MATH CS 120AI Introduction to Data Science and Machine Learning: Foundations and Applications
Coursework at UC Santa Barbara.
Instructor: Paul J. Atzberger
Term: Winter 2026
Course description
Mathematical foundations and practical methods for machine learning, drawing on statistics, analysis, optimization, and computation. Topics include kernel methods, deep learning, neural architectures, and the design, training, and analysis of learning algorithms.
See CCS Winter 2026 course description for official course description.
Course website: link.