Statistical learning theory
Speaker:
Daniel Roy, University of Toronto, Gintare Karolina Dziugaite, University of Toronto
Date and Time:
Thursday, March 28, 2019 - 4:00pm to 7:00pm
Location:
Fields Institute, Room 230
Abstract:
We'll give a crash course on statistical learning theory, introducing empirical risk minimization, structural risk minimization, and regularization. We'll introduce fundamental results in probability theory- --namely uniform laws of large numbers and concentration of measure results to analyze these algorithms.