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fix(notebook,#13862): 2.8c 'Comment vérifier' cite les vrais #check de 2.8b #13942

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myia-ai-01 merged 2 commits into from
Sep 1, 2026
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fix(notebook,#13862): 2.8c 'Comment vérifier' cite les vrais #check de 2.8b #13942

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fix(notebook,#13862): 2.8c 'Comment vérifier' cite les vrais #check d…
jsboige Sep 1, 2026
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Merge branch 'main' into feature/cycle-51-pioche
jsboige Sep 1, 2026
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4 changes: 2 additions & 2 deletions MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8c-Borne-Temoin-Concentration.ipynb
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"\n",
"**Compagnon formel** : `MyIA.AI.Notebooks/ML/learning_theory_lean/`\n",
"\n",
"---\n",
"***\n",
"\n",
"## Concept\n",
"\n",
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"\n",
"Les vérifications mécaniques étaient historiquement dans ce notebook : existence des théorèmes cités et `sorry = 0` dans le lake. Elles sont désormais portées par les instruments suivants :\n",
"\n",
"- **Existence des théorèmes** : vérifiée par les `#check` explicites dans [2.8d](2.8d-Lean-Novikoff-Convergence.ipynb) (`PerceptronRun.novikoff_mistake_bound`, `tightnessRun_saturates`, ...) et [2.8b](2.8b-Theorie-PAC-Lean.ipynb) (`hoeffding_concentration`, `pac_finite_class_bound`, ...).\n",
"- **Existence des théorèmes** : vérifiée par les `#check` explicites dans [2.8d](2.8d-Lean-Novikoff-Convergence.ipynb) (`PerceptronRun.novikoff_mistake_bound`, `tightnessRun_saturates`, ...) et [2.8b](2.8b-Theorie-PAC-Lean.ipynb) (`PacLearning.uniform_concentration`, `PacLearning.sampleWeight_nonneg`, `PacLearning.sampleWeight_sum_one`, ...). Les théorèmes `hoeffding_concentration` et `pac_finite_class_bound` existent dans le lake (PacLearning/Hoeffding.lean:318, PacLearning/PacFiniteBound.lean:377) mais ne sont **pas** interrogés par les `#check` du notebook 2.8b — la note antérieure les attribuait par erreur (#13862). Vérification native : `#print axioms PacLearning.sampleWeight_sum_one` + `#print axioms PacLearning.uniform_concentration`.\n",
"- **Zéro `sorry` réel dans le lake** : porté par l'organe `python scripts/lean/count_code_sorry.py --json` (champ `distinct_code_sorry`), mesuré en CI par le job `proof-integrity`. **Pas de `grep -c sorry`** : il sur-compte la prose (docstrings, commentaires).\n",
"- **Pas de `native_decide` / `sorryAx` dans le chemin des théorèmes cités** : porté par le job CI `lean-axiom.yml` (catégorie `forbidden`, pas seulement `sorry`).\n",
"\n",
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