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Chapter Eight Instance Based Learning

Chapter Eight Instance Based Learning. Machine Learning Tom M. Mitchell. Outline. Introduction K-Nearest Neighbor Locally Weighted Regression Radial Basis Functions Case-Based Reasoning Lazy and Eager Learning. What Is Instance Based Learning.

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Invented by L.Valiant in 1984

Invented by L.Valiant in 1984. L.G.Valiant A theory of the learnable , Communications of the ACM, 1984, vol 27, 11, pp. 1134-1142. Basic notions. X - instance space (in general, an arbitrary set) c ? X - concept (each subset of X is a concept)

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Lecture 01 of 42

Lecture 01 of 42. Introduction to Machine Learning and the Version Space Formalism. Wednesday, 24 January 2008 William H. Hsu Department of Computing and Information Sciences, KSU KSOL course pages: http://snipurl.com/1y5gc / http://snipurl.com/1y5ih

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290 views • 20 slides

Introduction to Machine Learning course 67577 fall 2007

Introduction to Machine Learning course 67577 fall 2007. Lecturer: Amnon Shashua Teaching Assistant: Yevgeny Seldin School of Computer Science and Engineering Hebrew University. What is Machine Learning?.

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293 views • 15 slides

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Chapter Eight Instance Based Learning

Invented by L.Valiant in 1984

Lecture 01 of 42

Introduction to Machine Learning course 67577 fall 2007