Summary

This PR updates the documentation of the PartialDependenceDisplay class in sklearn/inspection/_plot/partial_dependence.py to mirror the style of other Display objects by linking both to the general Visualization API guide and to the interpretation section for partial dependence and ICE plots (issue #31304).

Changes

• Changed the one-line summary to mention both PDP and ICE visualization.
• Added a “For general information…” link to the :ref:\Visualization Guide ``.
• Added a “For guidance on interpreting…” link to the :ref:\Partial Dependence and ICE plots section <partial_dependence>``.
• Removed the old “Read more in … and the User Guide” phrasing and replaced with the dual-link format.

Motivation

Some Display classes in scikit-learn inconsistently point only to their low-level plotting function or only to the Visualizations guide. To give users both “how do I use this API?” and “what does this plot mean?” contexts, we standardize on dual linking—just like RocCurveDisplay.
Closes #31304.

How to test (if relevant)

1. Build the HTML docs (make html) and open the Inspection → Partial Dependence page.

2. Confirm that the PartialDependenceDisplay class doc now shows two guide links at the top:

   • “Visualization Guide” (general API)
   • “Partial Dependence and ICE plots section” (interpretation)

3. Repeat for the from_estimator method doc.

4. Ensure no rendering errors and that links resolve correctly.

Risks & considerations

• Rendering: Verify the added RST references exist and render without broken links.
• Backwards compatibility: Documentation only; no API behavior changes.
• Consistency: Other Display docs will need similar updates (e.g. ConfusionMatrixDisplay, DetCurveDisplay, PrecisionRecallDisplay).

Additional information

This is one of several PRs addressing #31304. See related issues/PRs for metric Display classes.