Added the material for XGBoost optimization#30

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bbhattar wants to merge 8 commits into

bbhattar:xgboost

Commits on May 12, 2026

Added the material for XGBoost optimization
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Commits on May 19, 2026

Commits on Jun 29, 2026

Updating the verified data, addressed review comments on using scikit-learn, removing memory allocator section, and clarifying the scope to include all 3 methods
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Fixing the software versions
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Merge branch 'main' into xgboost
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Commits on Jun 30, 2026

Fixed the comments from 6/29/2026
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Commits on Jul 1, 2026

Fixing few inaccuracies, included all x86 instead of Xeon, removed the mention of undefined default, removed unnecessary symmetric tree mention
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