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Artificial Intelligence · College · College and University

AI III: Knowledge and Probabilistic Reasoning

Propositional and first-order logic, inference, Bayesian networks, Markov models and decision theory.

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40 basic cards for College Artificial Intelligence. It opens with "In propositional logic, what does the conjunction operator (AND) return true if" and "What is the truth value of 'P OR NOT P' in classical propositional logic?". Study it alongside the other College sets below.

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In propositional logic, what does the conjunction operator (AND) return true if and only if?
Show answerBoth propositions are true.
What is the truth value of 'P OR NOT P' in classical propositional logic?
Show answerAlways true (it is a tautology).
What logical inference rule allows you to conclude Q from 'P implies Q' and P?
Show answerModus Ponens.
In first-order logic, what is a predicate?
Show answerA function that returns true or false for one or more arguments.
What does the universal quantifier (for all X) allow you to express?
Show answerA statement that applies to every object in the domain.
What does the existential quantifier (exists X) allow you to express?
Show answerA statement that applies to at least one object in the domain.
What is unification in first-order logic?
Show answerFinding a substitution of terms for variables that makes two expressions identical.
What is Conjunctive Normal Form (CNF)?
Show answerA logical formula written as a conjunction (AND) of disjunctions (OR clauses).
In inference, what does the Resolution principle allow you to derive?
Show answerA new clause by resolving two clauses that contain complementary literals.
What is forward chaining in inference?
Show answerStarting from known facts and repeatedly applying inference rules to derive new facts until a goal is reached.
What is backward chaining in inference?
Show answerStarting from a goal and working backward to find supporting facts, stopping when known facts are reached.
What is a Horn clause?
Show answerA clause with at most one positive literal, written as P1 AND P2 AND ... AND Pn implies Q.
What is a Bayesian network?
Show answerA directed acyclic graph where nodes represent random variables and edges represent conditional dependencies.
What is a Conditional Probability Table (CPT) in a Bayesian network?
Show answerA table specifying the probability distribution of a variable given each combination of its parent variables.
What does d-separation (or d-separation criterion) determine in a Bayesian network?
Show answerWhether two variables are conditionally independent given a third variable by checking paths in the DAG.

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