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Advanced Artificial Intelligence

Course Code: CSE 6009

Course Type: n/a

Credit: 3.00

Credit Hour: 3.00

Prerequisite: n/a

Introduction; Advanced search techniques in AI, Advanced plan generating systems; Probabilistic Reasoning, decision networks; Making complex decisions: Sequential decision problems, partially observable Markov decision problems (POMDPs); Multiple agent theory: Cooperation among multiple agents; Learning from observations: Inductive learning, decision trees, ensemble learning; Knowledge in learning: Use of logic, explanation based learning, inductive logic programming; Statistical learning: Complete data, hidden nodes (EM method), instance based learning, neural networks and neural belief networks; Fuzzy logic and Genetic algorithm.