Mathematical aspects of Machine Learning Algorithms

Professor: Hongyun Wang

Description: Use simulations to explore, identify, verify mathematical aspects of ML algorithms. The specific projects include the diffusion model, the effect of over-parameterization, and how neural network regression may fail.

Preferred Qualifications: Linear algebra, Python programming