Différences
Ci-dessous, les différences entre deux révisions de la page.
| Les deux révisions précédentes Révision précédente Prochaine révision | Révision précédente | ||
| en:ddefimafi2022 [2025/09/02 11:33] – [Brief description] cpouet | en:ddefimafi2022 [2026/05/22 15:47] (Version actuelle) – [Course content] cpouet | ||
|---|---|---|---|
| Ligne 12: | Ligne 12: | ||
| * Coordinator: | * Coordinator: | ||
| * Instructor(s): | * Instructor(s): | ||
| - | * //Last update | + | * //Last update |
| ==== Brief description ==== | ==== Brief description ==== | ||
| Ligne 63: | Ligne 63: | ||
| === 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 ==== | ||
| You can check the availability of the books below at [[https:// | You can check the availability of the books below at [[https:// | ||