Différences

Ci-dessous, les différences entre deux révisions de la page.

--- en:ddefiando2024 [2025/07/25 15:20] – [Bibliography] cpouet
+++ en:ddefiando2024 [2026/05/22 15:48] (Version actuelle) – [Course content] cpouet
@@ Ligne 11: / Ligne 11: @@
   * Language of instruction: French
   * Coordinator: tba
-  * Instructor(s): Vincent Archer (Locala), Thibault Camper (Locala), Aurélien Poissonier (DGAFP), Nathan Rouff (Ekimetrics), Antoine Winckels (Air France)
+  * Instructor(s): Vincent Archer (Locala), Simone Fuscone (Locala), Nathan Rouff (Ekimetrics), Julien Bruno (Air France), Franck Chevalier (EY)
-  * //Last update 25/07/2025 by C. Pouet//
+  * //Last update 22/05/2026 by C. Pouet//
 ==== Brief description ====
 This course unit is divided into four parts:
-  *  **Quantitative marketing** (24 hours) taught by Augustin Amann and Vincent Archer,
+  *  **Quantitative marketing** (24 hours) taught by Simone Fuscone and Vincent Archer,
-  *  **Data and macroeconomics** (24 hours) taught by Aurélien Poissonier,
+  *  **IA and decisions** (24 hours) taught by Franck Chevalier,
   *  **Applied data science** (24 hours) taught by Nathan Rouff and Antoine Winckels,
-  *  **Data Project:  modeling and validation ** (20 hours) taught by tba.
+  *  **Data Project:  modeling and validation ** (20 hours) taught by Sitraka Forler and Lirone Samoun.
 ==== Learning outcomes ====
@@ Ligne 49: / Ligne 49: @@
 === Data Project:  modeling and validation ===
-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 ====