Regression Learner	LearnerRegrCVGlmnet mlr_learners_regr.cv_glmnet
GLM with Elastic Net Regularization Regression Learner	LearnerRegrGlmnet mlr_learners_regr.glmnet
k-Nearest-Neighbor Regression Learner	LearnerRegrKKNN mlr_learners_regr.kknn
Kriging Regression Learner	LearnerRegrKM mlr_learners_regr.km
Linear Model Regression Learner	LearnerRegrLM mlr_learners_regr.lm
Neural Network Regression Learner	LearnerRegrNnet mlr_learners_regr.nnet
Ranger Regression Learner	LearnerRegrRanger mlr_learners_regr.ranger
Support Vector Machine	LearnerRegrSVM mlr_learners_regr.svm
Extreme Gradient Boosting Regression Learner	LearnerRegrXgboost mlr_learners_regr.xgboost