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### What does this PR do? **Type of change**: documentation **Overview**: This PR updates the documentation and does some folder re-structuring and file re-naming related to https://github.com/NVIDIA/Model-Optimizer/pull/951. ### Usage Documentation ### Testing Documentation ### Before your PR is "*Ready for review*" - Is this change backward compatible?: ✅ - If you copied code from any other sources or added a new PIP dependency, did you follow guidance in `CONTRIBUTING.md`: ✅ - Did you write any new necessary tests?: N/A <!--- Mandatory for new features or examples. --> - Did you update [Changelog](https://github.com/NVIDIA/Model-Optimizer/blob/main/CHANGELOG.rst)?: ✅ (renamed `AutoQDQ` to `Autotune`) <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Summary by CodeRabbit * **Documentation** * Renamed AutoQDQ to Autotune across guides and changelog. * Updated Autotune guide descriptions and wording. * Added a new section on optimizing Q/DQ node placement with Autotune, including CLI usage and API links (appears twice in one README). * Applied minor grammar and capitalization corrections. <!-- end of auto-generated comment: release notes by coderabbit.ai --> --------- Signed-off-by: gcunhase <4861122+gcunhase@users.noreply.github.com>