Thalia.de

Machine Learning

A Probabilistic Perspective

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.
Portrait
Kevin P. Murphy is a Research Scientist at Google. Previously, he was Associate Professor of Computer Science and Statistics at the University of British Columbia.
Zitat
"This comprehensive book should be of great interest to learners and practitioners in the field of machine learning." -- British Computer Society
… weiterlesen
In den Warenkorb
Filialabholung

Versandkostenfrei

Bezahlung bei Abholung

Beschreibung

Produktdetails


Einband gebundene Ausgabe
Seitenzahl 1104
Erscheinungsdatum 18.09.2012
Sprache Englisch
ISBN 978-0-262-01802-9
Reihe Adaptive Computation and Machine Learning Series
Verlag MIT Press Ltd
Maße (L/B/H) 241/213/44 mm
Gewicht 1956
Buch (gebundene Ausgabe, Englisch)
87,99
inkl. gesetzl. MwSt.
Versandfertig in 1 - 2 Wochen
Versandkostenfrei
In den Warenkorb
Filialabholung

Versandkostenfrei

Bezahlung bei Abholung

Andere Kunden interessierten sich auch für

  • 6698321
    Mathematical Theory of Communication
    von Warren Weaver
    Buch (gebundene Ausgabe)
    63,99
  • 39752565
    Mining of Massive Datasets
    von Jeffrey David Ullman
    Buch (gebundene Ausgabe)
    63,99
  • 11411963
    Pattern Recognition and Machine Learning
    von Christopher M. Bishop
    (1)
    Buch (gebundene Ausgabe)
    81,95
  • 42407205
    Fundamentals of Machine Learning for Predictive Data Analytics
    von Aoife D'Arcy
    Buch (gebundene Ausgabe)
    98,99
  • 3440849
    Machine Learning
    von Thomas Mitchell
    Buch (Taschenbuch)
    71,99
  • 4023861
    Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
    von Alexander J. Smola
    Buch (gebundene Ausgabe)
    95,74
  • 35136428
    Introduction to Modern Cryptography
    von Yehuda Lindell
    Buch (gebundene Ausgabe)
    63,99
  • 33954459
    Machine Learning: The Art and Science of Algorithms That Make Sense of Data
    von Peter A. Flach
    Buch (gebundene Ausgabe)
    164,99
  • 30142990
    Machine Learning for Hackers
    von John Myles White
    Buch (Taschenbuch)
    41,99
  • 44918824
    From Curve Fitting to Machine Learning
    von Achim Zielesny
    Buch (gebundene Ausgabe)
    201,99
  • 43564382
    Milk and Honey
    von Rupi Kaur
    (1)
    Buch (Taschenbuch)
    12,99 bisher 14,99
  • 41817426
    Everything, Everything
    von Nicola Yoon
    Buch (Taschenbuch)
    8,99
  • 46008893
    4 3 2 1 (4321)
    von Paul Auster
    (1)
    Buch (gebundene Ausgabe)
    13,99
  • 45243079
    Fantastic Beasts and Where to Find Them. The Original Screenplay
    von Joanne K. Rowling
    (9)
    Buch (gebundene Ausgabe)
    14,95 bisher 21,99
  • 43315739
    A Little Life
    von Hanya Yanagihara
    Buch (Taschenbuch)
    8,99
  • 45704735
    Red Queen 3. King's Cage
    von Victoria Aveyard
    Buch (Taschenbuch)
    9,34 bisher 10,99
  • 45402946
    4 3 2 1 (4321)
    von Paul Auster
    Buch (gebundene Ausgabe)
    13,99
  • 38930428
    We Were Liars
    von E. Lockhart
    (10)
    Buch (Taschenbuch)
    7,99 bisher 10,49
  • 34910866
    The Life List
    von Lori Nelson Spielman
    (5)
    Buch (Taschenbuch)
    6,99 bisher 9,70
  • 15399647
    Nineteen Eighty-Four (1984)
    von George Orwell
    Buch (Taschenbuch)
    6,99

Kundenbewertungen


Es wurden noch keine Bewertungen geschrieben.

Wird oft zusammen gekauft

Machine Learning

Machine Learning

von Kevin P. Murphy

Buch (gebundene Ausgabe, Englisch)
87,99
+
=
Artificial Intelligence

Artificial Intelligence

von Peter Norvig

Buch (Taschenbuch)
83,99
+
=

für

171,98

inkl. gesetzl. MwSt.

Alle kaufen