Taming machine learning models of neural dynamics with anatomical and behavioral constraints

Taming machine learning models of neural dynamics with anatomical and behavioral constraints

Neyman Seminar
Feb 13, 2023, 04:00 PM - 05:00 PM | 1011 Evans Hall | Happening As Scheduled
Shreya Saxena, University of Florida

Our ability to record large-scale neural and behavioral data has substantially improved in the last decade. However, the inference of quantitative dynamical models remains challenging due to their unconstrained nature. Here, we incorporate constraints from anatomy and physiology to tame machine learning models of neural activity and behavior. I will show that these constraints-based modeling...