NATIONAL INSTITUTE OF TECHNOLOGY, ARUNACHAL PRADESH, YUPIA, Pin-791112
(Established by MHRD, Govt. of India)
Website : www.nitap.in, Fax No: (0360) 2284972
E-Mail: nitarunachal@gmail.com / admin@nitap.in
Exercises Proposed for teaching in (July – December, 2015 Semester)
1. Name of the Teacher Koj Sambyo
2. Department
Computer Science and Engineering
3. Course Title
Artificial Intelligence and Neural Network
4. Course code
CSE-703
5. Course Hands out (in reference to framed & approved syllabus) (maximum 500 words)
Contents
Hours
Artificial Intelligence (AI): its roots and scope : Early history and applications; the development of 4 Hrs
formal logic; the Turing test; overview of AI application areas: game playing, automated theorem
proving, expert systems, natural language understanding and semantics, planning and robotics, and
machine learning.
Knowledge representation: Technique using semantic network & conceptual dependency :The 8 Hrs
Propositional Calculus and Predicate Calculus; using inference rules to produce predicate calculus
expressions; strategies and structures for state space search; heuristic search; ie; DFS, BFS,
bidirectional search, Best first search, A & A* algorithm, problem reduction AO* search, constraint
satisfaction, Mini Max search, recursion-based search; admissibility, monotonicity and informedness
of search algorithms.
Knowledge representation and reasoning:Rule-based production systems; case-based reasoning 18 Hrs
systems and model based reasoning systems; reasoning under uncertain situations: stochastic methods,
fuzzy logic and fuzzy set theory; fuzzy expert systems.
Machine learning :Decision tree induction algorithms; artificial neural networks; genetic algorithms
Hybrid: intelligent techniques and maintenance of intelligent systems :Hybridization of neural 10 Hrs
networks, fuzzy logic, genetic algorithms and other intelligent techniques for problem solving;
maintenance of the completeness, correctness and consistency of intelligent systems.
6. Books/Literature to be followed:
(a) Books (Min. 2 texts + 3 references)
(i)
Title
Artificial Intelligence
Author
Elaine Rich and Kevin Knight
Publisher
McGraw Hill
Edition
Third edition
(ii)
Title
Author
Publisher
Edition
Artificial Intelligence: A Modern Approach
Stuart Russell and Peter Norving
Prentice Hall
Third Edition
NATIONAL INSTITUTE OF TECHNOLOGY, ARUNACHAL PRADESH, YUPIA, Pin-791112
(Established by MHRD, Govt. of India)
Website : www.nitap.in, Fax No: (0360) 2284972
E-Mail: nitarunachal@gmail.com / admin@nitap.in
(iii)
Title
Author
Publisher
Edition
(iv)
Title
Author
Publisher
Edition
Title
Artificial Intelligence: A New Synthesis
Nils J. Nilsson
Morgan Kaufmann
Second Edition
Computational Intelligence: A logical Approach
Davin Poole, Alan Mackworth, and Randy Goebel
Oxford University Press
First Edition
(v)
Computers and Thought: A practical Introduction to Artificial
Intelligence
Author
Mike Sharples, et al
Publisher
Bradford Book
Edition
First Edition
(b) Magazines/Journals (Minimum 5)
(i)
Artificial Intelligent by Elsevier, Netherland
(ii)
Artificial Intelligent in medicine by Elsevier, Netherland
(iii) Journal of Artificial Intelligent Research(JAIR) , AAAI Press, USA
(iv)
Applied Soft Computing - Journal - Elsevier, Netherland
(v)
AI Magazine - Association for the Advancement of Artificial Intelligence, AAAI Press, USA
7. Mode of Teaching: J.C Bose/S. N. Bose (please tick).
8. If the course is of practices, list the experiments to be offered.
(i) Simulating 8- Puzzle Problem
(ii) Programme to implement and function using ADALINE with BIPOLAR inputs and outputs
(iii) Programme to implement and function using MADALINE with BIPOLAR inputs and
outputs
(iv) Programme to implement discrete Hopfield network and test for input patterns
(v) Programme to implement fuzzy set operation and properties
(vi) Programme to implement composition of fuzzy and crisp relations.
(vii) Programme to perform MAX-MIN composition of two matrices obtained from Cartesian
product.
(viii) Programme for maximizing f(x) = x2 using GA where x is ranges from 0 to 31(Number of
iteration = 5)
Are the manuals ready for the experiments to be conducted?
Yes/No (please tick)
If “No”, the reasons there of and fixing responsibility
NATIONAL INSTITUTE OF TECHNOLOGY, ARUNACHAL PRADESH, YUPIA, Pin-791112
(Established by MHRD, Govt. of India)
Website : www.nitap.in, Fax No: (0360) 2284972
E-Mail: nitarunachal@gmail.com / admin@nitap.in
As per new syllabus all the practicals as well as syllabus have to be changed. The corrected
syllabus and practicals has been placed for further approval. Once syllabus and practicals are
approved, the manuals can be made as per new list of practicals by subject teacher and technical
assistant.
Remarks/ Endorsement by the HoD
With his /her signature with date
Name of the Teacher: Koj Sambyo
Designation: Assistant Professor
Signature with Date: