Statistical Machine Learning for Engineering with Applications

Language: English

Published by Springer, Springer Okt 2024, 2024

3031662520 / 9783031662522

Series: Book 72 of 72 - Lecture Notes in Statistics

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This item is printed on demand - Print on Demand Titel. Neuware -This book offers a leisurely introduction to the concepts and methods of machine learning. Readers will learn about classification trees, Bayesian learning, neural networks and deep learning, the design of experiments, and related methods. For ease of reading, technical details are avoided as far as possible, and there is a particular emphasis on applicability, interpretation, reliability and limitations of the data-analytic methods in practice. To cover the common availability and types of data in engineering, training sets consisting of independent as well as time series data are considered. To cope with the scarceness of data in industrial problems, augmentation of training sets by additional artificial data, generated from physical models, as well as the combination of machine learning and expert knowledge of engineers are discussed.The methodological exposition is accompanied by several detailed case studies based on industrial projects covering a broad range of engineering applications from vehicle manufacturing, process engineering and design of materials to optimization of production processes based on image analysis.The focus is on fundamental ideas, applicability and the pitfalls of machine learning in industry and science, where data are often scarce. Requiring only very basic background in statistics, the book is ideal for self-study or short courses for engineering and science students.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 400 pp. Englisch.…

Seller Inventory # 9783031662522

Title
Statistical Machine Learning for Engineering with Applications
Author
Jürgen Franke
Publisher
Springer, Springer Okt 2024
Publication year
2024
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031662520
ISBN 13
9783031662522
Item weight
604 grams
Dimensions
235x155x22 mm
Series
Book 72 of 72: Lecture Notes in Statistics

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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