Package: workflowsets 1.1.0.9000
Simon Couch
workflowsets:Create a Collection of 'tidymodels' Workflows
A workflow is a combination of a model and preprocessors (e.g, a formula, recipe, etc.) (Kuhn and Silge (2021) <https://www.tmwr.org/>). In order to try different combinations of these, an object can be created that contains many workflows. There are functions to create workflows en masse as well as training them and visualizing the results.
Authors:
workflowsets_1.1.0.9000.tar.gz
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workflowsets.pdf |workflowsets.html✨
workflowsets/json (API)
NEWS
| # Installworkflowsets in R: |
| install.packages('workflowsets',repos = c('https://tidymodels.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/tidymodels/workflowsets/issues
- chi_features_res - Chicago Features Example Data
- chi_features_set - Chicago Features Example Data
- two_class_res - Two Class Example Data
- two_class_set - Two Class Example Data
Last updated 4 months agofrom:476178b6b1
Exports:%>%as_workflow_setautoplotcollect_metricscollect_notescollect_predictionscomment_addcomment_getcomment_printcomment_resetextract_fit_engineextract_fit_parsnipextract_moldextract_parameter_dialsextract_parameter_set_dialsextract_preprocessorextract_recipeextract_spec_parsnipextract_workflowextract_workflow_set_resultfit_bestleave_var_out_formulasoption_addoption_add_parametersoption_listoption_removepull_workflowpull_workflow_set_resultrank_resultsupdate_workflow_modelupdate_workflow_recipeworkflow_mapworkflow_set
Dependencies:classcliclockcodetoolscolorspacecpp11data.tablediagramdialsDiceDesigndigestdoFuturedplyrfansifarverforeachfurrrfuturefuture.applygenericsggplot2globalsgluegowerGPfitgtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalhslifecyclelistenvlubridatemagrittrMASSMatrixmgcvmodelenvmunsellnlmennetnumDerivparallellyparsnippillarpkgconfigprettyunitsprodlimprogressrpurrrR6RColorBrewerRcpprecipesrlangrpartrsamplescalessfdshapesliderSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetunetzdbutf8vctrsviridisLitewarpwithrworkflowsyardstick
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Convert existing objects to a workflow set | as_workflow_set |
| Plot the results of a workflow set | autoplot.workflow_set |
| Chicago Features Example Data | chi_features_res chi_features_set |
| Obtain and format results produced by tuning functions for workflow sets | collect_metrics.workflow_set collect_notes.workflow_set collect_predictions.workflow_set |
| Add annotations and comments for workflows | comment_add comment_get comment_print comment_reset |
| Extract elements of workflow sets | extract_fit_engine.workflow_set extract_fit_parsnip.workflow_set extract_mold.workflow_set extract_parameter_dials.workflow_set extract_parameter_set_dials.workflow_set extract_preprocessor.workflow_set extract_recipe.workflow_set extract_spec_parsnip.workflow_set extract_workflow.workflow_set extract_workflow_set_result |
| Fit a model to the numerically optimal configuration | fit_best.workflow_set |
| Create formulas without each predictor | leave_var_out_formulas |
| Add and edit options saved in a workflow set | option_add option_add_parameters option_remove |
| Make a classed list of options | option_list |
| Extract elements from a workflow set | pull_workflow pull_workflow_set_result |
| Rank the results by a metric | rank_results |
| Two Class Example Data | two_class_res two_class_set |
| Update components of a workflow within a workflow set | update_workflow_model update_workflow_recipe |
| Process a series of workflows | workflow_map |
| Generate a set of workflow objects from preprocessing and model objects | workflow_set |
