axe-train.recipe {butcher}

Axing a train.recipe object.

Description

train.recipe objects are slightly different from train objects created from the caret package in that it also includes instructions from a recipe for data pre-processing. Axing functions specific to train.recipe are thus included as additional steps are required to remove parts of train.recipe objects.

Usage

## S3 method for class 'train.recipe'
axe_call(x, ...)

## S3 method for class 'train.recipe'
axe_ctrl(x, ...)

## S3 method for class 'train.recipe'
axe_data(x, ...)

## S3 method for class 'train.recipe'
axe_env(x, ...)

## S3 method for class 'train.recipe'
axe_fitted(x, ...)

Arguments

x

A model object.

...

Any additional arguments related to axing.

Value

Axed train.recipe object.

Examples

library(recipes)
library(caret)
data(biomass, package = "modeldata")

data(biomass)
recipe <- biomass %>%
  recipe(HHV ~ carbon + hydrogen + oxygen + nitrogen + sulfur) %>%
  step_center(all_predictors()) %>%
  step_scale(all_predictors()) %>%
  step_spatialsign(all_predictors())

train.recipe_fit <- train(recipe, biomass,
                          method = "svmRadial",
                          metric = "RMSE")

out <- butcher(train.recipe_fit, verbose = TRUE)