Fall 2025 Computer Science W4771 section 002

MACHINE LEARNING

Call Number 12854
Day & Time
Location
TR 2:40pm-3:55pm
To be announced
Points 3
Grading Mode Standard
Approvals Required None
Instructor Daniel Hsu
Type LECTURE
Method of Instruction In-Person
Course Description

Topics from generative and discriminative machine learning including least squares methods, support vector machines, kernel methods, neural networks, Gaussian distributions, linear classification, linear regression, maximum likelihood, exponential family distributions, Bayesian networks, Bayesian inference, mixture models, the EM algorithm, graphical models and hidden Markov models. Algorithms implemented in MATLAB.

Web Site Vergil
Department Computer Science
Enrollment 29 students (110 max) as of 5:06PM Tuesday, April 22, 2025
Subject Computer Science
Number W4771
Section 002
Division Interfaculty
Open To Barnard College, Columbia College, Engineering:Undergraduate, Engineering:Graduate, GSAS, General Studies, Journalism
Section key 20253COMS4771W002