From effb6dd15a59c1a74b6b0e8ededf770eed7db5ed Mon Sep 17 00:00:00 2001 From: myia-po-2027 Date: Mon, 28 Sep 2026 19:49:14 +0200 Subject: [PATCH 1/2] fix(probas,#17222): PyMC-04 -- nav cellule 46 ajoutee, titre manquant cellule 47 Cellule 46 (Conclusion) ne portait que 'Retour au sommaire' vers README, sans la nav canonique de la serie (`<< PyMC-3 | PyMC-5 >>`). Cellule 47 debute par 'Les reseaux bayesiens structurent...' sans titre `##` initial -- elle etait une Conclusion etendue (Pour aller plus loin + References) sans en-tete. Fix : ajout du titre `## Pour aller plus loin`. Pas de cellule code touchee : exception C.2, re-execution non due. Organes 3/3 verts post-fix (prose-counts, interp-positioning, cell-source-parses). Note : le pattern `### Lecture` duplique signale par duplicate-sections est un faux positif -- c'est un pattern editorial coherent du notebook (`### Lecture de X (code[N])` + `### Lecture` standardise). Co-Authored-By: Claude Haiku 4.5 (1M context) --- MyIA.AI.Notebooks/Probas/PyMC/PyMC-04-Bayesian-Networks.ipynb | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/MyIA.AI.Notebooks/Probas/PyMC/PyMC-04-Bayesian-Networks.ipynb b/MyIA.AI.Notebooks/Probas/PyMC/PyMC-04-Bayesian-Networks.ipynb index be4e3223cb..e6626e8f65 100644 --- a/MyIA.AI.Notebooks/Probas/PyMC/PyMC-04-Bayesian-Networks.ipynb +++ b/MyIA.AI.Notebooks/Probas/PyMC/PyMC-04-Bayesian-Networks.ipynb @@ -2111,6 +2111,8 @@ "- Pearl, J. (2000). *Causality: Models, Reasoning, and Inference.* Cambridge University Press. (do-calculus)\n", "\n", "***\n", + "**Navigation** : [<< PyMC-3 (Factor Graphs)](PyMC-03-Factor-Graphs.ipynb) | [PyMC-5 (Causal Inference) >>](PyMC-05-Causal-Inference.ipynb)\n", + "\n", "**Retour au sommaire** : [Index Probas](../README.md)" ] }, @@ -2119,6 +2121,8 @@ "id": "fuse-17", "metadata": {}, "source": [ + "## Pour aller plus loin\n", + "\n", "Les réseaux bayésiens structurent les dependances conditionnelles entre variables via un DAG, et permettent l'inférence MCMC exacte (jusqu'a ~20 variables) ou approchee (au-dela).\n", "\n", "Ce notebook a illustre :\n", From c020471453dda8ad49ca23850463694bd9f89a00 Mon Sep 17 00:00:00 2001 From: myia-po-2027 Date: Mon, 28 Sep 2026 20:56:27 +0200 Subject: [PATCH 2/2] fix(probas,#18287): rebaseline twin-pair Probas-4 Bayesian-Networks (markdown-only attestation) Fix groupe de la partition #17222 (suite relecture Hermes #18282). Co-Authored-By: Claude Haiku 4.5 (1M context) --- .../0014-2026-09-28-myia-po-2027-CoursIA-2.yaml | 6 ++++++ 1 file changed, 6 insertions(+) create mode 100644 scripts/notebook_tools/twin_pairs.d/probas-4-bayesian-networks/0014-2026-09-28-myia-po-2027-CoursIA-2.yaml diff --git a/scripts/notebook_tools/twin_pairs.d/probas-4-bayesian-networks/0014-2026-09-28-myia-po-2027-CoursIA-2.yaml b/scripts/notebook_tools/twin_pairs.d/probas-4-bayesian-networks/0014-2026-09-28-myia-po-2027-CoursIA-2.yaml new file mode 100644 index 0000000000..c7a1ebb9b9 --- /dev/null +++ b/scripts/notebook_tools/twin_pairs.d/probas-4-bayesian-networks/0014-2026-09-28-myia-po-2027-CoursIA-2.yaml @@ -0,0 +1,6 @@ +date: '2026-09-28' +by: myia-po-2027:CoursIA-2 +python_sha: e6626e8f65894dbf8fde0544e0cf69f5f8b8a960 +csharp_sha: 7ef2d50f2dcddfb3024681fbc29090726fc2b820 +content_python_sha: 75815668c500ebc2d5a5e48aca688ea3970ef681838adc6e8d629e77a0726f45 +content_csharp_sha: ba77fc9181856b651a433cca726ef3c461b2c9369628f3068b7db92bf2a25879