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

Tong Zhang - Hong Kong University of Science and Technology

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Abstract

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.