Machine Learning: An Algorithmic Perspective, Second Edition - Rilegato

Libro 6 di 15: Chapman & Hall/Crc Machine Learning & Pattern Recognition

Marsland, Stephen

 
9781466583283: Machine Learning: An Algorithmic Perspective, Second Edition
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ISBN 10: 1466583282 ISBN 13: 9781466583283
Casa editrice: Chapman and Hall/CRC, 2014

Sinossi

A Proven, Hands-On Approach for Students without a Strong Statistical Foundation

Since the best-selling first edition was published, there have been several prominent developments in the field of machine learning, including the increasing work on the statistical interpretations of machine learning algorithms. Unfortunately, computer science students without a strong statistical background often find it hard to get started in this area.

Remedying this deficiency, Machine Learning: An Algorithmic Perspective, Second Edition helps students understand the algorithms of machine learning. It puts them on a path toward mastering the relevant mathematics and statistics as well as the necessary programming and experimentation.

New to the Second Edition

  • Two new chapters on deep belief networks and Gaussian processes
  • Reorganization of the chapters to make a more natural flow of content
  • Revision of the support vector machine material, including a simple implementation for experiments
  • New material on random forests, the perceptron convergence theorem, accuracy methods, and conjugate gradient optimization for the multi-layer perceptron
  • Additional discussions of the Kalman and particle filters
  • Improved code, including better use of naming conventions in Python

Suitable for both an introductory one-semester course and more advanced courses, the text strongly encourages students to practice with the code. Each chapter includes detailed examples along with further reading and problems. All of the code used to create the examples is available on the author’s website.

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Informazioni sull?autore

Stephen Marsland is a professor of scientific computing and the postgraduate director of the School of Engineering and Advanced Technology (SEAT) at Massey University. His research interests in mathematical computing include shape spaces, Euler equations, machine learning, and algorithms. He received a PhD from Manchester University

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Editore
Chapman and Hall/CRC
Data di pubblicazione
2014
Lingua
Inglese
ISBN 10 
1466583282
ISBN 13 
9781466583283
Rilegatura
Copertina rigida
Numero edizione
2
Numero di pagine
458
Contatto del produttore
non disponibile
Persona responsabile
non disponibile

Altre edizioni note dello stesso titolo

9781138583405: Machine Learning: An Algorithmic Perspective, Second Edition

Edizione in evidenza

ISBN 10:  1138583405 ISBN 13:  9781138583405
Casa editrice: Chapman and Hall/CRC, 2023
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