Package index • mlr3extralearners

Helpers

list_mlr3learners(): List Learners in mlr3verse

install_learners(): Install Learner Dependencies

assert_python_packages(): Assert Python Packages

Classification Learners

mlr_learners_classif.AdaBoostM1 LearnerClassifAdaBoostM1: Classification AdaBoostM1 Learner

mlr_learners_classif.C50 LearnerClassifC50: Classification C5.0 Learner

mlr_learners_classif.IBk LearnerClassifIBk: Classification IBk Learner

mlr_learners_classif.J48 LearnerClassifJ48: Classification J48 Learner

mlr_learners_classif.JRip LearnerClassifJRip: Classification JRip Learner

mlr_learners_classif.LMT LearnerClassifLMT: Classification Logistic Model Trees Learner

mlr_learners_classif.OneR LearnerClassifOneR: Classification OneR Learner

mlr_learners_classif.PART LearnerClassifPART: Classification PART Learner

mlr_learners_classif.abess LearnerClassifAbess: Classification Abess Learner

mlr_learners_classif.ada LearnerClassifAdaBoosting: Classification Boosting Learner

mlr_learners_classif.adabag LearnerClassifAdabag: Classification Boosting Learner

mlr_learners_classif.aorsf LearnerClassifObliqueRandomForest: Oblique Random Forest Classifier

mlr_learners_classif.bart LearnerClassifBart: Classification BART (Bayesian Additive Regression Trees) Learner

mlr_learners_classif.bayes_net LearnerClassifBayesNet: Classification Bayes Network Learner

mlr_learners_classif.blockforest LearnerClassifBlockForest: BlockForest Classification Learner

mlr_learners_classif.bst LearnerClassifBst: Classification Gradient Boosting Learner

mlr_learners_classif.catboost LearnerClassifCatboost: Gradient Boosted Decision Trees Classification Learner

mlr_learners_classif.cforest LearnerClassifCForest: Classification Conditional Random Forest Learner

mlr_learners_classif.ctree LearnerClassifCTree: Classification Conditional Inference Tree Learner

mlr_learners_classif.decision_stump LearnerClassifDecisionStump: Classification Decision Stump Learner

mlr_learners_classif.decision_table LearnerClassifDecisionTable: Classification Decision Table Learner

mlr_learners_classif.dlda LearnerClassifDiagLda: Classification Diagonal Linear Discriminant Analysis Learner

mlr_learners_classif.earth LearnerClassifEarth: Classification MARS (Multivariate Adaptive Regression Splines) Learner

mlr_learners_classif.evtree LearnerClassifEvtree: Classification Decision Tree Learner

mlr_learners_classif.exhaustive_search LearnerClassifExhaustiveSearch: Logistic Regression with Exhaustive Search

mlr_learners_classif.fastai LearnerClassifFastai: Classification Neural Network Learner

mlr_learners_classif.fnn LearnerClassifFNN: Fast Nearest Neighbour Classification

mlr_learners_classif.gam LearnerClassifGam: Classification Generalized Additive Model Learner

mlr_learners_classif.gamboost LearnerClassifGAMBoost: Boosted Generalized Additive Classification Learner

mlr_learners_classif.gausspr LearnerClassifGausspr: Classification Gaussian Process Learner

mlr_learners_classif.gbm LearnerClassifGBM: Gradient Boosting Classification Learner

mlr_learners_classif.glmboost LearnerClassifGLMBoost: Boosted Generalized Linear Classification Learner

mlr_learners_classif.glmer LearnerClassifGlmer: Classification Linear Mixed Effect Learner

mlr_learners_classif.imbalanced_rfsrc LearnerClassifImbalancedRandomForestSRC: Classification Imbalanced Random Forest Src Learner

mlr_learners_classif.knn LearnerClassifKnn: Classification K-nearest Neighbour Learner

mlr_learners_classif.kstar LearnerClassifKStar: Classification KStar Learner

mlr_learners_classif.ksvm LearnerClassifKSVM: Classification Kernlab Support Vector Machine

mlr_learners_classif.liblinear LearnerClassifLiblineaR: LiblineaR Classification Learner

mlr_learners_classif.lightgbm LearnerClassifLightGBM: Classification LightGBM Learner

mlr_learners_classif.logistic LearnerClassifLogistic: Classification Logistic Regression Learner

mlr_learners_classif.lssvm LearnerClassifLSSVM: Classification Least Squares Support Vector Machine Learner

mlr_learners_classif.mda LearnerClassifMda: Classification Discriminant Analysis Learner

mlr_learners_classif.mdeb LearnerClassifMdeb: Classification Linear Discriminant Analysis Learner

mlr_learners_classif.mob LearnerClassifMob: Classification Model-based Recursive Partitioning Learner

mlr_learners_classif.multilayer_perceptron LearnerClassifMultilayerPerceptron: Classification MultilayerPerceptron Learner

mlr_learners_classif.naive_bayes_multinomial LearnerClassifNaiveBayesMultinomial: Classification Multinomial Naive Bayes Learner From Weka

mlr_learners_classif.naive_bayes_weka LearnerClassifNaiveBayesWeka: Classification Naive Bayes Learner From Weka

mlr_learners_classif.neuralnet LearnerClassifNeuralnet: Classification Neural Network Learner

mlr_learners_classif.penalized LearnerClassifPenalized: Classification L1 and L2 Penalized Learner

mlr_learners_classif.polyFit LearnerClassifPolyFit: Polynomial GLM Learner

mlr_learners_classif.priority_lasso LearnerClassifPriorityLasso: Classification Priority Lasso Learner

mlr_learners_classif.rFerns LearnerClassifRferns: Random Ferns Classification Learner

mlr_learners_classif.randomForest LearnerClassifRandomForest: Classification Random Forest Learner

mlr_learners_classif.random_forest_weka LearnerClassifRandomForestWeka: Classification Random Forest Learner from Weka

mlr_learners_classif.random_tree LearnerClassifRandomTree: Classification Random Tree Learner

mlr_learners_classif.rda LearnerClassifRda: Classification Discriminant Analysis Learner

mlr_learners_classif.reptree LearnerClassifREPTree: Classification Decision Tree Learner

mlr_learners_classif.rfsrc LearnerClassifRandomForestSRC: Classification Random Forest SRC Learner

mlr_learners_classif.rotationForest LearnerClassifRotationForest: Classification Rotation Forest Learner

mlr_learners_classif.sda LearnerClassifSda: Shrinkage Discriminant Analysis

mlr_learners_classif.sdlda LearnerClassifSdlda: Classification Linear Discriminant Analysis Learner

mlr_learners_classif.sgd LearnerClassifSGD: Classification Stochastic Gradient Descent Learner

mlr_learners_classif.simple_logistic LearnerClassifSimpleLogistic: Classification SimpleLogistic Learner

mlr_learners_classif.smo LearnerClassifSMO: Classification Support Vector Machine Learner

mlr_learners_classif.stepPlr LearnerClassifStepPlr: Classification Logistic Regression Learner

mlr_learners_classif.tabpfn LearnerClassifTabPFN: TabPFN Classification Learner

mlr_learners_classif.voted_perceptron LearnerClassifVotedPerceptron: Classification Voted Perceptron Learner

Regression Learners

mlr_learners_regr.IBk LearnerRegrIBk: Regression IBk Learner

mlr_learners_regr.M5Rules LearnerRegrM5Rules: Regression M5Rules Learner

mlr_learners_regr.abess LearnerRegrAbess: Regression Abess Learner

mlr_learners_regr.aorsf LearnerRegrObliqueRandomForest: Oblique Random Forest Regressor

mlr_learners_regr.bart LearnerRegrBart: Regression BART (Bayesian Additive Regression Trees) Learner

mlr_learners_regr.blockforest LearnerRegrBlockForest: BlockForest Regression Learner

mlr_learners_regr.botorch_mixedsingletaskgp LearnerRegrBotorchMixedSingleTaskGP: BoTorch MixedSingleTaskGP Regression Learner

mlr_learners_regr.botorch_singletaskgp LearnerRegrBotorchSingleTaskGP: BoTorch SingleTaskGP Regression Learner

mlr_learners_regr.brnn LearnerRegrBrnn: Regression Neural Network Learner

mlr_learners_regr.bst LearnerRegrBst: Regression Gradient Boosting Learner

mlr_learners_regr.catboost LearnerRegrCatboost: Gradient Boosted Decision Trees Regression Learner

mlr_learners_regr.cforest LearnerRegrCForest: Regression Conditional Random Forest Learner

mlr_learners_regr.crs LearnerRegrCrs: Regression Splines Learner

mlr_learners_regr.ctree LearnerRegrCTree: Regression Conditional Inference Tree Learner

mlr_learners_regr.cubist LearnerRegrCubist: Regression Cubist Learner

mlr_learners_regr.decision_stump LearnerRegrDecisionStump: Regression Decision Stump Learner

mlr_learners_regr.decision_table LearnerRegrDecisionTable: Regression Decision Table Learner

mlr_learners_regr.earth LearnerRegrEarth: Implementation of Multivariate Adaptive Regression Splines

mlr_learners_regr.evtree LearnerRegrEvtree: Regression Decision Tree Learner

mlr_learners_regr.exhaustive_search LearnerRegrExhaustiveSearch: Linear Regression with Exhaustive Search

mlr_learners_regr.fnn LearnerRegrFNN: Regression Fast Nearest Neighbor Search Learner

mlr_learners_regr.gam LearnerRegrGam: Regression Generalized Additive Model Learner

mlr_learners_regr.gamboost LearnerRegrGAMBoost: Boosted Generalized Additive Regression Learner

mlr_learners_regr.gaussian_processes LearnerRegrGaussianProcesses: Regression Gaussian Processes Learner From Weka

mlr_learners_regr.gausspr LearnerRegrGausspr: Regression Gaussian Process Learner

mlr_learners_regr.gbm LearnerRegrGBM: Regression Gradient Boosting Machine Learner

mlr_learners_regr.glm LearnerRegrGlm: Generalized Linear Regression

mlr_learners_regr.glmboost LearnerRegrGLMBoost: Boosted Generalized Linear Regression Learner

mlr_learners_regr.kstar LearnerRegrKStar: Regression KStar Learner

mlr_learners_regr.ksvm LearnerRegrKSVM: Regression Kernlab Support Vector Machine

mlr_learners_regr.liblinear LearnerRegrLiblineaR: L2-Regularized Support Vector Regression Learner

mlr_learners_regr.lightgbm LearnerRegrLightGBM: Regression LightGBM Learner

mlr_learners_regr.linear_regression LearnerRegrLinearRegression: Regression Linear Regression Learner From Weka

mlr_learners_regr.lmer LearnerRegrLmer: Regression Linear Mixed Effects Learner

mlr_learners_regr.m5p LearnerRegrM5P: Regression M5P Learner

mlr_learners_regr.mars LearnerRegrMars: Regression Mars Learner

mlr_learners_regr.mob LearnerRegrMob: Regression Model-based Recursive Partitioning Learner

mlr_learners_regr.mqgam LearnerRegrMQGam: Generalized Additive Quantile Regression Model for Multiple Quantiles

mlr_learners_regr.multilayer_perceptron LearnerRegrMultilayerPerceptron: Regression MultilayerPerceptron Learner

mlr_learners_regr.penalized LearnerRegrPenalized: Regression L1 and L2 Penalized Learner

mlr_learners_regr.polyFit LearnerRegrPoly: Polynomial Regression Learner

mlr_learners_regr.priority_lasso LearnerRegrPriorityLasso: Regression Priority Lasso Learner

mlr_learners_regr.qgam LearnerRegrQGam: Generalized Additive Quantile Regression Model

mlr_learners_regr.randomForest LearnerRegrRandomForest: Regression Random Forest Learner

mlr_learners_regr.random_forest_weka LearnerRegrRandomForestWeka: Regression Random Forest Learner from Weka

mlr_learners_regr.random_tree LearnerRegrRandomTree: Regression Random Tree Learner

mlr_learners_regr.reptree LearnerRegrREPTree: Regression Decision Tree Learner

mlr_learners_regr.rfsrc LearnerRegrRandomForestSRC: Regression Random Forest SRC Learner

mlr_learners_regr.rsm LearnerRegrRSM: Regression Response Surface Model Learner

mlr_learners_regr.rvm LearnerRegrRVM: Regression Relevance Vector Machine Learner

mlr_learners_regr.sgd LearnerRegrSGD: Regression Stochastic Gradient Descent Learner

mlr_learners_regr.simple_linear_regression LearnerRegrSimpleLinearRegression: Regression SimpleLinearRegression Learner from Weka

mlr_learners_regr.smo_reg LearnerRegrSMOreg: Regression Support Vector Machine Learner

mlr_learners_regr.tabpfn LearnerRegrTabPFN: TabPFN Regression Learner

Survival Learners

mlr_learners_surv.akritas LearnerSurvAkritas: Survival Akritas Estimator Learner

mlr_learners_surv.aorsf LearnerSurvAorsf: Accelerated Oblique Random Survival Forest Learner

mlr_learners_surv.bart LearnerSurvLearnerSurvBART: Survival Bayesian Additive Regression Trees Learner

mlr_learners_surv.blackboost LearnerSurvBlackBoost: Gradient Boosting with Regression Trees Survival Learner

mlr_learners_surv.blockforest LearnerSurvBlockForest: BlockForest Survival Learner

mlr_learners_surv.cforest LearnerSurvCForest: Survival Conditional Random Forest Learner

mlr_learners_surv.coxboost LearnerSurvCoxboost: Survival Cox Model with Likelihood Based Boosting Learner

mlr_learners_surv.ctree LearnerSurvCTree: Survival Conditional Inference Tree Learner

mlr_learners_surv.cv_coxboost LearnerSurvCVCoxboost: Survival Cox Model with Cross-Validation Likelihood Based Boosting Learner

mlr_learners_surv.cv_glmnet LearnerSurvCVGlmnet: Cross-Validated GLM with Elastic Net Regularization Survival Learner

mlr_learners_surv.flexible LearnerSurvFlexible: Survival Flexible Parametric Spline Learner

mlr_learners_surv.gamboost LearnerSurvGAMBoost: Boosted Generalized Additive Survival Learner

mlr_learners_surv.gbm LearnerSurvGBM: Survival Gradient Boosting Machine Learner

mlr_learners_surv.glmboost LearnerSurvGLMBoost: Boosted Generalized Linear Survival Learner

mlr_learners_surv.glmnet LearnerSurvGlmnet: GLM with Elastic Net Regularization Survival Learner

mlr_learners_surv.mboost LearnerSurvMBoost: Boosted Generalized Additive Survival Learner

mlr_learners_surv.nelson LearnerSurvNelson: Survival Nelson-Aalen Estimator Learner

mlr_learners_surv.parametric LearnerSurvParametric: Survival Fully Parametric Learner

mlr_learners_surv.penalized LearnerSurvPenalized: Survival L1 and L2 Penalized Cox Learner

mlr_learners_surv.priority_lasso LearnerSurvPriorityLasso: Survival Priority Lasso Learner

mlr_learners_surv.ranger LearnerSurvRanger: Ranger Survival Learner

mlr_learners_surv.rfsrc LearnerSurvRandomForestSRC: Survival Random Forest SRC Learner

mlr_learners_surv.svm LearnerSurvSVM: Survival Support Vector Machine Learner

mlr_learners_surv.xgboost.aft LearnerSurvXgboostAFT: Extreme Gradient Boosting AFT Survival Learner

mlr_learners_surv.xgboost.cox LearnerSurvXgboostCox: Extreme Gradient Boosting Cox Survival Learner

Competing Risks Learners

mlr_learners_cmprsk.rfsrc LearnerCompRisksRandomForestSRC: Random Forest Competing Risks Learner

General

mlr3extralearners mlr3extralearners-package: mlr3extralearners: Extra Learners For mlr3