Understanding Overparameterized Machine Learning Models: Optimization, Sampling, Generalization, and Privacy

Tong Zhang - Hong Kong University of Science and Technology


Overparametrized models are widely used in modern machine learning applications. However, they exist behaviors that are not explained by the traditional statistical analysis. In this talk, I will discuss some interesting questions and new theoretical analysis to understand these overparameterized models.