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mlr3learners

This packages provides essential learners for mlr3, maintained by the mlr-org team. We will most likely not add new learners to this package.

Other learners live in the mlr3learners organization and are possibly maintained by people outside the mlr-org team. There is a wiki page listing all currently available custom learners. A guide on how to create custom learners is covered in the mlr3book. Feel invited to contribute a missing learner to the mlr3 ecosystem :-)

Classification Learners

IDLearnerPackage
classif.glmnetPenalized Logistic Regressionglmnet
classif.kknnk-Nearest Neighborskknn
classif.ldaLDAMASS
classif.log_regLogistic Regressionstats
classif.naive_bayesNaive Bayese1071
classif.qdaQDAMASS
classif.rangerRandom Forestranger
classif.svmSVMe1071
classif.xgboostGradient Boostingxgboost

Regression Learners

IDLearnerPackage
regr.glmnetPenalized Linear Regressionglmnet
regr.kknnk-Nearest Neighborskknn
regr.kmKrigingDiceKriging
regr.lmLinear Regressionstats
regr.rangerRandom Forestranger
regr.svmSVMe1071
regr.xgboostGradient Boostingxgboost

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Version

Install

install.packages('mlr3learners')

Monthly Downloads

5,927

Version

0.1.5

License

LGPL-3

Issues

Pull Requests

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Maintainer

Michel Lang

Last Published

November 25th, 2019

Functions in mlr3learners (0.1.5)

LearnerRegrGlmnet

GLM with Elastic Net Regularization Regression Learner
LearnerClassifXgboost

Extreme Gradient Boosting Classification Learner
mlr3learners-package

mlr3learners: Recommended Learners for 'mlr3'
LearnerClassifLDA

Linear Discriminant Analysis Classification Learner
LearnerClassifLogReg

Logistic Regression Classification Learner
LearnerRegrKKNN

k-Nearest-Neighbor Regression Learner
LearnerClassifSVM

Support Vector Machine
LearnerClassifRanger

Ranger Classification Learner
LearnerRegrSVM

Support Vector Machine
LearnerClassifQDA

Quadratic Discriminant Analysis Classification Learner
LearnerRegrKM

Kriging Regression Learner
LearnerRegrLM

Linear Model Regression Learner
LearnerClassifKKNN

k-Nearest-Neighbor Classification Learner
LearnerClassifGlmnet

GLM with Elastic Net Regularization Classification Learner
LearnerRegrXgboost

Extreme Gradient Boosting Regression Learner
LearnerRegrRanger

Ranger Regression Learner
LearnerClassifNaiveBayes

Naive Bayes Classification Learner