Notebook Enrichment Patterns
Standard Header (all notebooks)
markdown
# Series-N-Title **Navigation** : [Index](README.md) | [<< Precedent](Series-N-1.ipynb) | [Suivant >>](Series-N+1.ipynb) ## Objectifs d'apprentissage A la fin de ce notebook, vous saurez : 1. ... 2. ... ### Prerequis - Python 3.10+ / .NET 9.0 - Cle API configuree (.env) ### Duree estimee : XX minutes
Interpretation Pattern (after significant code output)
markdown
### Interpretation : [Concept Name] **Sortie obtenue** : [Brief summary of output] | Aspect | Valeur | Signification | |--------|--------|---------------| | ... | ... | ... | **Points cles** : 1. ... 2. ... > **Note technique** : [Detail if relevant]
Positioning Rules (CRITICAL)
- •Introduction cells go BEFORE the code they introduce (future tense)
- •Interpretation cells go AFTER the code output they analyze (past tense)
- •Transition cells go BETWEEN sections
- •Conclusion cells go at the END of a section or notebook
Cell Insertion Strategy
- •Work from BOTTOM to TOP to avoid index shifting
- •Use
cell_id(not index) for NotebookEdit insert reference - •Verify position immediately after each insertion
- •One cell at a time - never batch inserts
Domain-Specific Vocabulary
| Domain | Key Terms |
|---|---|
| ML | accuracy, loss, epoch, overfitting, cross-validation |
| Probas/Infer | prior, posterior, distribution, inference, factor graph |
| GameTheory | Nash equilibrium, Shapley value, dominant strategy |
| SymbolicAI | satisfiability, resolution, proof, axiom, theorem |
| GenAI | prompt, tokens, embedding, fine-tuning, hallucination |
| Optimization | fitness, generation, mutation, crossover, convergence |
Code/Markdown Ratios
| Level | Code | Markdown | Visualizations |
|---|---|---|---|
| Intro | 35-40% | 55-60% | min 3 |
| Intermediate | 45-50% | 45-50% | min 4 |
| Advanced | 55-60% | 35-40% | min 2 |
Quality Checklist
- • Navigation header present
- • Learning objectives stated
- • No consecutive code cells without explanation
- • Every significant output has interpretation
- • Summary table at end of each major section
- • Conclusion with takeaways
- • Progressive difficulty (simple to complex)