docs: update for v0.5.0 additions + 0.5.0 CHANGELOG entry (#34) - #35
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Bring the mkdocs site and CHANGELOG in line with everything that landed across PRs #20–#33. docs/api/regression/diagnostics.md — full sweep adding ~20 new entries grouped by category: - Multicollinearity: vif, generalized_vif, high_vif_predictors - OLS residual battery: standardized / studentized / externally studentized residuals, residual_outliers - Influence / leverage: leverage, cooks_distance, dffits, influential_cooks, influential_dffits, high_leverage_points - GLM residuals: pearson / deviance / working for logistic and poisson - Goodness of fit: pearson_chi_squared_logistic / _poisson Other docs: - regression/linear.md: huber, pls - regression/glm.md: logistic_regression (sklearn-style); lambda_ kwarg note on all GLM expressions - regression/alm.md: 25 distributions; loss/link/role_trim/ extra_parameter kwargs - regression/summary-predict.md: quantile_summary, quantile_predict, isotonic_predict, lm_dynamic_predict - classes/linear.md: Huber, PLS classes - classes/glm.md: LogisticRegression; lambda_ on existing classes - outputs.md: 10 new struct schemas copied from src/expressions/regression.rs - index.md, getting-started.md: brief "Use from Rust" + diagnostics quick tour Drive-by fixes: - docs/API_REFERENCE.md and docs/api/README.md had broken ../README.md links and a dead TOC anchor that blocked `mkdocs build --strict`. CHANGELOG.md: new 0.5.0 section listing every Added / Changed item above with PR references. Also corrected the 0.4.0 entry's release date from 2025-01-17 to 2026-01-17 to match the published tag. `mkdocs build --strict` passes (only the intentional API_REFERENCE.md "not in nav" info remains). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Closes #34. Brings the mkdocs site and CHANGELOG in line with everything that landed across PRs #20–#33.
Docs site
Drive-by fixes
CHANGELOG
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