en:ddefiactu2022

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en:ddefiactu2022 [2025/09/02 11:36] – [Course description] cpoueten:ddefiactu2022 [2026/05/22 15:48] (Version actuelle) – [Course content] cpouet
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   * Coordinator: Renaud Bourlès   * Coordinator: Renaud Bourlès
   * Instructor(s): Mitra Fouladirad, Violaine Conti (AXA), Alban Davand (AXA), Rim Ennajar-Sayadi (AXA), Xavier Guerrault (AXA), Emmanuelle Mimart (AXA), Sofiane Ournidi (AXA), Thérèse Winterholer (AXA), Sitraka Forler (Post Luxembourg), Lirone Samoun (smartpush)   * Instructor(s): Mitra Fouladirad, Violaine Conti (AXA), Alban Davand (AXA), Rim Ennajar-Sayadi (AXA), Xavier Guerrault (AXA), Emmanuelle Mimart (AXA), Sofiane Ournidi (AXA), Thérèse Winterholer (AXA), Sitraka Forler (Post Luxembourg), Lirone Samoun (smartpush)
-  * //Last update 02/09/2025 by C. Pouet//+  * //Last update 22/05/2026 by C. Pouet//
  
 ==== Course description ==== ==== Course description ====
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 The aim of the course is to present the main issues related to pricing of insurance products as well as the recent developments in actuarial sciences related to prudential regulation, disability insurance or long-term care.   The aim of the course is to present the main issues related to pricing of insurance products as well as the recent developments in actuarial sciences related to prudential regulation, disability insurance or long-term care.  
  
-Most of the instructors are from the French insurance company [[https://www.axa.com/fr|Axa]]. Axa group is the 6th largest insurance company according to Forbes ranking 2021. See full ranking [[https://www.atlas-mag.net/en/article/forbes-2000-top-20-of-the-largest-insurers-in-2018|here]].+Most of the instructors are from the French insurance company [[https://www.axa.com/fr|Axa]]. Axa group is the 5th largest insurance company according to Forbes ranking 2025. See full ranking [[https://beinsure.com/ranking/top-20-largest-insurance-companies-forbes-global/]].
  
 The course is divided into three parts: The course is divided into three parts:
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   - Accounting standards   - Accounting standards
 === Data Project:  modeling and validation  === === 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 ==== ==== Bibliography ====
 You can check the availability of the books below at [[https://www.centrale-mediterranee.fr/fr/centredoc|Centrale Méditerranée library]]. You can check the availability of the books below at [[https://www.centrale-mediterranee.fr/fr/centredoc|Centrale Méditerranée library]].
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