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Advanced Lectures on Machine Learning Olivier Bousquet

Advanced Lectures on Machine Learning By Olivier Bousquet

Advanced Lectures on Machine Learning by Olivier Bousquet


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Summary

Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike.

Advanced Lectures on Machine Learning Summary

Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tubingen, Germany, August 4-16, 2003, Revised Lectures by Olivier Bousquet

Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To stimulate discussions and to disseminate new results, a summer school series was started in February 2002, the documentation of which is published as LNAI 2600.

This book presents revised lectures of two subsequent summer schools held in 2003 in Canberra, Australia, and in Tubingen, Germany. The tutorial lectures included are devoted to statistical learning theory, unsupervised learning, Bayesian inference, and applications in pattern recognition; they provide in-depth overviews of exciting new developments and contain a large number of references.

Graduate students, lecturers, researchers and professionals alike will find this book a useful resource in learning and teaching machine learning.

Table of Contents

An Introduction to Pattern Classification.- Some Notes on Applied Mathematics for Machine Learning.- Bayesian Inference: An Introduction to Principles and Practice in Machine Learning.- Gaussian Processes in Machine Learning.- Unsupervised Learning.- Monte Carlo Methods for Absolute Beginners.- Stochastic Learning.- to Statistical Learning Theory.- Concentration Inequalities.

Additional information

NLS9783540231226
9783540231226
3540231226
Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tubingen, Germany, August 4-16, 2003, Revised Lectures by Olivier Bousquet
New
Paperback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
2004-09-02
246
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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