Thematic school: Models & methods for high-dimensional machine learning and inference

Oct 14, 2024, 8:40 AM → Oct 18, 2024, 4:30 PM Europe/Paris

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

José Henrique de Morais Goulart (Toulouse INP / IRIT)

This thematic school features mini-courses on tools and techniques for the analysis of high-dimensional models in statistical inference and machine learning.

List of speakers and subjects:

• Florent Krzakala - Replica method
• Marc Lelarge - Statistical physics and inference
• Zhenyu Liao - Random matrix theory tools for machine learning and inference
• Alexander S. Wein - Mini-course on random tensor models

 

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

Course_Alex_WEIN.zip

Course_Zhenyu_LIAO.pdf

Monday, October 14

8:40 AM → 9:00 AM School Opening

9:00 AM → 10:30 AM Florent Krzakala

10:30 AM → 11:00 AM Coffee break

11:00 AM → 12:30 PM Marc Lelarge

12:30 PM → 2:30 PM Lunch

2:30 PM → 4:30 PM Marc Lelarge

Tuesday, October 15

9:00 AM → 10:30 AM Marc Lelarge

10:30 AM → 11:00 AM Coffee break

11:00 AM → 12:30 PM Florent Krzakala

12:30 PM → 2:30 PM Lunch

2:30 PM → 4:30 PM Florent Krzakala

Wednesday, October 16

9:00 AM → 10:30 AM Alex Wein

10:30 AM → 11:00 AM Coffee break

11:00 AM → 12:30 PM Alex Wein

12:30 PM → 2:30 PM Lunch

Thursday, October 17

9:00 AM → 10:30 AM Alex Wein

10:30 AM → 11:00 AM Coffee break

11:00 AM → 12:30 PM Zhenyu Liao

12:30 PM → 2:30 PM Lunch

2:30 PM → 4:30 PM Alex Wein

Friday, October 18

9:00 AM → 10:30 AM Zhenyu Liao

10:30 AM → 11:00 AM Coffee break

11:00 AM → 12:30 PM Zhenyu Liao

12:30 PM → 2:30 PM Lunch

2:30 PM → 4:30 PM Zhenyu Liao