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README: document additions from #13–#27 - #32

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docs/update-readme-session-additions
May 28, 2026
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README: document additions from #13–#27#32
sipemu merged 1 commit into
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docs/update-readme-session-additions

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@sipemu sipemu commented May 28, 2026

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Documentation-only sweep. Brings the user-facing README in sync with everything that landed across the diagnostic toolkit + new model wrappers this session.

What changed

  • Features bullets — list Huber + PLS in the regression models bullet; expand the Diagnostics bullet to cover the toolkit (VIF, leverage, Cook's, residual battery, influence masks, χ²).
  • Expression API — add ps.pls(...); drop the stale "24+ distributions" wording on ALM (now 25, with loss / link / extra_parameter surfaced).
  • New Diagnostics subsection — enumerates every diagnostic expression from the four Wrap remaining diagnostics: residual battery, dffits, generalized VIF #27 batches plus PR Wrap VIF, leverage, and Cook's distance diagnostics (partial #17) #26's VIF / leverage / Cook's, plus the OLS residual battery and the GLM residuals for logistic + Poisson.
  • Tidy Coefficient Summary — mentions the matching *_summary / *_predict variants for Quantile, Isotonic, and LmDynamic added in Add _summary and _predict expressions for Quantile, Isotonic, LmDynamic, Aid #18.
  • Model Classes — surface Huber, PLS, LogisticRegression with concrete usage examples; add a categorized list of all available model classes.
  • "Use from Rust" — expanded Diagnostics bullet, added pls_fit and the summary/predict additions to the function list, removed the stale "~95 expressions" count.

No code touched.

🤖 Generated with Claude Code

Bring the public-facing docs in line with what landed across the
diagnostic toolkit work and the new model wrappers:

  - Features: list Huber + PLS in regression models, expand
    diagnostics to cover the toolkit (VIF, leverage, Cook's,
    residual battery, influence masks, χ²).
  - Expression API: add ps.pls(), drop the stale "24+
    distributions" wording on ALM (now 25, loss/link/extra_parameter
    surfaced).
  - New Diagnostics subsection enumerates every diagnostic
    expression from the four #27 batches plus PR #26's VIF / leverage
    / Cook's, plus the OLS residual battery and the GLM residuals
    for logistic + Poisson.
  - Tidy Coefficient Summary now mentions the matching summary /
    predict variants for Quantile, Isotonic, and LmDynamic (#18).
  - Model Classes: surface Huber, PLS, LogisticRegression with
    concrete usage examples; add a categorized list of all available
    model classes.
  - "Use from Rust" → expanded Diagnostics bullet, added pls_fit and
    the summary/predict additions to the function list, removed the
    stale "~95" function count.

Documentation-only — no code touched.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@sipemu
sipemu merged commit c3e7218 into main May 28, 2026
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