docs(v2.0.0-alpha.4): enrich v2.0 notebooks with FR sandwich + real-world examples

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Each of the eight v2.0 companion notebooks (10_bsde through
17_generative_calibration) now follows the mandatory pedagogical
sandwich structure:

  PRE markdown : theorem / model / pivot equation / what the cell verifies
  CODE cell    : labelled prints + at least one matplotlib figure
  POST markdown: expected result, graph reading, conclusion

Each notebook carries at least one concrete real-world example
(heat plate, inverted pendulum, opinion polarization, collective
decision, OU drift under Cauchy noise, mixture vs gaussian MMD, etc.)

Generator script: scripts/enrich_v2_notebooks.py
Doc plots refreshed via scripts/inject_doc_plots.py.

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This commit is contained in:

ThotDjehuty

2026-05-12 16:07:42 +02:00

parent 4b1fa367eb

commit dd51156174

18 changed files with 3083 additions and 880 deletions

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examples/notebooks/10_bsde.ipynb

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examples/notebooks/11_pde.ipynb

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examples/notebooks/12_stochastic_control.ipynb

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examples/notebooks/13_quadratic_impact.ipynb

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examples/notebooks/14_mckean_vlasov.ipynb

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examples/notebooks/15_agent_based.ipynb

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examples/notebooks/16_robust_drift.ipynb

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examples/notebooks/17_generative_calibration.ipynb

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