Download Midterm Exam Review for ECE 4524: Artificial Intelligence - Prof. Amos L. Abbott and more Study notes Electrical and Electronics Engineering in PDF only on Docsity! Review for Midterm Exam ECE 4524 Major course topics (tentative) 2 Topic Location in R&N Intro Chapter 1 Agents Chapter 2 Uninformed search Chapter 3 Search with heuristics Chapter 4 Constraint satisfaction Chapter 5 Games Chapter 6 Propositional logic Chapter 7 Predicate logic Chapter 8 Logic and inference Chapter 9 Knowledge representation Chapter 10 Planning Chapter 11 Dealing with uncertainty Chapter 13 Probabilistic reasoning Chapter 14 Utility theory Chapter 16 Learning from observations Chapter 18 Statistical learning & neural nets Chapter 20 Natural language processing Chapter 22 Computer vision Chapter 24 Agents 5 Agents and environments Rational agents Task environments (PEAS) Fully observable, partially observable Deterministic, stochastic Episodic, sequential Static, dynamic Discrete, continuous Single-agent, multiagent Agent structure Simple reflex agents Model-based reflex agents Goal-based agents Utility-based agents Search 6 Informed search vs. uninformed search Local search vs. non-local search On-line vs. off-line search Search 7 Uninformed (blind) search Breadth-first search Uniform-cost search Depth-first search Depth-limited search Iterative deepening search Informed (heuristic) search [f(n) = g(n)+h(n)] Greedy best-first search A* search Admissible heuristics, Evaluation function (or cost, or distance, . . .) Local search and optimization Hill-climbing Gradient descent Simulated annealing Local beam search Genetic algorithms Games / adversarial search 10 Multi-agent environments Cooperating agents Adversarial agents Games Static evaluation function (SEF) Minimax search Alpha-beta pruning Dealing with resource limitations Horizon effects Quiescence Feedover Secondary search Type A, Type B systems
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Could extend to situations with chance,
imperfect information
deterministic chance
perfect information chess, checkers, backgammon
go, othello monopoly
imperfect information bridge, poker, scrabble
nuclear war
Logic 12 Logical inference Deductive Inductive Predicate calculus Propositional logic First-order logic General concepts Models and entailment Soundness Completeness Inference rules and theorem proving Modus tolens, modus polens, resolution Proof by refutation Forward/backward chaining Knowledge-based agents Equivalence, validity, satisfiability Wumpus world
