Man pages for mlr3
Machine Learning in R - Next Generation

as_benchmark_resultConvert to BenchmarkResult
as_data_backendCreate a Data Backend
as_learnerConvert to a Learner
as_measureConvert to a Measure
as_predictionConvert to a Prediction
as_prediction_classifConvert to a Classification Prediction
as_prediction_dataPredictionData
as_prediction_regrConvert to a Regression Prediction
as_resample_resultConvert to ResampleResult
as_resamplingConvert to a Resampling
as_result_dataConvert to ResultData
as_taskConvert to a Task
as_task_classifConvert to a Classification Task
as_task_regrConvert to a Regression Task
auto_convertColumn Auto-Converter
benchmarkBenchmark Multiple Learners on Multiple Tasks
benchmark_gridGenerate a Benchmark Grid Design
BenchmarkResultContainer for Benchmarking Results
convert_taskConvert a Task from One Type to Another
DataBackendDataBackend
DataBackendDataTableDataBackend for data.table
DataBackendMatrixDataBackend for Matrix
default_measuresGet the Default Measure
HotstartStackStack for Hot Start Learners
install_pkgsInstall (Missing) Packages
LearnerLearner Class
LearnerClassifClassification Learner
LearnerRegrRegression Learner
MeasureMeasure Class
MeasureClassifClassification Measure
MeasureRegrRegression Measure
MeasureSimilaritySimilarity Measure
mlr3-packagemlr3: Machine Learning in R - Next Generation
mlr_assertionsAssertion for mlr3 Objects
mlr_learnersDictionary of Learners
mlr_learners_classif.debugClassification Learner for Debugging
mlr_learners_classif.featurelessFeatureless Classification Learner
mlr_learners_classif.rpartClassification Tree Learner
mlr_learners_regr.debugRegression Learner for Debugging
mlr_learners_regr.featurelessFeatureless Regression Learner
mlr_learners_regr.rpartRegression Tree Learner
mlr_measuresDictionary of Performance Measures
mlr_measures_aicAkaike Information Criterion Measure
mlr_measures_bicBayesian Information Criterion Measure
mlr_measures_classif.accClassification Accuracy
mlr_measures_classif.aucArea Under the ROC Curve
mlr_measures_classif.baccBalanced Accuracy
mlr_measures_classif.bbrierBinary Brier Score
mlr_measures_classif.ceClassification Error
mlr_measures_classif.costsCost-sensitive Classification Measure
mlr_measures_classif.dorDiagnostic Odds Ratio
mlr_measures_classif.fbetaF-beta Score
mlr_measures_classif.fdrFalse Discovery Rate
mlr_measures_classif.fnFalse Negatives
mlr_measures_classif.fnrFalse Negative Rate
mlr_measures_classif.fomrFalse Omission Rate
mlr_measures_classif.fpFalse Positives
mlr_measures_classif.fprFalse Positive Rate
mlr_measures_classif.loglossLog Loss
mlr_measures_classif.mbrierMulticlass Brier Score
mlr_measures_classif.mccMatthews Correlation Coefficient
mlr_measures_classif.npvNegative Predictive Value
mlr_measures_classif.ppvPositive Predictive Value
mlr_measures_classif.praucArea Under the Precision-Recall Curve
mlr_measures_classif.precisionPositive Predictive Value
mlr_measures_classif.recallTrue Positive Rate
mlr_measures_classif.sensitivityTrue Positive Rate
mlr_measures_classif.specificityTrue Negative Rate
mlr_measures_classif.tnTrue Negatives
mlr_measures_classif.tnrTrue Negative Rate
mlr_measures_classif.tpTrue Positives
mlr_measures_classif.tprTrue Positive Rate
mlr_measures_debugDebug Measure
mlr_measures_elapsed_timeElapsed Time Measure
mlr_measures_oob_errorOut-of-bag Error Measure
mlr_measures_regr.biasBias
mlr_measures_regr.ktauKendall's tau
mlr_measures_regr.maeMean Absolute Error
mlr_measures_regr.mapeMean Absolute Percent Error
mlr_measures_regr.maxaeMax Absolute Error
mlr_measures_regr.medaeMedian Absolute Error
mlr_measures_regr.medseMedian Squared Error
mlr_measures_regr.mseMean Squared Error
mlr_measures_regr.msleMean Squared Log Error
mlr_measures_regr.pbiasPercent Bias
mlr_measures_regr.raeRelative Absolute Error
mlr_measures_regr.rmseRoot Mean Squared Error
mlr_measures_regr.rmsleRoot Mean Squared Log Error
mlr_measures_regr.rrseRoot Relative Squared Error
mlr_measures_regr.rseRelative Squared Error
mlr_measures_regr.rsqR Squared
mlr_measures_regr.saeSum of Absolute Errors
mlr_measures_regr.smapeSymmetric Mean Absolute Percent Error
mlr_measures_regr.srhoSpearman's rho
mlr_measures_regr.sseSum of Squared Errors
mlr_measures_selected_featuresSelected Features Measure
mlr_measures_sim.jaccardJaccard Similarity Index
mlr_measures_sim.phiPhi Coefficient Similarity
mlr_reflectionsReflections for mlr3
mlr_resamplingsDictionary of Resampling Strategies
mlr_resamplings_bootstrapBootstrap Resampling
mlr_resamplings_customCustom Resampling
mlr_resamplings_custom_cvCustom Cross-Validation
mlr_resamplings_cvCross-Validation Resampling
mlr_resamplings_holdoutHoldout Resampling
mlr_resamplings_insampleInsample Resampling
mlr_resamplings_looLeave-One-Out Cross-Validation
mlr_resamplings_repeated_cvRepeated Cross-Validation Resampling
mlr_resamplings_subsamplingSubsampling Resampling
mlr_sugarSyntactic Sugar for Object Construction
mlr_task_generatorsDictionary of Task Generators
mlr_task_generators_2dnormals2D Normals Classification Task Generator
mlr_task_generators_cassiniCassini Classification Task Generator
mlr_task_generators_circleCircle Classification Task Generator
mlr_task_generators_friedman1Friedman1 Regression Task Generator
mlr_task_generators_moonsMoons Classification Task Generator
mlr_task_generators_simplexSimplex Classification Task Generator
mlr_task_generators_smileySmiley Classification Task Generator
mlr_task_generators_spiralsSpiral Classification Task Generator
mlr_task_generators_xorXOR Classification Task Generator
mlr_tasksDictionary of Tasks
mlr_tasks_boston_housingBoston Housing Regression Task
mlr_tasks_breast_cancerWisconsin Breast Cancer Classification Task
mlr_tasks_german_creditGerman Credit Classification Task
mlr_tasks_irisIris Classification Task
mlr_tasks_mtcarsMotor Trend Regression Task
mlr_tasks_penguinsPalmer Penguins Data Set
mlr_tasks_pimaPima Indian Diabetes Classification Task
mlr_tasks_sonarSonar Classification Task
mlr_tasks_spamSpam Classification Task
mlr_tasks_wineWine Classification Task
mlr_tasks_zooZoo Classification Task
partitionManually Partition into Training and Test Set
PredictionAbstract Prediction Object
PredictionClassifPrediction Object for Classification
PredictionDataConvert to PredictionData
PredictionRegrPrediction Object for Regression
predict.LearnerPredict Method for Learners
reexportsObjects exported from other packages
resampleResample a Learner on a Task
ResampleResultContainer for Results of 'resample()'
ResamplingResampling Class
ResultDataResultData
set_threadsSet the Number of Threads
TaskTask Class
TaskClassifClassification Task
TaskGeneratorTaskGenerator Class
TaskRegrRegression Task
TaskSupervisedSupervised Task
TaskUnsupervisedUnsupervised Task
mlr3 documentation built on March 18, 2022, 7:33 p.m.