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Subject Syllabus

CSIT-504 (B) - Artificial Intelligence

CSIT · Semester 5

Course Modules

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Meaning and definition of artificial intelligence Production systems Characteristics of production systems Breadth-first search and depth-first search techniques Hill climbing Best-first search A* algorithm AO* algorithms Various types of control strategies

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 non-monotonic reasoning

Probabilistic reasoning Bayes' theorem Semantic networks Scripts Schemas Frames Conceptual dependency Fuzzy logic Forward and backward reasoning

Game playing techniques: minimax procedure Alpha-beta cut-offs Planning Study of the block world problem in robotics Introduction to understanding Natural language processing

Introduction to learning Various techniques used in learning Introduction to neural networks Applications of neural networks Common sense reasoning Examples of expert systems