COMS W4252 - Introduction to computational learning theory

Institution:

Columbia University in the City of New York

Subject:

Description:

Prerequisites: CSOR W4231 or COMS W4236 or (COMS W3203 and permission of instructor) or (COMS W3261 and permission of instructor). Possibilities and limitations of performing learning by computational agents. Topics include computational models of learning, polynomial time learnability, learning from examples and learning from queries to oracles. Computational and statistical limitations of learning. Applications to Boolean functions, geometric functions, automata.

Credits:

3.00

Credit Hours:

Prerequisites:

Corequisites:

Exclusions:

Level:

Instructional Type:

Lecture

Notes:

Additional Information:

Historical Version(s):

Institution Website:

www.columbia.edu

Phone Number:

(212) 854-1754

Regional Accreditation:

Middle States Association of Colleges and Schools

Calendar System:

Semester

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