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COMS W4771 Machine Learning. 3 points.

Lect: 3.

Prerequisites: Any introductory course in linear algebra and any introductory course in statistics are both required. Highly recommended: COMS W4701 or knowledge of Artificial Intelligence.

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.

Spring 2022: COMS W4771
Course Number Section/Call Number Times/Location Instructor Points Enrollment
COMS 4771 001/12446 T Th 1:10pm - 2:25pm
428 Pupin Laboratories
Nakul Verma 3 88/147
COMS 4771 002/12447 T Th 2:40pm - 3:55pm
501 Northwest Corner
Nakul Verma 3 78/164
COMS 4771 V01/18249  
Nakul Verma 3 11/99
Fall 2022: COMS W4771
Course Number Section/Call Number Times/Location Instructor Points Enrollment
COMS 4771 001/11027 T Th 2:40pm - 3:55pm
Room TBA
Nakul Verma 3 0/110

Mathematics

Columbia College

http://bulletin.columbia.edu/columbia-college/departments-instruction/mathematics/

...CRYPTOGRAPHY COMS W4460 Principles of Innovation and Entrepreneurship COMS W4701 Artificial Intelligence COMS W4771 Machine...

Applied Mathematics

General Studies

http://bulletin.columbia.edu/general-studies/majors-concentrations/applied-mathematics/

...CRYPTOGRAPHY COMS W4460 Principles of Innovation and Entrepreneurship COMS W4701 Artificial Intelligence COMS W4771 Machine...

Computer Science - Mathematics

General Studies

http://bulletin.columbia.edu/general-studies/majors-concentrations/computer-science-mathematics/

...CRYPTOGRAPHY COMS W4460 Principles of Innovation and Entrepreneurship COMS W4701 Artificial Intelligence COMS W4771 Machine...

Mathematics-Statistics

General Studies

http://bulletin.columbia.edu/general-studies/majors-concentrations/mathematics-statistics/

...CRYPTOGRAPHY COMS W4460 Principles of Innovation and Entrepreneurship COMS W4701 Artificial Intelligence COMS W4771 Machine...

Mathematics

General Studies

http://bulletin.columbia.edu/general-studies/majors-concentrations/mathematics/

...CRYPTOGRAPHY COMS W4460 Principles of Innovation and Entrepreneurship COMS W4701 Artificial Intelligence COMS W4771 Machine...