Thematic school: Optimization & algorithms for high-dimensional machine learning and inference

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Amphithéâtre Laurent Schwartz (Institut de Mathématiques de Toulouse (IMT) )

Amphithéâtre Laurent Schwartz

Institut de Mathématiques de Toulouse (IMT)

Université Paul Sabatier 118 route de Narbonne Bât. 1R3 F-31062 Toulouse
José Henrique de Morais Goulart (Toulouse INP / IRIT)
Description

This thematic school features mini-courses on the study of high-dimensional (random) optimization landscapes, on the dynamics of optimization algorithms in high dimensions, on approximate message passing algorithms, and related topics.

List of speakers and subjects :

  • François Malgouyres - Properties of the landscape in neural network optimization
  • Edouard Pauwels - An introduction to optimization for deep learning 
  • Valentina Ros - High-dimensional random landscapes
  • Cynthia Rush - An introduction to approximate message passing algorithms
  • Cédric Févotte - Majorization-minimization for non-negative matrix factorization

 

You will find the abstracts in the "Scientific Programme" section.

Course_Cedric_FEVOTTE.pdf
Course_Edouard_PAUWELS.pdf
Course_Francois_MALGOUYRES.pdf
Course_Valentina_ROS.pdf
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Registration form for invited speakers
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