Code: 46145434
Statistical Machine Learning for Engineering with Applications
by Jürgen Franke, Anita Schöbel
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 ... more
- Language:
English - Binding: Paperback
- Number of pages: 380
Publisher: Springer, Berlin, 2024
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90.10 €
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Book synopsis
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.
Book details
Book category Books in English Mathematics & science Mathematics Probability & statistics
90.10 €
- Full title: Statistical Machine Learning for Engineering with Applications
- Author: Jürgen Franke, Anita Schöbel
- Language: English
- Binding: Paperback
- Number of pages: 380
- EAN: 9783031662522
- ID: 46145434
- Publisher: Springer, Berlin
- Dimensions: 235 × 155 mm
- Date of publishing: 06. October 2024
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