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Showing posts with the label specific training examples.

CONCEPT LEARNING

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  CONCEPT LEARNING ·        Learning involves acquiring general concepts from specific training examples . ·        Example: People continually learn ·        general concepts or ·        categories such as ü   " bird," ü   "car," ü   "situations in which I should study more in order to pass the exam," etc. ·        Each such concept can be viewed as ·        describing some subset of objects or events ü   defined over a larger set.   ·        Alternatively, each concept can be thought of as a Boolean-valued function defined over this larger set. ·        Example: A function defined over all animals , whose value is ·        true for birds and ·        false for other animals .   Definition: Concept learning - Inferring a Boolean-valued function from training examples of its input and output What is Concept Learning…? •         “A Task of acquiring a potential hypothesis ( Solution ) that best fits the gi