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doc: expand and reorganize FAQ index page#1419

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ChenYi015:doc/faq-refinement
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doc: expand and reorganize FAQ index page#1419
ChenYi015 wants to merge 1 commit intokubeflow:masterfrom
ChenYi015:doc/faq-refinement

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Purpose of this PR

Expand the FAQ index page to provide more comprehensive answers to common questions and improve the documentation structure for better user experience.

Proposed changes:

  • Reorganized the FAQ into logical categories (Installation, Training, Serving, Common Issues, etc.).
  • Added detailed Q&A sections for resource constraints, authentication, data/volume issues, and GPU issues.
  • Included a Troubleshooting Workflow checklist.
  • Added Performance Tuning guidelines for both training and inference.
  • Updated related resource links.

Change Category

  • Documentation update

Rationale

As Arena grows, users encounter a wider range of issues. A centralized, well-structured FAQ helps reduce support burden and empowers users to resolve common problems independently.

Signed-off-by: Yi Chen <github@chenyicn.net>
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