Statistical Machine Learning for Engineering with Applications (häftad, eng)
Gäller medlemspriset
Statistical Machine Learning for Engineering with Applications (häftad, eng)
Gästpris:
Ditt pris:
762 kr
909 kr
Du sparar
147 kr
- Inköpspriser för medlemmar (Logga in)
- Frakt från 0 kr
- 14 dagars öppet köp
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.
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.
| Format | Häftad |
| Omfång | 380 sidor |
| Språk | Engelska |
| Förlag | Springer International Publishing AG |
| Utgivningsdatum | 2024-09-27 |
| ISBN | 9783031662522 |
Artikelnummer
3346849
EAN
9783031662522
Leverans:
Denna produkt skickas från oss inom 4 - 5 vardagar. I kassan väljer du om du vill få leverans med Budbee, Airmee, Best Transport, Early Bird, Postnord eller DB Schenker. Vissa speditörer har vikt- eller storleksbegränsningar och kan av den anledningen saknas som alternativ i kassan om du handlar många eller väldigt stora produkter.Fri retur:
För Plus-medlemmar gäller fri retur och 14 dagars full returrätt från den dagen du tar emot din leverans. För övriga kostar retur från 49 kr.Undantag för retur- och ångerrätt:
Dessa är exempel på varor som inte omfattas av retur- eller ångerrätt. Observera att det kan finnas andra undantag som inte listas här.- Använda, skadade och/eller inkompletta produkter
- Dagligvaror (livsmedel, läkemedel, nikotinprodukter)
- Hygienartiklar & kroppsnära produkter (rakapparater, in ear-hörlurar, aktivitetsklockor)
- Intimprodukter (menskoppar, kondomer och glidmedel)
- Kosmetikprodukter (inkl. hår- och hudvårdsprodukter, parfymer, etc.)
- Underkläder (inkl. badkläder, underställ och strumpor)
- Ljud- & bildupptagningar, spel/program (om förseglingen brutits eller licensnyckeln erhållits.)
- Teknikprodukter om försegling brutits eller programvara har installerats (mobiltelefoner, surfplattor, laptops, etc.)
- Gratisprodukter
Om du är osäker på om en produkt omfattas av ångerrätt kan du alltid kontakta vår kundtjänst på info@buyersclub.se, så hjälper vi dig gärna!
Leveranser:
