Package: tune 1.2.1.9000

Max Kuhn

tune: Tidy Tuning Tools

The ability to tune models is important. 'tune' contains functions and classes to be used in conjunction with other 'tidymodels' packages for finding reasonable values of hyper-parameters in models, pre-processing methods, and post-processing steps.

Authors:Max Kuhn [aut, cre], Posit Software, PBC [cph, fnd]

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tune.pdf |tune.html✨
tune/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/tidymodels/tune/issues

On CRAN:

111 exports 274 stars 7.23 score 84 dependencies 34 dependents 8 mentions 724 scripts 28.0k downloads

Last updated 2 days agofrom:5737af77bc. Checks:OK: 7. Indexed: yes.

Exports:.catch_and_log.catch_and_log_fit.config_key_from_metrics.estimate_metrics.filter_perf_metrics.get_extra_col_names.get_fingerprint.get_tune_eval_time_target.get_tune_eval_times.get_tune_metric_names.get_tune_metrics.get_tune_outcome_names.get_tune_parameter_names.get_tune_parameters.get_tune_workflow.load_namespace.stash_last_result.use_case_weights_with_yardstickaugmentautoplotcheck_eval_time_argcheck_initialcheck_metric_in_tune_resultscheck_metricscheck_metrics_argcheck_parameterscheck_rsetcheck_timecheck_workflowchoose_eval_timechoose_metriccollect_extractscollect_metricscollect_notescollect_predictionscompute_metricsconf_boundconf_mat_resampledcontrol_bayescontrol_gridcontrol_last_fitcontrol_resamplescoord_obs_predempty_ellipsesencode_setestimate_tune_resultsexp_improveexpo_decayextract_fit_engineextract_fit_parsnipextract_modelextract_moldextract_parameter_set_dialsextract_preprocessorextract_recipeextract_spec_parsnipextract_workflowfilter_parametersfinalize_modelfinalize_recipefinalize_workflowfinalize_workflow_preprocessorfirst_eval_timefirst_metricfit_bestfit_max_valuefit_resamplesforge_from_workflowget_metric_timeget_tune_colorsinitialize_catalogint_pctlis_preprocessoris_recipeis_workflowlast_fitload_pkgsmaybe_choose_eval_timemessage_wrapmetrics_infomin_gridmin_grid.boost_treemin_grid.C5_rulesmin_grid.cubist_rulesmin_grid.linear_regmin_grid.logistic_regmin_grid.marsmin_grid.multinom_regmin_grid.nearest_neighbormin_grid.plsmin_grid.poisson_regmin_grid.rule_fitnew_backend_optionsnew_iteration_resultsoutcome_namesparametersprob_improvepull_rset_attributesrequired_pkgsselect_bestselect_by_one_std_errselect_by_pct_lossshow_bestshow_notestunabletunetune_argstune_bayestune_gridval_class_and_singleval_class_or_null

Dependencies:classcliclockcodetoolscolorspacecpp11data.tablediagramdialsDiceDesigndigestdoFuturedplyrfansifarverforeachfurrrfuturefuture.applygenericsggplot2globalsgluegowerGPfitgtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalhslifecyclelistenvlubridatemagrittrMASSMatrixmgcvmodelenvmunsellnlmennetnumDerivparallellyparsnippillarpkgconfigprettyunitsprodlimprogressrpurrrR6RColorBrewerRcpprecipesrlangrpartrsamplescalessfdshapeslidersparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewarpwithrworkflowsyardstick