Dynamics of on-line learning in two-layer neural networks in the presence of concept drift

Abstract

In this talk I will discuss our recent work on learning in non-stationary situations. A modelling scenario of neural networks learning under a random drift process is presented and results will be discussed. Particularly we will focus on the effects of weight decay as a forgetting mechanism.

Date
Aug 12, 2020 7:00 PM
Location
École de Physique des Houches
149 Chemin de la Côté, Les Houches, Rhône-Alpes 74310
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Michiel Straat
PhD Student Intelligent Systems

My research interests include Machine Learning, Computational Intelligence and Statistical Physics of Learning.