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Helpers

create_learner()
Create a New Learner
list_mlr3learners()
List Learners in mlr3verse
install_catboost()
Install catboost
install_learners()
Install Learner Dependencies
reexports
Objects exported from other packages

Classification Learners

mlr_learners_classif.AdaBoostM1
Classification AdaBoostM1 Learner
mlr_learners_classif.C50
Classification C5.0 Learner
mlr_learners_classif.IBk
Classification IBk Learner
mlr_learners_classif.J48
Classification J48 Learner
mlr_learners_classif.JRip
Classification JRip Learner
mlr_learners_classif.LMT
Classification Logistic Model Trees Learner
mlr_learners_classif.OneR
Classification OneR Learner
mlr_learners_classif.PART
Classification PART Learner
mlr_learners_classif.bart
Classification BART (Bayesian Additive Regression Trees) Learner
mlr_learners_classif.catboost
Gradient Boosted Decision Trees Classification Learner
mlr_learners_classif.cforest
Classification Conditional Random Forest Learner
mlr_learners_classif.ctree
Classification Conditional Inference Tree Learner
mlr_learners_classif.earth
Classification MARS (Multivariate Adaptive Regression Splines) Learner
mlr_learners_classif.extratrees
Classification ExtraTrees Learner
mlr_learners_classif.fnn
Classification Fast Nearest Neighbor Search Learner
mlr_learners_classif.gam
Classification Generalized Additive Model Learner
mlr_learners_classif.gamboost
Boosted Generalized Additive Classification Learner
mlr_learners_classif.gausspr
Classifession Gaussian Process Learner
mlr_learners_classif.gbm
Classification Gradient Boosting Machine Learner
mlr_learners_classif.glmboost
Boosted Generalized Linear Classification Learner
mlr_learners_classif.ksvm
Classification Kernlab Support Vector Machine
mlr_learners_classif.liblinear
LiblineaR Classification Learner
mlr_learners_classif.lightgbm
Classification Light GBM Learner
mlr_learners_classif.lssvm
Classification Least Squares Support Vector Machine Learner
mlr_learners_classif.mob
Classification Model-based Recursive Partitioning Learner
mlr_learners_classif.randomForest
Classification Random Forest Learner
mlr_learners_classif.rfsrc
Classification Random Forest SRC Learner

Regression Learners

mlr_learners_regr.IBk
Regression IBk Learner
mlr_learners_regr.M5Rules
Regression M5Rules Learner
mlr_learners_regr.bart
Regression BART (Bayesian Additive Regression Trees) Learner
mlr_learners_regr.catboost
Gradient Boosted Decision Trees Regression Learner
mlr_learners_regr.cforest
Regression Conditional Random Forest Learner
mlr_learners_regr.ctree
Regression Conditional Inference Tree Learner
mlr_learners_regr.cubist
Regression Cubist Learner
mlr_learners_regr.earth
Implementation of Multivariate Adaptive Regression Splines
mlr_learners_regr.extratrees
Regression ExtraTrees Learner
mlr_learners_regr.fnn
Regression Fast Nearest Neighbor Search Learner
mlr_learners_regr.gam
Regression Generalized Additive Model Learner
mlr_learners_regr.gamboost
Boosted Generalized Additive Regression Learner
mlr_learners_regr.gausspr
Regression Gaussian Process Learner
mlr_learners_regr.gbm
Regression Gradient Boosting Machine Learner
mlr_learners_regr.glm
Regression Generalized Linear Model Regression Learner
mlr_learners_regr.glmboost
Boosted Generalized Linear Regression Learner
mlr_learners_regr.ksvm
Regression Kernlab Support Vector Machine
mlr_learners_regr.liblinear
L2-Regularized Support Vector Regression Learner
mlr_learners_regr.lightgbm
Regression Light GBM Learner
mlr_learners_regr.mars
Regression Mars Learner
mlr_learners_regr.mob
Regression Model-based Recursive Partitioning Learner
mlr_learners_regr.randomForest
Regression Random Forest Learner
mlr_learners_regr.rfsrc
Regression Random Forest SRC Learner
mlr_learners_regr.rvm
Regression Relevance Vector Machine Learner

Survival Learners

mlr_learners_surv.akritas
Survival Akritas Estimator Learner
mlr_learners_surv.blackboost
Gradient Boosting with Regression Trees Survival Learner
mlr_learners_surv.cforest
Survival Conditional Random Forest Learner
mlr_learners_surv.coxboost
Survival Cox Model with Likelihood Based Boosting Learner
mlr_learners_surv.coxtime
Survival Cox-Time Learner
mlr_learners_surv.ctree
Survival Conditional Inference Tree Learner
mlr_learners_surv.cv_coxboost
Survival Cox Model with Cross-Validation Likelihood Based Boosting Learner
mlr_learners_surv.cv_glmnet
Cross-Validated GLM with Elastic Net Regularization Survival Learner
mlr_learners_surv.deephit
Survival DeepHit Learner
mlr_learners_surv.deepsurv
Survival DeepSurv Learner
mlr_learners_surv.dnnsurv
Survival DNNSurv Learner
mlr_learners_surv.flexible
Survival Flexible Parametric Spline Learner
mlr_learners_surv.gamboost
Boosted Generalized Additive Survival Learner
mlr_learners_surv.gbm
Survival Gradient Boosting Machine Learner
mlr_learners_surv.glmboost
Boosted Generalized Linear Survival Learner
mlr_learners_surv.glmnet
GLM with Elastic Net Regularization Survival Learner
mlr_learners_surv.loghaz
Survival Logistic-Hazard Learner
mlr_learners_surv.mboost
Boosted Generalized Additive Survival Learner
mlr_learners_surv.nelson
Survival Nelson-Aalen Estimator Learner
mlr_learners_surv.obliqueRSF
Survival Oblique Random Survival Forest Learner
mlr_learners_surv.parametric
Survival Fully Parametric Learner
mlr_learners_surv.pchazard
Survival PC-Hazard Learner
mlr_learners_surv.penalized
Survival L1 and L2 Penalized Regression Learner
mlr_learners_surv.ranger
Ranger Survival Learner
mlr_learners_surv.rfsrc
Survival Random Forest SRC Learner
mlr_learners_surv.svm
Survival Support Vector Machine Learner
mlr_learners_surv.xgboost
Extreme Gradient Boosting Survival Learner

Density Learners

mlr_learners_dens.kde_kd
Density Kerdiest Kernel Learner
mlr_learners_dens.kde_ks
Density KS Kernel Learner
mlr_learners_dens.locfit
Density Locfit Learner
mlr_learners_dens.logspline
Density Logspline Learner
mlr_learners_dens.mixed
Density Mixed Data Kernel Learner
mlr_learners_dens.nonpar
Density Nonparametric Learner
mlr_learners_dens.pen
Density Penalized Learner
mlr_learners_dens.plug
Density Plug-In Kernel Learner
mlr_learners_dens.spline
Density Smoothing Splines Learner

General

mlr3extralearners-package
mlr3extralearners: Extra Learners For mlr3