Introduction to AI, Brief history. Different agent architectures, Problem formulation and search, Heuristic search, A*, local search and optimization, Constraint satisfaction problems, Game playing and adversarial search, Knowledge representation. Logical reasoning. Propositional logic. Planning, Production system, Semantic network and Frame, Propositional logic, First order predicate logic, Other methods for reasoning, An Introduction to Pattern Recognition, Supervised learning methods, Decision trees. Reinforcement learning, Game theory, Robotics. |
Text/Reference Book:
- S. Russell and P. Norvig. “Artificial Intelligence: A Modern Approach,” 3rd Ed., Prentice Hall, 2009.
- G. F. Luger, “Artificial Intelligence: Structures and Strategies for Complex Problem Solving”, 4/e, Addison-Wesley, 2002.,
- J. Finlay and A. Dix, “An Introduction to Artificial Intelligence”, UCL Press, 1996.
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