Package: sl3 1.4.5
sl3: Pipelines for Machine Learning and Super Learning
A modern implementation of the Super Learner prediction algorithm, coupled with a general purpose framework for composing arbitrary pipelines for machine learning tasks.
Authors:
sl3_1.4.5.tar.gz
sl3_1.4.5.zip(r-4.5)sl3_1.4.5.zip(r-4.4)sl3_1.4.5.zip(r-4.3)
sl3_1.4.5.tgz(r-4.4-any)sl3_1.4.5.tgz(r-4.3-any)
sl3_1.4.5.tar.gz(r-4.5-noble)sl3_1.4.5.tar.gz(r-4.4-noble)
sl3_1.4.5.tgz(r-4.4-emscripten)sl3_1.4.5.tgz(r-4.3-emscripten)
sl3.pdf |sl3.html✨
sl3/json (API)
NEWS
# Install 'sl3' in R: |
install.packages('sl3', repos = c('https://ictml-project.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/tlverse/sl3/issues
- bsds - Bicycle sharing time series dataset
- cpp - Subset of growth data from the collaborative perinatal project
- cpp_1yr - Subset of growth data from the collaborative perinatal project
- cpp_imputed - Subset of growth data from the collaborative perinatal project
- density_dat - Simulated data with continuous exposure
data-scienceensemble-learningensemble-modelmachine-learningmodel-selectionregressionstackingstatistics
Last updated 21 days agofrom:c87f76ca1e. Checks:OK: 1 ERROR: 6. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 27 2024 |
R-4.5-win | ERROR | Oct 27 2024 |
R-4.5-linux | ERROR | Oct 27 2024 |
R-4.4-win | ERROR | Oct 27 2024 |
R-4.4-mac | ERROR | Oct 27 2024 |
R-4.3-win | ERROR | Oct 27 2024 |
R-4.3-mac | ERROR | Oct 27 2024 |
Exports:args_to_listCustom_chaincustom_ROCR_riskcustomize_chaincv_sldebug_predictdebug_traindebugonce_predictdebugonce_traindefine_h2o_Xdelayed_learner_fit_chaindelayed_learner_fit_predictdelayed_learner_process_formuladelayed_learner_subset_covariatesdelayed_learner_traindelayed_make_learnerdt_expand_factorsfactor_to_indicatorsimportanceimportance_plotinverse_samplelearner_fit_chainlearner_fit_predictlearner_process_formulalearner_subset_covariateslearner_trainloss_loglik_binomialloss_loglik_multinomialloss_loglik_true_catloss_squared_errorloss_squared_error_multivariateLrnr_arimaLrnr_bartMachineLrnr_baseLrnr_bayesglmLrnr_boundLrnr_caretLrnr_cvLrnr_cv_selectorLrnr_dbartsLrnr_define_interactionsLrnr_density_discretizeLrnr_density_hseLrnr_density_semiparametricLrnr_earthLrnr_expSmoothLrnr_gaLrnr_gamLrnr_gbmLrnr_glmLrnr_glm_fastLrnr_glm_semiparametricLrnr_glmnetLrnr_glmtreeLrnr_grfLrnr_grfcateLrnr_gru_kerasLrnr_gtsLrnr_h2o_classifierLrnr_h2o_glmLrnr_h2o_gridLrnr_h2o_mutatorLrnr_hal9001Lrnr_haldensifyLrnr_HarmonicRegLrnr_htsLrnr_independent_binomialLrnr_lightgbmLrnr_lstm_kerasLrnr_meanLrnr_multiple_tsLrnr_multivariateLrnr_nnetLrnr_nnlsLrnr_optimLrnr_pcaLrnr_pkg_SuperLearnerLrnr_pkg_SuperLearner_methodLrnr_pkg_SuperLearner_screenerLrnr_polsplineLrnr_pooled_hazardsLrnr_randomForestLrnr_rangerLrnr_revere_taskLrnr_rpartLrnr_rugarchLrnr_screener_augmentLrnr_screener_coefsLrnr_screener_correlationLrnr_screener_importanceLrnr_slLrnr_solnpLrnr_solnp_densityLrnr_stratifiedLrnr_subset_covariatesLrnr_svmLrnr_ts_weightsLrnr_tsDynLrnr_xgboostmake_learnermake_learner_stackmake_sl3_Taskmetalearner_linearmetalearner_linear_multinomialmetalearner_linear_multivariatemetalearner_logistic_binomialpack_predictionsPipelinepooled_hazard_taskpredict_classesprediction_plotprocess_datarisksafe_dimShared_Datasl3_debug_modesl3_list_learnerssl3_list_propertiessl3_revere_Tasksl3_Tasksl3OptionsStacksubset_foldstrain_taskundebug_learnerunpack_predictionsvalidation_taskvariable_typeVariable_Typewrite_learner_template
Dependencies:abindassertthatbackportsbase64encBBmiscbitopsbslibcachemcaretcaToolscheckmateclasscliclockcodetoolscolorspacecpp11crayondata.tabledelayeddiagramdigestdplyre1071evaluatefansifarverfastmapfontawesomeforeachfsfuturefuture.applygenericsggplot2globalsgluegowergplotsgtablegtoolshardhathighrhmshtmltoolshtmlwidgetsigraphipredisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmemoisemgcvmimeModelMetricsmunsellnlmennetnumDerivorigamiparallellypillarpkgconfigplyrprettyunitspROCprodlimprogressprogressrproxypurrrR.methodsS3R.ooR.utilsR6rappdirsrbibutilsRColorBrewerRcppRdpackrecipesreshape2rlangrmarkdownROCRrpartrstackdequesassscalesshapeSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetinytextzdbutf8uuidvctrsviridisLitevisNetworkwithrxfunyaml