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r-workflows

Modeling workflows

A workflow is an object that can bundle together your pre-processing, modeling, and post-processing requests. For example, if you have a recipe and parsnip model, these can be combined into a workflow. The advantages are:

  1. You don’t have to keep track of separate objects in your workspace.

  2. The recipe prepping and model fitting can be executed using a single call to fit().

  3. If you have custom tuning parameter settings, these can be defined using a simpler interface when combined with tune.

  4. In the future, workflows will be able to add post-processing operations, such as modifying the probability cutoff for two-class models.

Installation

Install the latest version of r-workflows as follows:

guix install r-workflows

Or install a particular version:

guix install r-workflows@1.3.0

You can also install packages in augmented, pure or containerized environments for development or simply to try them out without polluting your user profile. See the guix shell documentation for more information.

Badge code

You can use the following badge to inform users of r-workflows about the latest version available in Guix.

Example HTML:

<a href='https://packages.guix.gnu.org/packages/r-workflows'><img src='https://packages.guix.gnu.org/packages/r-workflows/badges/latest-version.svg' alt='Version in GNU Guix'></a>

Example Markdown:

[![Version in GNU Guix](https://packages.guix.gnu.org/packages/r-workflows/badges/latest-version.svg)](https://packages.guix.gnu.org/packages/r-workflows)

Example Org:

[[https://packages.guix.gnu.org/packages/r-workflows][https://packages.guix.gnu.org/packages/r-workflows/badges/latest-version.svg]]