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curriculum [2026/07/06 14:18] director-traicurriculum [2026/07/10 16:23] (current) – [Period 3] director-trai
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   * **Elective** (1 course):   * **Elective** (1 course):
     * :?: //Deep Learning// (CSC_51054_EP): Michalis Vazirgiannis and Johannes Lutzeyer, École polytechnique     * :?: //Deep Learning// (CSC_51054_EP): Michalis Vazirgiannis and Johannes Lutzeyer, École polytechnique
-    * //Emerging subjects in machine learning and collaborative learning// (APM_51178_EP, research-oriented): Aymeric Dieleveut and El Mahdi El Mhamdi, École polytechnique 
     * //Signal processing from Fourier to ML// (APM_51055_EP): Rémi Flamary, École polytechnique     * //Signal processing from Fourier to ML// (APM_51055_EP): Rémi Flamary, École polytechnique
-    * :!: //Statistical learning theory// (APM_51059_EP): Karim Lounici, École polytechnique 
-    * :!: //Probability theory for ML - Applications to Monte Carlo methods and generative models// (APM_51056_EP): Alain Durmus, École polytechnique 
     * :!: //Topological data analysis// (CSC_51056_EP): Steve Oudot, INRIA     * :!: //Topological data analysis// (CSC_51056_EP): Steve Oudot, INRIA
   * Mandatory non-scientific courses:   * Mandatory non-scientific courses:
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   * **Mandatory**   * **Mandatory**
-    * //Deep Learning// (APM_52183_EP :?:): Kevin ScamanINRIA+    * //Deep Learning// (APM_52183_EP :?:): Bruno GalerneUniversité d'Orléans
     * //Reinforcement learning and autonomous agents// (CSC_52081_EP): Jesse Read, École polytechnique     * //Reinforcement learning and autonomous agents// (CSC_52081_EP): Jesse Read, École polytechnique
 +    * //Optimization for AI// (APM_52067_EP): Luiz Chamon and Aymeric Dieuleveut, École polytechnique
   * **Elective** (2 or 3 course):   * **Elective** (2 or 3 course):
     * //Advanced deep learning// (CSC_52087_EP): Vicky Kalogeiton, Johannes Lutzeyer, Ye Zhu, and Xi Wang, École polytechnique     * //Advanced deep learning// (CSC_52087_EP): Vicky Kalogeiton, Johannes Lutzeyer, Ye Zhu, and Xi Wang, École polytechnique
-    * //Introduction to text mining and NLP// (CSC_52082_EP): Davide Buscaldi, Michalis Vazirgiannis +    * //Multimodal generative AI// (CSC_52002_EP): Vicky Kalogeiton, École polytechnique
-    * //Multimodal generative AI// (CSC_52002_EP): Vicky Kalogeiton+
     * //Graph machine and deep learning for generative AI// (CSC_52072_EP): Johannes Lutzeyer and Michalis Vazirgiannis, École polytechnique     * //Graph machine and deep learning for generative AI// (CSC_52072_EP): Johannes Lutzeyer and Michalis Vazirgiannis, École polytechnique
-    * //Statistics in action// (APM_52066_EP): Zacharie Naulet, INRAE+    * :!: //Statistics in action// (APM_52066_EP): Zacharie Naulet, INRAE 
 +    * :!: //Introduction to text mining and NLP// (CSC_52082_EP): Davide Buscaldi and Michalis Vazirgiannis, École polytechnique
   * **Mandatory non-scientific courses:**   * **Mandatory non-scientific courses:**
     *  //Entrepreneurship for sustainability// (IME_52068_EP, Chloé Steux) **OR** //Case studies on innovation// (IME_52062_EP, Philippe Ginier-Gillet)     *  //Entrepreneurship for sustainability// (IME_52068_EP, Chloé Steux) **OR** //Case studies on innovation// (IME_52062_EP, Philippe Ginier-Gillet)
     * //Sport, Humanities, Foreign Language// (these courses are similar to those every graduate from École polytechnique must follow)     * //Sport, Humanities, Foreign Language// (these courses are similar to those every graduate from École polytechnique must follow)
  
-:?: Students must take one deep learning course that they can choose between period 1 (CSC_51054_EP) or period 2 (APM_52183_EP).+:?: Students must take one deep learning course that they can choose between period 1 (CSC_51054_EP) or period 2 (APM_52183_EP).\\ 
 +:!: Students cannot take both APM_52066_EP and CSC_52082_EP since they happen at the same time.
  
 ==== Period 3 ==== ==== Period 3 ====
  
-Research-oriented internship (4 to 6 months) (INT_52406_EP, 20 ECTS)+Research-oriented internship (4 to 6 months) (INT_52412_EP, 20 ECTS)
  
 \\ \\ \\ \\ \\ \\
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 ==== Period 3 ==== ==== Period 3 ====
  
-  * Internship in an industrial or academic research lab (5 to 6 months) (INT_54490_EP, 24 ECTS)+  * Internship in an industrial or academic research lab (5 to 6 months) (INT_XXXXX_EP, 24 ECTS)
  
  
curriculum.1783347493.txt.gz · Last modified: 2026/07/06 14:18 by director-trai

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