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url: https://nestedtune.tidymodels.org
template:
package: tidytemplate
bootstrap: 5
bslib:
danger: "#CA225E"
primary: "#CA225E"
includes:
in_header: |
<script src="https://cdn.jsdelivr.net/gh/posit-dev/supported-by-posit/js/badge.min.js" data-max-height="43" data-hide-below="1200" data-light-bg="#666f76" data-light-fg="#f9f9f9"></script>
<script defer data-domain="nestedtune.tidymodels.org,all.tidymodels.org" src="https://plausible.io/js/plausible.js"></script>
articles:
- title: Guides
navbar: Guides
contents:
- nested-cv
- estimate
- tuners
- results
- title: Articles
navbar: Articles
contents:
- articles/parallel
reference:
- title: Nested resampling
desc: >
Build the design the outer loop runs on: one outer fold per row, with that
fold's inner resamples beside it, and no copy of the data per fold.
contents:
- nested_resamples
- title: Running the loop
desc: >
Tune on each outer fold's inner resamples, select a candidate, then fit and
score it on the outer split, keeping what every fold chose. A workflow with
nothing to tune and a whole workflow set run on the same design.
contents:
- nested_tune_grid
- nested_tune_bayes
- nested_tune_race
- nested_tune_sim_anneal
- nested_fit_resamples
- nested_workflow_map
- collect_metrics.nested_results
- collect_selections
- collect_predictions.nested_results
- compute_metrics.nested_results
- augment.nested_results
- print.nested_results
- summary.nested_results
- predict.nested_results
- autoplot.nested_results
- agreement
- extract_procedure
- selection_rule
- collect_metrics.nested_results_set
- print.nested_results_set
- extract_workflow.nested_results_set
- summary.nested_results_set
- title: The final model
desc: >
Run the recorded tuning procedure once more with the whole dataset in hand
and get back the model to deploy. It is its own object, never a field on
the results.
contents:
- nested_final_fit
- print.nested_final_fit
- summary.nested_final_fit
- predict.nested_final_fit
- extract-nested_final_fit
- extract_tune_results
- extract_scored_candidates
- title: Re-exports
contents:
- reexports