Artificial Intelligence (IT-7005)
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RGPV notes CBGS Bachelor of engineering
Syllabus
UNIT 1:
Meaning and definition of artificial intelligence, Various types of production systems, Characteristics
of production systems, Study and comparison of breadth first search and depth first search. Techniques, other
Search Techniques like hill Climbing, Best first Search. A* algorithm, AO* algorithms etc, and various types
of control strategies.
UNIT 2:
Knowledge Representation, Problems in representing knowledge, knowledge representation using
propositional and predicate logic, comparison of propositional and predicate logic, Resolution, refutation,
deduction, theorem proving, inferencing, monotonic and nonmonotonic reasoning.
UNIT 3:
Probabilistic reasoning, Baye's theorem, semantic networks, scripts, schemas, frames, conceptual
dependency, fuzzy logic, forward and backward reasoning.
UNIT 4:
Game playing techniques like minimax procedure, alpha-beta cut-offs etc, planning, Study
of the block world problem in robotics, Introduction to understanding and natural languages processing.
UNIT 5:
Introduction to learning, Various techniques used in learning, introduction to neural networks,
applications of neural networks, common sense, reasoning, some example of expert systems.
NOTES
- Unit 1
- Unit 2
- Unit 3
- Unit 4
- Unit 5
Books Recommended
1 Rich E and Knight K, “Artificial Intelligence”, TMH, New Delhi.
2 Nelsson N.J., “Principles of Artificial Intelligence”, Springer Verlag, Berlin.
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