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Machine Learning Chapter 7. Computational Learning Theory

Machine Learning Chapter 7. Computational Learning Theory. Tom M. Mitchell. Computational Learning Theory (1/2). Computational learning theory Setting 1: learner poses queries to teacher Setting 2: teacher chooses examples Setting 3: randomly generated instances, labeled by teacher

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Other Concept Classes

Other Concept Classes. k -term DNF: Disjunctions of at most k unbounded conjunctive terms: ln(| H |)=O( kn ) k -DNF: Disjunctions of any number of terms each limited to at most k literals: ln(| H |)=O( n k ) k -clause CNF: Conjunctions of at most k unbounded disjunctive clauses:

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Mistake bounds - PowerPoint PPT Presentation

Machine Learning Chapter 7. Computational Learning Theory

Other Concept Classes