Différences
Ci-dessous, les différences entre deux révisions de la page.
| Les deux révisions précédentes Révision précédente Prochaine révision | Révision précédente | ||
| en:ddefiando2024 [2025/09/02 11:42] – [Brief description] cpouet | en:ddefiando2024 [2026/05/22 15:48] (Version actuelle) – [Course content] cpouet | ||
|---|---|---|---|
| Ligne 11: | Ligne 11: | ||
| * Language of instruction: | * Language of instruction: | ||
| * Coordinator: | * Coordinator: | ||
| - | * Instructor(s): | + | * Instructor(s): |
| - | * //Last update | + | * //Last update |
| ==== Brief description ==== | ==== Brief description ==== | ||
| This course unit is divided into four parts: | This course unit is divided into four parts: | ||
| - | * **Quantitative marketing** (24 hours) taught by Thibaut Camper | + | * **Quantitative marketing** (24 hours) taught by Simone Fuscone |
| * **IA and decisions** (24 hours) taught by Franck Chevalier, | * **IA and decisions** (24 hours) taught by Franck Chevalier, | ||
| * **Applied data science** (24 hours) taught by Nathan Rouff and Antoine Winckels, | * **Applied data science** (24 hours) taught by Nathan Rouff and Antoine Winckels, | ||
| Ligne 49: | Ligne 49: | ||
| === Data Project: | === Data Project: | ||
| - | tba | + | - Projects and models |
| + | * The Bias-Variance tradeoff | ||
| + | * Feature Selection | ||
| + | * Feature Engineering | ||
| + | * Defining a metric | ||
| + | - Models and applications | ||
| + | * Regressions (linear, polynomial, penalized and logistic) | ||
| + | * Decision trees (random forest and gradient boosting) | ||
| + | - Focus on Natural Language Processing (NLP) | ||
| ==== Bibliography ==== | ==== Bibliography ==== | ||