CmpE 462 Machine Learning

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Instructor: Ethem ALPAYDIN, alpaydin AT boun DOT edu DOT tr

TA: To be assigned

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Textbook

• Introduction to Machine Learning, 2e, The MIT Press, 2010.

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Topics

1. Introduction
2. Supervised Learning
3. Bayesian Decision Theory
4. Clustering
5. Nearest Neighbor Algorithms
6. Decision Trees
7. Neural Networks
8. Support Vector Machines
9. Model Assessment and Comparison

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Computer Usage

Homeworks require using Matlab.

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Grading

· 1 Project 0.30

· 1 Final 0.30

· Homeworks 0.40

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Last modified on March 4, 2011.