Industrial Applications of Machine Learning:

Larrañaga, Pedro; Atienza, David; Diaz-Rozo, Javier; Ogbechie, Alberto; Puerto-Santana, Carlos Esteban; Bielza, Concha

ISBN 10: 0815356226 / ISBN 13: 9780815356226

Verlag: Taylor & Francis Group, 2018

pp. 336. Bestandsnummer des Verkäufers 370854000

Inhaltsangabe:

Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems.

Features

Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution

Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors

Includes four case studies addressing real-world industrial problems solved with machine learning techniques

A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving

Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka

Über die Autorin bzw. den Autor: Pedro Larrañaga, David Atienza, Javier Diaz-Rozo, Alberto Ogbechie, Carlos Esteban Puerto-Santana, Concha Bielza

Bibliografische Details

Titel: Industrial Applications of Machine Learning:
Verlag: Taylor & Francis Group
Erscheinungsdatum: 2018
Einband: Hardcover
Zustand: New