Advanced Machine Learning

Machine learning algorithms provide analytical methods to search data sets for characteristic patterns. Typical tasks include the classification of data, function fitting and clustering, with applications in image and speech analysis, bioinformatics and exploratory data analysis. This course is accompanied by practical machine learning projects.

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The elements of statistical learning

Data mining, inference, and prediction

Trevor Hastie, Robert Tibshirani, Jerome Friedman

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.066.04.1 2017 9 / 2 Computational Statistics Available
Textbook.M.005.11.1 2016 7 / 4 Advanced Machine Learning Available
Textbook.M.005.11.2 2016 7 / 4 Advanced Machine Learning Available
Textbook.M.005.06.1 2009 7 / 4 Advanced Machine Learning Available
Textbook.M.030.05.1 2009 12 / 4 Statistical Learning Theory Unavailable
Textbook.M.066.04.2 2017 9 / 2 Computational Statistics 28.4.2025 Unavailable
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Introduction to machine learning

Ethem Alpaydın

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.005.02.1 2014 7 / 4 Advanced Machine Learning Available
Textbook.M.005.02.2 2014 7 / 4 Advanced Machine Learning Available
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Neural networks for pattern recognition

Christopher M. Bishop

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.005.04.2 2010 7 / 4 Advanced Machine Learning Available
Textbook.M.005.04.3 2010 7 / 4 Advanced Machine Learning Available
Textbook.M.005.04.1 2010 7 / 4 Advanced Machine Learning On-site use only
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An introduction to support vector machines

And other kernel-based learning methods

Nello Cristianini and John Shawe-Taylor

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.005.08.1 2000 7 / 4 Advanced Machine Learning 5.5.2025 Unavailable
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Pattern recognition and machine learning

Christopher M. Bishop

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.012.02.1 2009 12 / 1 Probabilistic Artificial Intelligence Available
Textbook.M.005.05.2 2009 7 / 4 Advanced Machine Learning Available
Textbook.M.005.05.4 2009 7 / 4 Advanced Machine Learning Available
Textbook.M.005.05.5 2009 7 / 4 Advanced Machine Learning Available
Textbook.B.116.01.2 2009 6 / 5 Visual Computing Available
Textbook.B.116.01.3 2009 6 / 5 Visual Computing Available
Textbook.B.116.01.4 2009 6 / 5 Visual Computing Available
Textbook.B.116.01.5 2009 6 / 5 Visual Computing Available
Textbook.B.116.01.6 2009 6 / 5 Visual Computing Available
EX.0000.37.1 2007 Available
EX.0000.37.2 2007 Available
IL.06.1 2006 Available
Textbook.B.116.01.1 2009 6 / 5 Visual Computing On-site use only
Textbook.M.012.02.3 2009 12 / 1 Probabilistic Artificial Intelligence 16.4.2025 Unavailable
EX.0000.37.3 2007 Unavailable
Textbook.M.005.05.1 2009 7 / 4 Advanced Machine Learning 5.5.2025 Unavailable
Textbook.M.012.02.2 2009 12 / 1 Probabilistic Artificial Intelligence 7.5.2025 Unavailable
Textbook.M.005.05.3 2009 7 / 4 Advanced Machine Learning 20.5.2025 Unavailable
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Maschinelles Lernen

von Ethem Alpaydin

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.005.09.2 2008 7 / 4 Advanced Machine Learning Available
Textbook.M.005.09.1 2008 7 / 4 Advanced Machine Learning On-site use only
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All of statistics

A concise course in statistical inference

Larry Wasserman

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.005.01.2 2005 7 / 4 Advanced Machine Learning Available
Textbook.M.005.01.3 2005 7 / 4 Advanced Machine Learning Available
Textbook.M.005.01.1 2005 7 / 4 Advanced Machine Learning On-site use only
Textbook.M.005.01.4 2005 7 / 4 Advanced Machine Learning 28.4.2025 Unavailable
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Pattern classification

Richard O. Duda, Peter E. Hart, David G. Stork

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.03.1 2001 12 / 4 Statistical Learning Theory Available
Textbook.M.005.03.2 2001 7 / 4 Advanced Machine Learning Available
Textbook.M.005.03.1 2001 7 / 4 Advanced Machine Learning On-site use only
Textbook.M.030.03.2 2001 12 / 4 Statistical Learning Theory 5.5.2025 Unavailable
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A probabilistic theory of pattern recognition

Luc Devroye, László Györfi, Gábor Lugosi

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.M.030.01.1 1996 12 / 4 Statistical Learning Theory Available
Textbook.M.005.07.1 1996 7 / 4 Advanced Machine Learning Available
Textbook.M.030.01.2 1996 12 / 4 Statistical Learning Theory On-site use only