CONCEPT LEARNING
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