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20 Best Machine Learning Theory Books to Read in 2021 | Book List

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After an entertaining book to read? Looking for the perfect book to gift to your dad/mother/sister/anyone. This article showcases our top picks for the best Machine Learning Theory books. 

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Best Machine Learning Theory Books

Looking for a book to read in 2021? Explore this list of the best Machine Learning Theory books. This list was curated with thanks to ISBNdb and images partially provided by Unsplash.

If you have a book suggestion, feel free to drop it in the moderated comment section at the bottom of the article.


Book Title: Advances in learning theory: methods, models, and applications

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Advances in learning theory: methods, models, and applications

Advances in learning theory: methods, models, and applications by Nato Advanced Study Institute On Learning Theory And Practice (2002 : Louvain, Belgium) was published in 2003. It was officially published by Ios Press ; Ohmsha, and has the ISBN: 427490587.


Book Title: Deterministic And Statistical Methods In Machine Learning: First International Workshop, Sheffield, Uk, September 7-10, 2004 : Revised Lectures

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Deterministic And Statistical Methods In Machine Learning: First International Workshop, Sheffield, Uk, September 7-10, 2004 : Revised Lectures

Deterministic And Statistical Methods In Machine Learning: First International Workshop, Sheffield, Uk, September 7-10, 2004 : Revised Lectures by Sheffield Machine Learning Workshop (1st : 2004 : Sheffield, England) was published in 2005. It was officially published by Springer and has the ISBN: 3540290737.


Book Title: Artificial Intelligence: A Guide for Thinking Humans

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Artificial Intelligence: A Guide for Thinking Humans

Artificial Intelligence: A Guide for Thinking Humans by Mitchell, Melanie was published in 2019-10-15T00:00:01Z. It was officially published by Farrar, Straus and Giroux and has the ISBN: 0374257833.


Book Title: Semi-Supervised and Unsupervised Machine Learning

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Semi-Supervised and Unsupervised Machine Learning

Semi-Supervised and Unsupervised Machine Learning by Amparo Albalate, Wolfgang Minker was published in 2013-01-24. It was officially published by Wiley and has the ISBN: 1118586131.


Book Title: Introduction To Machine Learning

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Introduction To Machine Learning

Introduction To Machine Learning by Alpaydin, Ethem was published in 2014. It was officially published by The Mit Press, and has the ISBN: 9780262028189.


Book Title: Machine And Human Learning

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Machine And Human Learning

Machine And Human Learning by Kodratoff, Yves., Hutchinson, Alan was published in 1989. It was officially published by Gp Pub. and has the ISBN: 087683960x.


Book Title: Minimum Error Entropy Classification (studies In Computational Intelligence)

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Minimum Error Entropy Classification (studies In Computational Intelligence)

Minimum Error Entropy Classification (studies In Computational Intelligence) by Joaquim P. Marques De Sá, Luís M.a. Silva, Jorge M.f. Santos, Luís A. Alexandre was published in 2013. It was officially published by Springer and has the ISBN: 3642290280.


Book Title: Learning and Inference in Computational Systems Biology

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Learning and Inference in Computational Systems Biology

Learning and Inference in Computational Systems Biology by Neil D. Lawrence, Mark Girolami, Magnus Rattray, Guido Sanguinetti was published in February 2010. It was officially published by MIT Press and has the ISBN: 026201386X.


Book Title: Machine Reconstruction in Human Control Strategies, Vol. 99

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Machine Reconstruction in Human Control Strategies, Vol. 99

Machine Reconstruction in Human Control Strategies, Vol. 99 by D. Suc was published in January 2003. It was officially published by I O S Press, Incorporated and has the ISBN: 158603376X.


Book Title: A Concise Introduction To Machine Learning (chapman & Hall/crc Machine Learning & Pattern Recognition)

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A Concise Introduction To Machine Learning (chapman & Hall/crc Machine Learning & Pattern Recognition)

A Concise Introduction To Machine Learning (chapman & Hall/crc Machine Learning & Pattern Recognition) by A.c. Faul was published in 2021. It was officially published by Chapman And Hall/crc and has the ISBN: 0815384106.


Book Title: Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series)

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Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series)

Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series) by Rasmussen, Carl Edward, Williams, Christopher K. I. was published in 2005-11-23T00:00:01Z. It was officially published by The MIT Press and has the ISBN: 026218253X.


Book Title: Machine learning challenges: evaluating predictive uncertainty visual object classification and recognizing textual entailment : First PASCAL Machine Learning Challenges Workshop, MLCW 2005, Southampton, UK, April 11-13, 2005 : revised selected papers

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Machine learning challenges: evaluating predictive uncertainty visual object classification and recognizing textual entailment : First PASCAL Machine Learning Challenges Workshop, MLCW 2005, Southampton, UK, April 11-13, 2005 : revised selected papers

Machine learning challenges: evaluating predictive uncertainty visual object classification and recognizing textual entailment : First PASCAL Machine Learning Challenges Workshop, MLCW 2005, Southampton, UK, April 11-13, 2005 : revised selected papers by Pascal Machine Learning Challenges Workshop (1st : 2005 : Southampton, England) was published in 2006. It was officially published by Springer and has the ISBN: 3540334270.


Book Title: Introduction to Machine Learning

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Introduction to Machine Learning

Introduction to Machine Learning by Ethem Alpaydin was published in February 2010. It was officially published by MIT Press and has the ISBN: 026201243X.


Book Title: Machine Learning For Audio, Image And Video Analysis

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Machine Learning For Audio, Image And Video Analysis

Machine Learning For Audio, Image And Video Analysis by Camastra, Francesco, Vinciarelli, Alessandro. was published in 2008. It was officially published by Springer and has the ISBN: 1848000065.


Book Title: Machine Learning: Neural Networks, Genetic Algorithms, And Fuzzy Systems

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Machine Learning: Neural Networks, Genetic Algorithms, And Fuzzy Systems

Machine Learning: Neural Networks, Genetic Algorithms, And Fuzzy Systems by Hojjat Adeli, Shih-lin Hung was published in 1995. It was officially published by Wiley and has the ISBN: 0471016330.


Book Title: Machine learning

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Machine learning

Machine learning by J. G. Carbonell was published in 1990/04/25. It was officially published by Cambridge, Mass. : MIT Press, 1990, c1989. and has the ISBN: 0262530880.


Book Title: Machine Learning

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Machine Learning

Machine Learning by Tony Jebara was published in December 2003. It was officially published by Springer-Verlag New York, LLC and has the ISBN: 1402076479.


Book Title: Tuning Metaheuristics

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Tuning Metaheuristics

Tuning Metaheuristics by Springer was published in 12/8/2010. It was officially published by Springer-Verlag New York, LLC and has the ISBN: 3642101496.


Book Title: Advanced Lectures On Machine Learning: Ml Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tübingen, Germany, August 4-16, 2003, Revised Lectures (lecture Notes In Computer Science)

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Advanced Lectures On Machine Learning: Ml Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tübingen, Germany, August 4-16, 2003, Revised Lectures (lecture Notes In Computer Science)

Advanced Lectures On Machine Learning: Ml Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tübingen, Germany, August 4-16, 2003, Revised Lectures (lecture Notes In Computer Science) by Machine Learning Summer School (2003 : Canberra, A.c.t.), Bousquet, Olivier., Luxburg, Ulrike Von., Rätsch, Gunnar., Machine Learning Summer School (2003 : Tübingen, Germany) was published in 2004. It was officially published by Springer and has the ISBN: 3540231226.


Book Title: Introduction to Machine Learning (Adaptive Computation and Machine Learning series)

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Introduction to Machine Learning (Adaptive Computation and Machine Learning series)

Introduction to Machine Learning (Adaptive Computation and Machine Learning series) by Alpaydin, Ethem was published in 2014-08-22T00:00:01Z. It was officially published by The MIT Press and has the ISBN: 0262028182.

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