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title Tutorial Index
status stable

Tutorials

This directory contains end-to-end tutorials for the implemented packs and workflows.

Start Here

  • Docs index: docs/README.md
  • Persona: Data Scientists: docs/personas/data-scientists.md
  • Persona: Quants: docs/personas/quants.md
  • Persona: Biologists / PK/NLME: docs/personas/biologists.md

Core HEP workflows

  • Phase 3.1 (frequentist): docs/tutorials/phase-3.1-frequentist.md
    • MLE fit, asymptotic CLs hypotest, upper limits, profile scans, plot-friendly artifacts.
  • HEP GVM measurement combinations: docs/tutorials/hep-gvm-measurement-combinations.md
    • Stable-first scalar measurement combinations plus research-grade advanced GVM studies and reporting.

Stable-First GVM Release Bundle

  • Support matrix: docs/benchmarks/gvm-stable-first-support-matrix-2026-03-07.md
  • Release notes: docs/benchmarks/gvm-stable-first-release-notes-2026-03-07.md
  • Release candidate (v0.10.0): docs/benchmarks/gvm-stable-first-release-candidate-v0.10.0-2026-03-08.md
  • Readiness memo: docs/benchmarks/gvm-stable-surface-readiness-2026-03-07.md
  • Support policy: docs/benchmarks/gvm-stable-surface-support-policy-2026-03-07.md

Related HEP workflows

  • ROOT/TRExFitter parity and reproducibility: docs/tutorials/root-trexfitter-parity.md
  • TREx analysis spec (YAML + schema + one-command runner): docs/tutorials/trex-analysis-spec.md
  • TREx replacement workflow (config → run → report): docs/tutorials/trex-replacement-workflow.md

ML integration

  • Differentiable HistFactory layer for PyTorch: docs/differentiable-layer.md
  • E2E pipeline (ML -> likelihood -> significance): docs/tutorials/e2e-pipeline.md
  • Gymnasium RL environment (optional): docs/tutorials/ml-gymnasium.md

General statistics and modeling packs

  • Phase 6 (regression / GLM): docs/tutorials/phase-6-regression.md
  • Phase 7 (hierarchical / multilevel): docs/tutorials/phase-7-hierarchical.md
  • Phase 7 (PPC): docs/tutorials/phase-7-ppc.md
  • Phase 8 (time series / state space): docs/tutorials/phase-8-timeseries.md
  • Phase 8 (volatility: GARCH / SV): docs/tutorials/phase-8-volatility.md
  • Phase 9 (audit bundles): docs/tutorials/phase-9-audit.md
  • Phase 9 (causal inference helpers): docs/tutorials/phase-9-causal.md
  • Phase 9 (mixed models / LMM): docs/tutorials/phase-9-lmm.md
  • Phase 9 (missing data): docs/tutorials/phase-9-missing-data.md
  • Phase 9 (ordinal regression): docs/tutorials/phase-9-ordinal.md
  • Phase 9 (survival analysis): docs/tutorials/phase-9-survival.md

Econometrics / causal pack

  • Phase 12 hub: docs/tutorials/phase-12-econometrics.md
  • Robust standard errors: docs/tutorials/phase-12-robust-se.md
  • Panel FE baseline: docs/tutorials/phase-12-panel-fe.md
  • Difference-in-differences + event study: docs/tutorials/phase-12-did-event-study.md
  • IV / 2SLS: docs/tutorials/phase-12-iv-2sls.md
  • AIPW (doubly-robust) baseline: docs/tutorials/phase-12-aipw.md
  • Volatility (GARCH(1,1) + SV baseline): docs/tutorials/phase-12-volatility.md

Pharmacometrics

  • Phase 13 PK baseline: docs/tutorials/phase-13-pk.md
  • Phase 13 NLME baseline: docs/tutorials/phase-13-nlme.md

Release and quality gates

  • Release gates: internal document (not in public repo)