Introduction to Machine Learning

The course introduces the foundations of learning and making predictions based on data.

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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.012.02.2 2009 12 / 1 Probabilistic Artificial Intelligence Available
Textbook.M.012.02.3 2009 12 / 1 Probabilistic Artificial Intelligence Available
Textbook.M.005.05.1 2009 7 / 3 Advanced Machine Learning Available
Textbook.M.005.05.2 2009 7 / 3 Advanced Machine Learning Available
Textbook.M.005.05.3 2009 7 / 3 Advanced Machine Learning Available
Textbook.M.005.05.4 2009 7 / 3 Advanced Machine Learning Available
Textbook.M.005.05.5 2009 7 / 3 Advanced Machine Learning Available
Textbook.B.116.01.2 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
Textbook.B.132.04.3 2007 6 / 2 Introduction to Machine Learning Available
Textbook.B.116.01.1 2009 6 / 5 Visual Computing On-site use only
Textbook.B.132.04.1 2007 6 / 2 Introduction to Machine Learning Unavailable
Textbook.B.132.04.2 2007 6 / 2 Introduction to Machine Learning Unavailable
IL.06.1 2006 31.3.2026 Unavailable
Textbook.B.116.01.3 2009 6 / 5 Visual Computing 2.4.2026 Unavailable
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Machine learning

A probabilistic perspective

Kevin P. Murphy

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Textbook.B.132.01.10 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.11 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.12 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.5 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.6 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.7 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.9 2012 6 / 2 Introduction to Machine Learning Available
Textbook.B.132.01.1 2012 6 / 2 Introduction to Machine Learning On-site use only
Textbook.B.132.01.2 2012 6 / 2 Introduction to Machine Learning 9.3.2026 Unavailable
Textbook.B.132.01.3 2012 6 / 2 Introduction to Machine Learning Unavailable
Textbook.B.132.01.4 2012 6 / 2 Introduction to Machine Learning Unavailable
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ONLINE VERSION
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All of statistics

A concise course in statistical inference

Larry Wasserman

Signature Year Rack/Shelf Lecture Return Date Status
Textbook.B.132.03.3 2004 6 / 2 Introduction to Machine Learning Available
EX.0000.34.1 2004 9.3.2026 Unavailable
Textbook.B.132.03.1 2004 6 / 2 Introduction to Machine Learning 27.3.2026 Unavailable
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Understanding deep learning

Simon J.D. Prince

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Textbook.B.132.07.1 2023 6 / 2 Introduction to Machine Learning Unavailable
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An introduction to statistical learning

With applications in R

Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani

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Textbook.B.132.06.1 2021 6 / 2 Introduction to Machine Learning Unavailable
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The elements of statistical learning

Data mining, inference, and prediction

Trevor Hastie, Robert Tibshirani, Jerome Friedman

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Textbook.B.132.05.1 2001 6 / 2 Introduction to Machine Learning Available
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Mathematics for machine learning

Marc Peter Deisenroth (University College London), A. Aldo Faisal (Imperial College London), Cheng Soon Ong (Data61, CSIRO)

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Textbook.M.076.02.1 2020 9 / 2 Computational Intelligence Lab Unavailable
Textbook.B.132.02.1 2020 6 / 2 Introduction to Machine Learning 2.4.2026 Unavailable