Séance Séminaire

Séminaire de Probabilités et Statistique

lundi 06 janvier 2025 à 13:45 - UM - Bât 09 - Salle de conférence (1er étage)

Andres Felipe Lopez Lopera (Université Polytechnique des Hauts de France)

Gaussian processes with applications in statistical learning and machine learning

Gaussian processes (GPs) have emerged as a powerful non-parametric framework in statistical learning and machine learning. Their modeling flexibility, ability to provide accurate predictions along with confidence intervals, and well-founded theoretical properties make them highly versatile. This seminar explores various applications of GPs across different domains, including engineering and biology, covering tasks such as regression, spatial modeling, surrogate modeling, transfer learning and active learning.

Séminaire en salle 109, également retransmis sur zoom : https://umontpellier-fr.zoom.us/j/7156708132