Package: workflows 1.1.4.9000
workflows: Modeling Workflows
Managing both a 'parsnip' model and a preprocessor, such as a model formula or recipe from 'recipes', can often be challenging. The goal of 'workflows' is to streamline this process by bundling the model alongside the preprocessor, all within the same object.
Authors:
workflows_1.1.4.9000.tar.gz
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workflows_1.1.4.9000.tgz(r-4.4-any)workflows_1.1.4.9000.tgz(r-4.3-any)
workflows_1.1.4.9000.tar.gz(r-4.5-noble)workflows_1.1.4.9000.tar.gz(r-4.4-noble)
workflows_1.1.4.9000.tgz(r-4.4-emscripten)workflows_1.1.4.9000.tgz(r-4.3-emscripten)
workflows.pdf |workflows.html✨
workflows/json (API)
NEWS
# Install 'workflows' in R: |
install.packages('workflows', repos = c('https://tidymodels.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/tidymodels/workflows/issues
Pkgdown site:https://workflows.tidymodels.org
Last updated 24 days agofrom:784d0fd897. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Dec 02 2024 |
R-4.5-win | OK | Dec 02 2024 |
R-4.5-linux | OK | Dec 02 2024 |
R-4.4-win | OK | Dec 02 2024 |
R-4.4-mac | OK | Dec 02 2024 |
R-4.3-win | OK | Dec 02 2024 |
R-4.3-mac | OK | Dec 02 2024 |
Exports:.fit_finalize.fit_model.fit_post.fit_pre.workflow_includes_calibrationadd_case_weightsadd_formulaadd_modeladd_recipeadd_tailoradd_variablescontrol_workflowextract_fit_engineextract_fit_parsnipextract_fit_timeextract_moldextract_parameter_dialsextract_parameter_set_dialsextract_postprocessorextract_preprocessorextract_recipeextract_spec_parsnipfitis_trained_workflowpull_workflow_fitpull_workflow_moldpull_workflow_prepped_recipepull_workflow_preprocessorpull_workflow_specremove_case_weightsremove_formularemove_modelremove_reciperemove_tailorremove_variablesrequired_pkgsupdate_case_weightsupdate_formulaupdate_modelupdate_recipeupdate_tailorupdate_variablesworkflowworkflow_variables
Dependencies:clicodetoolscolorspacecpp11dplyrfansifarvergenericsggplot2globalsgluegtablehardhatisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmodelenvmunsellnlmeparsnippillarpkgconfigprettyunitspurrrR6RColorBrewerrlangscalessparsevctrsstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Add case weights to a workflow | add_case_weights remove_case_weights update_case_weights |
Add formula terms to a workflow | add_formula remove_formula update_formula |
Add a model to a workflow | add_model remove_model update_model |
Add a recipe to a workflow | add_recipe remove_recipe update_recipe |
Add a tailor to a workflow | add_tailor remove_tailor update_tailor |
Add variables to a workflow | add_variables remove_variables update_variables workflow_variables |
Augment data with predictions | augment.workflow |
Control object for a workflow | control_workflow |
Extract elements of a workflow | extract-workflow extract_fit_engine.workflow extract_fit_parsnip.workflow extract_fit_time.workflow extract_mold.workflow extract_parameter_dials.workflow extract_parameter_set_dials.workflow extract_postprocessor.workflow extract_preprocessor.workflow extract_recipe.workflow extract_spec_parsnip.workflow |
Fit a workflow object | fit-workflow fit.workflow |
Glance at a workflow model | glance.workflow |
Determine if a workflow has been trained | is_trained_workflow |
Predict from a workflow | predict-workflow predict.workflow |
Tidy a workflow | tidy.workflow |
Create a workflow | workflow |
Butcher methods for a workflow | axe_call.workflow axe_ctrl.workflow axe_data.workflow axe_env.workflow axe_fitted.workflow workflow-butcher |