Files in mlr-org/mlr3

Machine Learning in R - Next Generation

.github/CODE_OF_CONDUCT.md CONTRIBUTING.md NEWS.md R/BenchmarkResult.R R/DataBackend.R R/DataBackendCbind.R R/DataBackendDataTable.R R/DataBackendMatrix.R R/DataBackendRbind.R R/DataBackendRename.R R/HotstartStack.R R/Learner.R R/LearnerClassif.R R/LearnerClassifDebug.R R/LearnerClassifFeatureless.R R/LearnerClassifRpart.R R/LearnerRegr.R R/LearnerRegrDebug.R R/LearnerRegrFeatureless.R R/LearnerRegrRpart.R R/Measure.R R/MeasureAIC.R R/MeasureBIC.R R/MeasureClassif.R R/MeasureClassifCosts.R R/MeasureDebug.R R/MeasureElapsedTime.R R/MeasureInternalValidScore.R R/MeasureOOBError.R R/MeasureRegr.R R/MeasureSelectedFeatures.R R/MeasureSimilarity.R R/MeasureSimple.R R/Prediction.R R/PredictionClassif.R R/PredictionData.R R/PredictionDataClassif.R R/PredictionDataRegr.R R/PredictionRegr.R R/ResampleResult.R R/Resampling.R R/ResamplingBootstrap.R R/ResamplingCV.R R/ResamplingCustom.R R/ResamplingCustomCV.R R/ResamplingHoldout.R R/ResamplingInsample.R R/ResamplingLOO.R R/ResamplingRepeatedCV.R R/ResamplingSubsampling.R R/ResultData.R R/Task.R R/TaskClassif.R R/TaskClassif_breast_cancer.R R/TaskClassif_german_credit.R R/TaskClassif_iris.R R/TaskClassif_penguins.R R/TaskClassif_pima.R R/TaskClassif_sonar.R R/TaskClassif_spam.R R/TaskClassif_wine.R R/TaskClassif_zoo.R R/TaskGenerator.R R/TaskGenerator2DNormals.R R/TaskGeneratorCassini.R R/TaskGeneratorCircle.R R/TaskGeneratorFriedman1.R R/TaskGeneratorMoons.R R/TaskGeneratorSimplex.R R/TaskGeneratorSmiley.R R/TaskGeneratorSpirals.R R/TaskGeneratorXor.R R/TaskRegr.R R/TaskRegr_boston_housing.R R/TaskRegr_mtcars.R R/TaskSupervised.R R/TaskUnsupervised.R R/as_benchmark_result.R R/as_data_backend.R R/as_learner.R R/as_measure.R R/as_prediction.R R/as_prediction_classif.R R/as_prediction_data.R R/as_prediction_regr.R R/as_resample_result.R R/as_resampling.R R/as_result_data.R R/as_task.R R/as_task_classif.R R/as_task_regr.R R/as_task_unsupervised.R R/assertions.R R/auto_convert.R R/benchmark.R R/benchmark_grid.R R/bibentries.R R/default_measures.R R/fix_factor_levels.R R/helper.R R/helper_data_table.R R/helper_exec.R R/helper_hashes.R R/helper_print.R R/install_pkgs.R R/marshal.R R/mlr_learners.R R/mlr_measures.R R/mlr_reflections.R R/mlr_resamplings.R R/mlr_sugar.R R/mlr_task_generators.R R/mlr_tasks.R R/mlr_test_helpers.R R/partition.R R/predict.R R/reexports.R R/resample.R R/set_threads.R R/set_validate.R R/task_converters.R R/worker.R R/zzz.R README.Rmd README.md inst/extdata/german_credit.R inst/extdata/spam.R inst/extdata/wine.R inst/testthat/helper_autotest.R inst/testthat/helper_debugging.R inst/testthat/helper_expectations.R inst/testthat/helper_misc.R man-roxygen/field_col_hashes.R man-roxygen/field_hash.R man-roxygen/field_id.R man-roxygen/field_iters.R man-roxygen/field_label.R man-roxygen/field_man.R man-roxygen/field_packages.R man-roxygen/field_param_set.R man-roxygen/field_predict_sets.R man-roxygen/field_task_type.R man-roxygen/learner.R man-roxygen/measure.R man-roxygen/measure_binary.R man-roxygen/measure_classif.R man-roxygen/measure_regr.R man-roxygen/measure_similarity.R man-roxygen/param_aggregator.R man-roxygen/param_allow_hotstart.R man-roxygen/param_average.R man-roxygen/param_backend.R man-roxygen/param_clone.R man-roxygen/param_cols.R man-roxygen/param_convert_predictions.R man-roxygen/param_data_format.R man-roxygen/param_data_formats.R man-roxygen/param_encapsulate.R man-roxygen/param_extra_args.R man-roxygen/param_feature_types.R man-roxygen/param_id.R man-roxygen/param_label.R man-roxygen/param_learner_properties.R man-roxygen/param_man.R man-roxygen/param_measure_properties.R man-roxygen/param_measures.R man-roxygen/param_minimize.R man-roxygen/param_na_rm.R man-roxygen/param_packages.R man-roxygen/param_param_set.R man-roxygen/param_param_values.R man-roxygen/param_predict_sets.R man-roxygen/param_predict_type.R man-roxygen/param_predict_types.R man-roxygen/param_primary_key.R man-roxygen/param_range.R man-roxygen/param_row_ids.R man-roxygen/param_rows.R man-roxygen/param_store_backends.R man-roxygen/param_store_models.R man-roxygen/param_target.R man-roxygen/param_task_properties.R man-roxygen/param_task_type.R man-roxygen/param_unmarshal.R man-roxygen/param_view.R man-roxygen/resampling.R man-roxygen/section_logging.R man-roxygen/section_parallelization.R man-roxygen/section_predict_sets.R man-roxygen/section_progress_bars.R man-roxygen/seealso_benchmark.R man-roxygen/seealso_databackend.R man-roxygen/seealso_learner.R man-roxygen/seealso_measure.R man-roxygen/seealso_prediction.R man-roxygen/seealso_resample.R man-roxygen/seealso_resampling.R man-roxygen/seealso_task.R man-roxygen/seealso_task_generator.R man-roxygen/task.R man-roxygen/task_generator.R man/BenchmarkResult.Rd man/DataBackend.Rd man/DataBackendDataTable.Rd man/DataBackendMatrix.Rd man/HotstartStack.Rd man/Learner.Rd man/LearnerClassif.Rd man/LearnerRegr.Rd man/Measure.Rd man/MeasureClassif.Rd man/MeasureRegr.Rd man/MeasureSimilarity.Rd man/Prediction.Rd man/PredictionClassif.Rd man/PredictionData.Rd man/PredictionRegr.Rd man/ResampleResult.Rd man/Resampling.Rd man/ResultData.Rd man/Task.Rd man/TaskClassif.Rd man/TaskGenerator.Rd man/TaskRegr.Rd man/TaskSupervised.Rd man/TaskUnsupervised.Rd man/as_benchmark_result.Rd man/as_data_backend.Rd man/as_learner.Rd man/as_measure.Rd man/as_prediction.Rd man/as_prediction_classif.Rd man/as_prediction_data.Rd man/as_prediction_regr.Rd man/as_resample_result.Rd man/as_resampling.Rd man/as_result_data.Rd man/as_task.Rd man/as_task_classif.Rd man/as_task_regr.Rd man/as_task_unsupervised.Rd man/auto_convert.Rd man/benchmark.Rd man/benchmark_grid.Rd man/col_info.Rd man/convert_task.Rd man/default_measures.Rd man/install_pkgs.Rd man/marshaling.Rd man/mlr3-package.Rd man/mlr_assertions.Rd man/mlr_learners.Rd man/mlr_learners_classif.debug.Rd man/mlr_learners_classif.featureless.Rd man/mlr_learners_classif.rpart.Rd man/mlr_learners_regr.debug.Rd man/mlr_learners_regr.featureless.Rd man/mlr_learners_regr.rpart.Rd man/mlr_measures.Rd man/mlr_measures_aic.Rd man/mlr_measures_bic.Rd man/mlr_measures_classif.acc.Rd man/mlr_measures_classif.auc.Rd man/mlr_measures_classif.bacc.Rd man/mlr_measures_classif.bbrier.Rd man/mlr_measures_classif.ce.Rd man/mlr_measures_classif.costs.Rd man/mlr_measures_classif.dor.Rd man/mlr_measures_classif.fbeta.Rd man/mlr_measures_classif.fdr.Rd man/mlr_measures_classif.fn.Rd man/mlr_measures_classif.fnr.Rd man/mlr_measures_classif.fomr.Rd man/mlr_measures_classif.fp.Rd man/mlr_measures_classif.fpr.Rd man/mlr_measures_classif.logloss.Rd man/mlr_measures_classif.mauc_au1p.Rd man/mlr_measures_classif.mauc_au1u.Rd man/mlr_measures_classif.mauc_aunp.Rd man/mlr_measures_classif.mauc_aunu.Rd man/mlr_measures_classif.mbrier.Rd man/mlr_measures_classif.mcc.Rd man/mlr_measures_classif.npv.Rd man/mlr_measures_classif.ppv.Rd man/mlr_measures_classif.prauc.Rd man/mlr_measures_classif.precision.Rd man/mlr_measures_classif.recall.Rd man/mlr_measures_classif.sensitivity.Rd man/mlr_measures_classif.specificity.Rd man/mlr_measures_classif.tn.Rd man/mlr_measures_classif.tnr.Rd man/mlr_measures_classif.tp.Rd man/mlr_measures_classif.tpr.Rd man/mlr_measures_debug_classif.Rd man/mlr_measures_elapsed_time.Rd man/mlr_measures_internal_valid_score.Rd man/mlr_measures_oob_error.Rd man/mlr_measures_regr.bias.Rd man/mlr_measures_regr.ktau.Rd man/mlr_measures_regr.mae.Rd man/mlr_measures_regr.mape.Rd man/mlr_measures_regr.maxae.Rd man/mlr_measures_regr.medae.Rd man/mlr_measures_regr.medse.Rd man/mlr_measures_regr.mse.Rd man/mlr_measures_regr.msle.Rd man/mlr_measures_regr.pbias.Rd man/mlr_measures_regr.rae.Rd man/mlr_measures_regr.rmse.Rd man/mlr_measures_regr.rmsle.Rd man/mlr_measures_regr.rrse.Rd man/mlr_measures_regr.rse.Rd man/mlr_measures_regr.rsq.Rd man/mlr_measures_regr.sae.Rd man/mlr_measures_regr.smape.Rd man/mlr_measures_regr.srho.Rd man/mlr_measures_regr.sse.Rd man/mlr_measures_selected_features.Rd man/mlr_measures_sim.jaccard.Rd man/mlr_measures_sim.phi.Rd man/mlr_reflections.Rd man/mlr_resamplings.Rd man/mlr_resamplings_bootstrap.Rd man/mlr_resamplings_custom.Rd man/mlr_resamplings_custom_cv.Rd man/mlr_resamplings_cv.Rd man/mlr_resamplings_holdout.Rd man/mlr_resamplings_insample.Rd man/mlr_resamplings_loo.Rd man/mlr_resamplings_repeated_cv.Rd man/mlr_resamplings_subsampling.Rd man/mlr_sugar.Rd man/mlr_task_generators.Rd man/mlr_task_generators_2dnormals.Rd man/mlr_task_generators_cassini.Rd man/mlr_task_generators_circle.Rd man/mlr_task_generators_friedman1.Rd man/mlr_task_generators_moons.Rd man/mlr_task_generators_simplex.Rd man/mlr_task_generators_smiley.Rd man/mlr_task_generators_spirals.Rd man/mlr_task_generators_xor.Rd man/mlr_tasks.Rd man/mlr_tasks_boston_housing.Rd man/mlr_tasks_breast_cancer.Rd man/mlr_tasks_german_credit.Rd man/mlr_tasks_iris.Rd man/mlr_tasks_mtcars.Rd man/mlr_tasks_penguins.Rd man/mlr_tasks_pima.Rd man/mlr_tasks_sonar.Rd man/mlr_tasks_spam.Rd man/mlr_tasks_wine.Rd man/mlr_tasks_zoo.Rd man/mlr_test_helpers.Rd man/partition.Rd man/predict.Learner.Rd man/reexports.Rd man/resample.Rd man/set_threads.Rd paper/paper.md tests/testthat.R tests/testthat/helper.R tests/testthat/helper_resampling.R tests/testthat/setup.R tests/testthat/teardown.R tests/testthat/test_DataBackend.R tests/testthat/test_DataBackendCbind.R tests/testthat/test_DataBackendDataTable.R tests/testthat/test_DataBackendMatrix.R tests/testthat/test_DataBackendRbind.R tests/testthat/test_DataBackendRename.R tests/testthat/test_Dictionary.R tests/testthat/test_HotstartStack.R tests/testthat/test_Learner.R tests/testthat/test_Measure.R tests/testthat/test_MeasureClassif.R tests/testthat/test_MeasureInternalValidScore.R tests/testthat/test_MeasureRegr.R tests/testthat/test_PredictionClassif.R tests/testthat/test_PredictionDataClassif.R tests/testthat/test_PredictionDataRegr.R tests/testthat/test_PredictionRegr.R tests/testthat/test_Resampling.R tests/testthat/test_Task.R tests/testthat/test_TaskClassif.R tests/testthat/test_TaskRegr.R tests/testthat/test_TaskSupervised.R tests/testthat/test_TaskUnsupervised.R tests/testthat/test_as_learner.R tests/testthat/test_as_measure.R tests/testthat/test_as_resampling.R tests/testthat/test_as_task.R tests/testthat/test_auto_convert.R tests/testthat/test_benchmark.R tests/testthat/test_convert_task.R tests/testthat/test_encapsulate.R tests/testthat/test_errorhandling.R tests/testthat/test_expectations.R tests/testthat/test_fallback.R tests/testthat/test_hashes.R tests/testthat/test_hotstart.R tests/testthat/test_install_pkgs.R tests/testthat/test_lgr.R tests/testthat/test_marshal.R tests/testthat/test_mlr_learners.R tests/testthat/test_mlr_learners_classif_debug.R tests/testthat/test_mlr_learners_classif_featureless.R tests/testthat/test_mlr_learners_classif_rpart.R tests/testthat/test_mlr_learners_regr_featureless.R tests/testthat/test_mlr_learners_regr_rpart.R tests/testthat/test_mlr_measures.R tests/testthat/test_mlr_measures_classif.auc.R tests/testthat/test_mlr_measures_classif.costs.R tests/testthat/test_mlr_measures_selected_features.R tests/testthat/test_mlr_measures_similarity.R tests/testthat/test_mlr_reflections.R tests/testthat/test_mlr_resampling_bootstrap.R tests/testthat/test_mlr_resampling_custom.R tests/testthat/test_mlr_resampling_cv.R tests/testthat/test_mlr_resampling_holdout.R tests/testthat/test_mlr_resampling_loo.R tests/testthat/test_mlr_resampling_repeated_cv.R tests/testthat/test_mlr_resampling_subsampling.R tests/testthat/test_mlr_resamplings.R tests/testthat/test_mlr_sugar.R tests/testthat/test_mlr_task_generators.R tests/testthat/test_mlr_tasks.R tests/testthat/test_parallel.R tests/testthat/test_partition.R tests/testthat/test_predict.R tests/testthat/test_resample.R tests/testthat/test_resampling_insample.R tests/testthat/test_resultdata.R tests/testthat/test_set_threads.R