COMS E4773
Machine Learning Theory
Theoretical study of algorithms for machine learning and high-dimensional data analysis. Topics include high-dimensional probability, theory of generalization and statistical learning, online learning and optimization, spectral analysis
Topics
- high-dimensional probability
- theory of generalization and statistical learning
- online learning and optimization
- spectral analysis
Topics explicitly listed in official catalogue description
Sources
- Course catalogue ↗2026-2027