Industrial Applications of Machine Learning (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
Authors: Pedro Larrañaga – David Atienza – Javier Diaz-Rozo – Alberto Ogbechie – Carlos Esteban Puerto-Santana – Concha Bielza
ISBN-10: 0815356226
ISBN-13: 9780815356226
Edition 版次: 1
Publication Date 出版日期: 2018-12-10
Print Length 页数: 350 pages
5
Book Description
By finelybook
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
Contents
Preface
Chapter 1The Fourth Industrial
Revolution
Chapter
2Machine Learning
Chapter
3 Applications of Machine Learning in
Industrial Sectors
Chapter
4Component-Level Case Study:
Remaining Useful Life of Bearings
Chapter
5Machine-Level Case Study: Fingerprint
of Industrial Motors
Chapter
6Production-Level Case Study:
Automated Visual Inspection of a Laser
Process
Chapter
7 Distribution-Level Case Study:
Forecasting of Air Freight Delays
Bibliography
Index
