Winter 2025 STAT 37781

Course: STAT 37781=CAAM 37781

Title: Kernel Methods: Theory and Computation

Instructor: Nisha Chandramoorthy

Class Schedule: Sec 1: MW 3:00 PM–4:20 PM in TBA

Description: We will introduce theoretical and computational aspects of kernel regression. We will explore connections with learning theory, gaussian processes, PDEs, and operator learning, and learn to analyze and implement algorithms that use the kernel trick in data science and scientific computation.