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Titlebook: Statistical Machine Learning for Engineering with Applications; Jürgen Franke,Anita Sch?bel Textbook 2024 The Editor(s) (if applicable) an

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書目名稱Statistical Machine Learning for Engineering with Applications
編輯Jürgen Franke,Anita Sch?bel
視頻videohttp://file.papertrans.cn/877/876471/876471.mp4
概述Serves as a n introduction to statistical machine learning for students, requiring only a basic training in statistics.Enables engineers and scientists to understand the potential and pitfalls of mach
叢書名稱Lecture Notes in Statistics
圖書封面Titlebook: Statistical Machine Learning for Engineering with Applications;  Jürgen Franke,Anita Sch?bel Textbook 2024 The Editor(s) (if applicable) an
描述.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
出版日期Textbook 2024
關(guān)鍵詞Linear Regression; Crossvalidation; Bayesian Linear Regression; Local Averaging; Neural Networks; Dimensi
版次1
doihttps://doi.org/10.1007/978-3-031-66253-9
isbn_softcover978-3-031-66252-2
isbn_ebook978-3-031-66253-9Series ISSN 0930-0325 Series E-ISSN 2197-7186
issn_series 0930-0325
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
The information of publication is updating

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Daria Fokina,Pavel Toktaliev,Oleg Iliev,Ivan Oseledetsfgaben angep??t. Dem Fellen der Z?hne beim S?ugling entspricht eine geringe Entwicklung der Alveolarforts?tze beider Kiefer, die geringe Ausbildung der Gaumen- und Rachenw?lbung und des ganzen Kieferskeletts. Die relativ kr?ftig entwickelte Zunge bewirkt; da? beim S?ughng im Ruhezustand eine freie M
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Yannick Becker,Elisabeth Leoff,Henrike Stephani,Thomas Weibelsaftsekretion an. Die schlie?lich einsetzende Ermüdung ist ein Schutz vor überfütterung des natürlich ern?hrten Kindes. Der Saugreflex kann fast von der gesamten Mundschleimhaut aus ausgel?st werden. Sein Fehlen oder seine mangelhafte AusbUdung wird als Ausdruck einer neuropathischen Konstitution aufgefa?t [..)].
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Daria Fokina,Pavel Toktaliev,Oleg Iliev,Ivan Oseledetssaftsekretion an. Die schlie?lich einsetzende Ermüdung ist ein Schutz vor überfütterung des natürlich ern?hrten Kindes. Der Saugreflex kann fast von der gesamten Mundschleimhaut aus ausgel?st werden. Sein Fehlen oder seine mangelhafte AusbUdung wird als Ausdruck einer neuropathischen Konstitution aufgefa?t [..)].
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