Thalia.de

Introduction to Machine Learning

3rd Edition

The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. Subjects include supervised learning; Bayesian decision theory; parametric, semi-parametric, and nonparametric methods; multivariate analysis; hidden Markov models; reinforcement learning; kernel machines; graphical models; Bayesian estimation; and statistical testing. Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of Introduction to Machine Learning reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with code available online).
Other substantial changes include discussions of outlier detection; ranking algorithms for perceptrons and support vector machines; matrix decomposition and spectral methods; distance estimation; new kernel algorithms; deep learning in multilayered perceptrons; and the nonparametric approach to Bayesian methods. All learning algorithms are explained so that students can easily move from the equations in the book to a computer program. The book can be used by both advanced undergraduates and graduate students. It will also be of interest to professionals who are concerned with the application of machine learning methods.

Portrait

Ethem Alpaydin is a Professor in the Department of Computer Engineering at Bogazici University, Istanbul.

… weiterlesen
In den Warenkorb
Filialabholung

Versandkostenfrei

Bezahlung bei Abholung

Beschreibung

Produktdetails


Einband gebundene Ausgabe
Seitenzahl 640
Erscheinungsdatum 29.08.2014
Sprache Englisch
ISBN 978-0-262-02818-9
Verlag The MIT Press
Maße (L/B/H) 236/205/32 mm
Gewicht 1218
Abbildungen 192 illustrations
Auflage 3rd Revised edition.
Verkaufsrang 14.859
Buch (gebundene Ausgabe, Englisch)
66,99
inkl. gesetzl. MwSt.
Sofort lieferbar
Versandkostenfrei
In den Warenkorb
Filialabholung

Versandkostenfrei

Bezahlung bei Abholung

Andere Kunden interessierten sich auch für

  • 17626225
    Collins Gem English - Arabic Dictionary
    (1)
    Buch
    5,99
  • 39104248
    Introduction to English Language Teaching
    von Andreas Müller-Hartmann
    Buch
    14,99
  • 42758036
    Cracking the TOEFL iBT 2016-2017 with Audio CD
    Schulbuch
    25,99
  • 38942248
    The Jungle Book - Read it Yourself with Ladybird
    von Rudyard Kipling
    Buch
    5,99
  • 38142388
    Macbeth
    von William Shakespeare
    Schulbuch
    7,99
  • 45218536
    Guinness World Records 2017
    von Chris Hadfield
    Buch
    19,99
  • 41565291
    How to Get a Grip on Grammar
    von Simon Cheshire
    Buch
    6,99
  • 13545672
    Compact Oxford English Dictionary for Students
    von Catherine Soanes
    Buch
    14,99
  • 18667063
    English in Mind Starter Workbook
    von Herbert Puchta
    Schulbuch
    15,99
  • 38942312
    Topsy and Tim: Go to London - Read it Yourself with Ladybird
    Buch
    4,99
  • 39030958
    The Penguin Dictionary of Literary Terms and Literary Theory
    von J. A. Cuddon
    Buch
    14,99
  • 38213046
    The Oxford Dictionary of Synonyms and Antonyms
    Buch
    9,99
  • 41250540
    TOEFL iBT Premier 2016-2017 with 4 Practice Tests: Book + CD + Online + Mobile
    Schulbuch
    31,99
  • 37399093
    Make it Stick
    von Peter C. Brown
    Buch
    23,99
  • 38926784
    How to Speak Brit
    von Christopher Moore
    Buch
    15,99
  • 23951204
    German For Dummies
    von Paulina Christensen
    Buch
    18,99
  • 36080432
    Fluent Forever
    von Gabriel Wyner
    Schulbuch
    11,99
  • 41565420
    Spanish-English Bilingual Visual Dictionary
    Buch
    8,99
  • 23143001
    Wrong, Wrong, Wrong - Chinese Breeze Graded Reader Series, Level 1
    von Yuehua Liu
    Schulbuch
    6,99
  • 27964050
    Collins Writing for IELTS
    von Anneli Williams
    Schulbuch
    11,99

Kundenbewertungen


Es wurden noch keine Bewertungen geschrieben.

Wird oft zusammen gekauft

Introduction to Machine Learning

Introduction to Machine Learning

von Ethem Alpaydin

Buch
66,99
+
=
Head First Data Analysis

Head First Data Analysis

von Michael Milton

Buch
28,94
bisher 34,99
+
=

für

95,93

inkl. gesetzl. MwSt.

Alle kaufen