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


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.

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

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