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Description

Currently, documentation is spread throughout a mixture of .md and .rst files in different places. This PR centralizes all of the development-related docs into a single place, and updates links accordingly.

Along the way, it also adds more links and details about some topics that the current docs are missing.

IMPORTANT!! In order for this PR to work without breaking anything until a subsequent release, it will be required to have some kind of job uploading doc pages from the main branch - e.g. as a "development" version in the version switcher. This PR assumes that there will be a deployment available under that name, so it adds the currently non-existent links to it in the readme:
https://uxlfoundation.github.io/scikit-learn-intelex/development

Note however that the PR doesn't touch the file SECURITY.md, since it appears to be a hard-coded name for the OSSF scorecard and for some github built-in features.


Checklist:

Completeness and readability

  • I have updated the documentation to reflect the changes or created a separate PR with updates and provided its number in the description, if necessary.
  • Git commit message contains an appropriate signed-off-by string (see CONTRIBUTING.md for details).
  • I have resolved any merge conflicts that might occur with the base branch.

Testing

  • I have run it locally and tested the changes extensively.
  • All CI jobs are green or I have provided justification why they aren't.


.. hint:: If building the library in-place without installing, it's then necessary to set environment variable ``$PYTHONPATH`` to point to the root of the repository in order to ble able to import the modules in Python.

Build using conda
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@Alexsandruss Please review this part thoroughly and feel free to modify if it's unclear or if it's missing something.

Topics for Contributors
=======================

Adding an estimator
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@icfaust Please review this section in particular.

else:
# code branch for sklearn<1.7

Test helpers
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@icfaust I might be missing something here so please review thoroughly.

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codecov bot commented Oct 17, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.

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