UB - University at Buffalo, The State University of New York Computer Science and Engineering

CSE 574: Introduction to Machine Learning

Introduction to Machine Learning

Involves teaching computer programs to improve their performance through guided training and unguided experience. Takes both symbolic and numerical approaches. Topics include concept learning, decision trees, neural nets, latent variable models, probabilistic inference, time series models, Bayesian learning, sampling methods, computational learning theory, support vector machines, and reinforcement learning.

Ph.D.:

This course fulfills one Artificial Intelligence Core Course (Breadth) requirement.

M.S.:

This course fulfills one Artificial Intelligence Core Course (Breadth) requirement.

CSE 250 and any of EAS 305/308, STA 401/421, MTH 309; or permission of instructor.

Course Instances
Semester Section Title Instructor Credit Hours Enrolled
Fall 2017 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 5/200
Spring 2017 LEC Intro Machine Learning Dr. Varun Chandola 3 194/200
Fall 2016 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 72/155
Summer 2016 LEC Intro Machine Learning Staff 3 0/ 0
Spring 2016 LEC Intro Machine Learning Dr. Varun Chandola 3 157/200
Fall 2015 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 110/155
Spring 2015 LEC Introduction to Machine Learning Dr. Varun Chandola 3 149/149
Fall 2014 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 148/170
Spring 2014 LEC Introduction to Machine Learning Dr. Varun Chandola 3 95/85
Fall 2013 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 135/150
Fall 2013 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 0/15
Fall 2012 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 0/15
Fall 2012 LEC Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 69/165
Fall 2011 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 59/70
Fall 2010 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 49/60
Fall 2010 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 1/15
Fall 2009 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 38/55
Fall 2009 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 0/15
Fall 2008 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 20/30
Fall 2008 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 1/10
Fall 2007 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 20/35
Fall 2007 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 0/10
Fall 2006 LR Intro Machine Learning Staff 3 36/50
Fall 2005 LR Intro Machine Learning Staff 3 35/45
Fall 2004 LR Intro Machine Learning Staff 3 34/50
Spring 2004 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 17/50
Spring 2003 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 45/50
Fall 2001 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 34/60
Fall 2000 LR Intro Machine Learning Dr. Sargur (Hari) N. Srihari 3 34/50
Fall 1999 LR Intro Machine Learning Dr. Peter D. Scott 3 51/57
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