Machine Learning: A Probabilistic Perspective

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Autor:	Kevin P. Murphy
Lehekülgede arv:	1104, Täpsustamata
Ilmumisaasta:	2012
Kauba ID:	13352611

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Toote kirjeldus: Machine Learning: A Probabilistic Perspective

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package-PMTK (probabilistic modeling toolkit)-that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

Üldine tooteinfo: Machine Learning: A Probabilistic Perspective

Kauba ID:	13352611
Kategooria:	Majandusalased raamatud
Tootepakendite arv:	1 tk.
Paki suurus ja kaal (1):	0,4 x 0,3 x 0,1 m, 0,65 kg
Kirjastus:	MIT Press Ltd
Raamatu keel:	Inglise keel
Kaane tüüp:	Pole informatsiooni
Vorming:	Traditsiooniline raamat
Tüüp:	Täpsustamata
Raamat väljavõttega:	Ei
Autor:	Kevin P. Murphy
Lehekülgede arv:	1104, Täpsustamata
Ilmumisaasta:	2012

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