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address missing crossrefs WARNING
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R/adjust-numeric-calibration.R

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#' @section Data Usage:
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#' This adjustment requires estimation and, as such, different subsets of data
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#' should be used to train it and evaluate its predictions. See the section
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#' by the same name in [workflows::add_tailor()] for more information on
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#' by the same name in `?workflows::add_tailor()` for more information on
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#' preventing data leakage with postprocessors that require estimation. When
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#' situated in a workflow, tailors will automatically be estimated with
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#' appropriate subsets of data.

R/tailor.R

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#' Tailors must be trained with [fit()][fit.tailor()] before being applied to
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#' new data with [predict()][predict.tailor()]. Tailors are tightly integrated
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#' with the [tidymodels](https://tidymodels.org) framework; for greatest ease
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#' of use, situate tailors in model workflows with [workflows::add_tailor()].
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#' of use, situate tailors in model workflows with `?workflows::add_tailor()`.
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#'
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#' @param type Character. The model sub-mode. Possible values are
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#' `"unknown"`, `"regression"`, `"binary"`, or `"multiclass"`. Only required
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#' when used independently of [workflows::add_tailor()].
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#' when used independently of `?workflows::add_tailor()`.
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#' @param outcome <[`tidy-select`][dplyr::dplyr_tidy_select]> Only required
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#' when used independently of [workflows::add_tailor()], and can also be passed
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#' when used independently of `?workflows::add_tailor()`, and can also be passed
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#' at `fit()` time instead. The column name of the outcome variable.
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#' @param estimate <[`tidy-select`][dplyr::dplyr_tidy_select]> Only required
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#' when used independently of [workflows::add_tailor()], and can also be passed
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#' when used independently of `?workflows::add_tailor()`, and can also be passed
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#' at `fit()` time instead. The column name of the point estimate (e.g. predicted
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#' class), In tidymodels, this corresponds to column names `.pred`,
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#' `.pred_class`, or `.pred_time`.
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#' @param probabilities <[`tidy-select`][dplyr::dplyr_tidy_select]> Only required
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#' when used independently of [workflows::add_tailor()] for the `"binary"` or
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#' when used independently of `?workflows::add_tailor()` for the `"binary"` or
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#' `"multiclass"` types, and can also be passed at `fit()` time instead.
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#' The column names of class probability estimates. These should be given in
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#' the order of the factor levels of the `estimate`.
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#' added to a tailor, in the order in which they were applied.
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#'
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#' Users do not need to interface with these methods directly when tailors
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#' are situated inside model workflows with [workflows::add_tailor()].
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#' are situated inside model workflows with `?workflows::add_tailor()`.
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#'
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#' @section Data Usage:
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#'
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#' For others, as in [adjust_numeric_calibration()], adjustments actually
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#' learn from data; in that case, separate subsets of data ought to be used
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#' for training the tailor and evaluating its performance on predictions.
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#' See the Data Usage section in [workflows::add_tailor()] for more information
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#' See the Data Usage section in `?workflows::add_tailor()` for more information
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#' on how tidymodels makes that split; when situated in a model workflow,
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#' tailors will automatically be trained on the appropriate subset of data.
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#'

man/adjust_numeric_calibration.Rd

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man/adjust_probability_calibration.Rd

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man/fit.tailor.Rd

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man/tailor.Rd

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