I. Agents a. Agent architecture b. Types of agents c. Agent features d ...
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I. Agents a. Agent architecture b. Types of agents c. Agent features d ...
Agents a. Agent architecture b. Types of agents c. Agent features d. ... so far… it is
a representative sample. You are ... The exam will be closed-book. You will be ...
I.
Agents a. Agent architecture b. Types of agents c. Agent features d. Environment features
II.
Search a. Goal/utility-based agents b. Formalizing problems as search c. Evaluation criteria i. Completeness ii. Optimality iii. Time complexity iv. Space complexity d. Uninformed methods i. Breadth-first ii. Depth-first iii. Uniform-cost iv. Depth-limited v. Iterative deepening vi. Bi-directional e. Informed search i. Heuristics/admissibility ii. Best-first search iii. Greedy search iv. A/A* search f. Partial vs. complete search g. Optimization search i. Objective surfaces ii. Local search 1. Beam search 2. Hill-climbing iii. Escaping local optimal 1. Simulated annealing 2. Tabu search iv. Evolutionary search 1. Fitness 2. Crossover 3. Reproduction 4. Genetic programming
III.
Game Playing a. Game trees b. MiniMax principle c. Alpha-Beta pruning d. Dealing with uncertainty e. Other problems/techniques
IV.
Logic a. Knowledge-based agents i. Knowledge bases ii. Interpretations/models iii. Validity/satisfiablity iv. Entailment/inference v. Soundness/completeness vi. Standard sentence forms b. Propositional logic i. PL primitives/syntax ii. Inference by search iii. Truth tables iv. Natural deduction/inference rules c. First-order logic i. FOL primitives/syntax ii. Translating English to FOL iii. FOL inference 1. Unification/GMP 2. Forward chaining 3. Backward Chaining 4. Conversion to CNF 5. Resolution d. Prolog i. Logic programming vs. programming ii. Prolog syntax iii. Inference in prolog iv. Recursive predicates v. Rule ordering
Note: this is not an exhaustive list of topics we’ve covered so far… it is a representative sample. You are responsible for all the material from lectures and readings from the first 3 weeks. The exam will be closed-book. You will be allowed a 1-sided page of hand-written notes and a calculator.
