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Expand user guide, add sklearn comparison with benchmark - #13
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Docs clarity pass, all snippets executed. New user_guide pages (classification, regression, unsupervised, preprocessing, model_selection) with verified examples and leakage warnings; api.rst one-line descriptions in logical order; comparison page with measured torml-vs-sklearn table (honest: tree fit ~2x slower) mirrored in README; benchmarks/compare_sklearn.py (benchmark-only sklearn dep, never imported by torml). Sphinx 0 warnings, 280 passed, pre-commit clean.