Advanced Lectures on Machine Learning - Lecture Notes in Computer Science
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Published By Springer Berlin Heidelberg

9783540231226, 9783540286509

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Gaussian Processes in Machine Learning

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_4 ◽

2004 ◽

pp. 63-71 ◽

Author(s):

Carl Edward Rasmussen

Keyword(s):

Machine Learning ◽

Gaussian Processes

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Stochastic Learning

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_7 ◽

2004 ◽

pp. 146-168 ◽

Author(s):

Léon Bottou

Keyword(s):

Stochastic Learning

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Concentration Inequalities

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_9 ◽

2004 ◽

pp. 208-240 ◽

Author(s):

Stéphane Boucheron ◽

Gábor Lugosi ◽

Olivier Bousquet

Keyword(s):

Concentration Inequalities

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Unsupervised Learning

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_5 ◽

2004 ◽

pp. 72-112 ◽

Author(s):

Zoubin Ghahramani

Keyword(s):

Unsupervised Learning

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Bayesian Inference: An Introduction to Principles and Practice in Machine Learning

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_3 ◽

2004 ◽

pp. 41-62 ◽

Author(s):

Michael E. Tipping

Keyword(s):

Machine Learning ◽

Bayesian Inference

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Some Notes on Applied Mathematics for Machine Learning

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_2 ◽

2004 ◽

pp. 21-40 ◽

Author(s):

Christopher J. C. Burges

Keyword(s):

Machine Learning ◽

Applied Mathematics

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Introduction to Statistical Learning Theory

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_8 ◽

2004 ◽

pp. 169-207 ◽

Author(s):

Olivier Bousquet ◽

Stéphane Boucheron ◽

Gábor Lugosi

Keyword(s):

Statistical Learning ◽

Learning Theory ◽

Statistical Learning Theory

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An Introduction to Pattern Classification

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_1 ◽

2004 ◽

pp. 1-20 ◽

Author(s):

Elad Yom-Tov

Keyword(s):

Pattern Classification

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Monte Carlo Methods for Absolute Beginners

Advanced Lectures on Machine Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28650-9_6 ◽

2004 ◽

pp. 113-145

Author(s):

Christophe Andrieu

Keyword(s):

Monte Carlo ◽

Monte Carlo Methods

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