Machine Learning in Manufacturing: Quality 4.0 and the Zero Defects Vision
Autor Carlos A. Escobar, Ruben Morales-Menendezen Limba Engleză Paperback – 21 mar 2024
- Provides an understanding of the most relevant challenges posed to the application of Artificial Intelligence (AI) in manufacturing
- Includes analytical developments and applications and merges a quality vision with machine learning algorithms
- Features structured and unstructured data case studies to illustrate how to develop intelligent monitoring systems with the capacity to replace manual and visual tasks
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Specificații
ISBN-13: 9780323990295
ISBN-10: 0323990290
Pagini: 246
Dimensiuni: 152 x 229 x 15 mm
Greutate: 0.34 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0323990290
Pagini: 246
Dimensiuni: 152 x 229 x 15 mm
Greutate: 0.34 kg
Editura: ELSEVIER SCIENCE
Public țintă
Professional engineers, managers, and directorsGraduate students, the book will also include details for obtaining a green, black, and master black belt certification. Therefore, it can be used also by certifications institutions.
Cuprins
1. Introduction
2. The technologies
3. The data
4. Binary classification
5. Machine learning
6. Feature engineering
7. Classifier development
8. Learning quality control
9. Case studies; structured and unstructured data
10. Conclusion and call to action
2. The technologies
3. The data
4. Binary classification
5. Machine learning
6. Feature engineering
7. Classifier development
8. Learning quality control
9. Case studies; structured and unstructured data
10. Conclusion and call to action