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 a Default Measure
LearnerLearner Class
LearnerClassifClassification Learner
LearnerRegrRegression Learner
MeasureMeasure Class
MeasureClassifClassification Measure
MeasureRegrRegression 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.featurelessFeatureless Regression Learner
mlr_learners_regr.rpartRegression Tree Learner
mlr_measuresDictionary of Performance Measures
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 Errors
mlr_measures_regr.mapeMean Absolute Percent Error
mlr_measures_regr.maxaeMax Absolute Error
mlr_measures_regr.medaeMedian Absolute Errors
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_reflectionsReflections for mlr3
mlr_resamplingsDictionary of Resampling Strategies
mlr_resamplings_bootstrapBootstrap Resampling
mlr_resamplings_customCustom Resampling
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
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 5, 2021, 5:08 p.m.