[Docs] Fix broken links

[lkm2835]

This PR fixes broken links in compression_schemes.md.

[github-actions]

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[gemini-code-assist]

Summary of Changes

Hello @lkm2835, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the accuracy and navigability of the documentation by resolving broken links in the compression_schemes.md file. The changes ensure that all references to quantization and sparsification examples correctly direct users to the intended content, thereby improving the overall user experience and reliability of the documentation.

Highlights

• Documentation Link Fixes: Updated several broken relative links within compression_schemes.md to correctly point to their respective example documentation files.
• Path Adjustments: Modified relative paths from ../examples/... to ../../examples/... to ensure accurate navigation to example directories.
• Specific Example Link Update: Corrected the AWQ example link within the W4A16 section, changing it from awq_one_shot.py to llama_example.py.
• README.md Redirection: Adjusted some links to explicitly point to README.md files within the example directories, improving clarity and directness.

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[gemini-code-assist]

Code Review

This pull request successfully fixes several broken links in the compression_schemes.md documentation. While reviewing the changes, I noticed a couple of minor issues within the modified lines: a formatting error in the markdown table that could break rendering, and a content contradiction. I've added specific comments with suggestions to address these points. Overall, good job on fixing the links!

[brian-dellabetta]

thanks for fixing these!

[lkm2835]

Applied gemini’s comment since it was a good suggestion!

[brian-dellabetta]

thanks for the contribution!