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Syllabus

CS B351/COGS Q350: Intro to Artificial Intelligence

Fall 2014

Instructor: Gregory Rawlins

Subject to change, depending on time

Problem-solving and Search

  • Uninformed (blind) search: depth-first search, breadth-first search, iterative deepening
  • Informed (heuristic) search: A* search
  • Local (hillclimbing) search
  • Adversarial search: Game-playing, Minimax, Alpha-Beta pruning

Knowledge representation and Reasoning

  • Propositional and Predicate logic
  • Inference methods
  • Production systems
  • Reasoning under Uncertainty

Planning

  • Planning as search
  • Partial order planning
  • Hierarchical planning

Machine Learning

  • Decision tree learning
  • Neural networks
  • Genetic algorithms

Presentations