Login
Course Information
Identification

CS 621: Artificial Intelligence
 
Description

Knowledge Representation: The First Order Predicate Logic, Production Systems, Semantic Nets, Frames and Scripts Formalisms. Resolution in Predicate Logic, Unification, Strategies for Resolution by Refutation. Knowledge Acquisition and learning: Learning from examples and analogy, Rote learning, Neural Learning, Integrated Approach. Planning and Robotics: STRIPS, ABSTRIPS, NOAH and MOLGEN planners, preliminary ideas of distributed and real time planning, Subsumption architecture based planning.

Expert Systems: fundamental blocks, case studies in various domains, concept of shells, connectionist expert systems. Introduction to Natural Language Understanding: problems of ambiguity, ellipsis and polysemy, lexicalization and parsing, Transition and Augumented Transition networks, Natural Language Interfaces. Introdution to Computer Vision: Edge detection, Point Correspondence and Stereopsis, Surface directions. Basics of Neural Networks: Perceptrons, Feedforward nets Backpropagation algorithm, preliminary understanding of unsupervised learning.
 
References

E. Charniak, et.al., Introduction to Artificial Intelligence, Addison Wesley, 1985.

P. H. Winston, Artificial Intelligence, Addison Wesley, 1993.

E. Rich and K. Knight, Artificial Intelligence, Addison Wesley, 1990.

R. Honavar and E. Uhr, Artificial Intelligence and Neural Networks, Academic Press, 1992.

F. Hayes Roth et.al., Building Expert Systems, Addison Wesley, 1983.

P. R. Cohen,et.al., The Handbook of Artificial Intelligence, Vol.1,2 and 3, Kaufman Inc.,1982.

B. K. P. Horn, Robot Vision, MIT Press, 1985. J. Carbonell, Machine Learning paradigms and Methods, MIT Press, 1990.

Journals- Artificial Intelligence, AI Magazine, IEEE Expert, Machine Learning, Computer Vision Image Processing and Graphics, IEEE Transactions on Neural Networks.
 
Home Page

http://www.cse.iitb.ac.in/~cs621/
 
Prerequisites

 
Other Details

Duration : Full Semester Total Credit : 6
Type : Theory
 
Autumn Semester 2019-20

Status : Not Offered Instructor : ---
 
Spring Semester 2019-20

Status : Offered Instructor : Prof. Sivakumar G.




Last Modified Date: 15-Jul-2013

Webmail

Username:
Password:
Faculty CSE IT
Forgot Password
    [+] Sitemap     Feedback