Industrial Applications of Machine Learning: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
Autor Pedro Larrañaga, David Atienza, Javier Diaz-Rozo, Alberto Ogbechie, Carlos Esteban Puerto-Santana, Concha Bielzaen Limba Engleză Paperback – 30 sep 2020
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
Toate formatele și edițiile | Preț | Express |
---|---|---|
Paperback (1) | 272.27 lei 6-8 săpt. | |
CRC Press – 30 sep 2020 | 272.27 lei 6-8 săpt. | |
Hardback (1) | 731.34 lei 6-8 săpt. | |
CRC Press – 10 dec 2018 | 731.34 lei 6-8 săpt. |
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Specificații
ISBN-13: 9780367656874
ISBN-10: 0367656876
Pagini: 348
Dimensiuni: 156 x 234 x 30 mm
Greutate: 0.56 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
ISBN-10: 0367656876
Pagini: 348
Dimensiuni: 156 x 234 x 30 mm
Greutate: 0.56 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
Public țintă
Professional Practice & DevelopmentCuprins
1 The Fourth Industrial Revolution
2 Machine Learning
3 Applications of Machine Learning in Industrial Sectors
4 Component-Level Case Study: Remaining Useful Life of Bearings
5 Machine-Level Case Study: Fingerprint of Industrial Motors
6 Production-Level Case Study: Automated Visual Inspection of a Laser Process
7 Distribution-Level Case Study: Forecasting of Air Freight Delays
2 Machine Learning
3 Applications of Machine Learning in Industrial Sectors
4 Component-Level Case Study: Remaining Useful Life of Bearings
5 Machine-Level Case Study: Fingerprint of Industrial Motors
6 Production-Level Case Study: Automated Visual Inspection of a Laser Process
7 Distribution-Level Case Study: Forecasting of Air Freight Delays
Notă biografică
Pedro Larrañaga, David Atienza, Javier Diaz-Rozo, Alberto Ogbechie, Carlos Esteban Puerto-Santana, Concha Bielza
Descriere
This book 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