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Titlebook: Mathematical Foundations of Data Science; Tomas Hrycej,Bernhard Bermeitinger,Siegfried Hands Textbook 2023 The Editor(s) (if applicable) a

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发表于 2025-3-21 17:18:29 | 显示全部楼层 |阅读模式
书目名称Mathematical Foundations of Data Science
编辑Tomas Hrycej,Bernhard Bermeitinger,Siegfried Hands
视频videohttp://file.papertrans.cn/627/626152/626152.mp4
概述Offers a presentation structure aligned along key problems.Focuses on approaches supported by mathematical arguments, rather than sole computing experiences.Considers key data science problems and eve
丛书名称Texts in Computer Science
图书封面Titlebook: Mathematical Foundations of Data Science; Tomas Hrycej,Bernhard Bermeitinger,Siegfried Hands Textbook 2023 The Editor(s) (if applicable) a
描述This textbook aims to point out the most important principles of data analysis from the mathematical point of view. Specifically, it selected these questions for exploring:  Which are the principles necessary to understand the implications of an application, and which are necessary to understand the conditions for the success of methods used? Theory is presented only to the degree necessary to apply it properly, striving for the balance between excessive complexity and oversimplification.  Its primary focus is on principles crucial for application success.  .Topics and features:.Focuses on approaches supported by mathematical arguments, rather than sole computing experiences.Investigates conditions under which numerical algorithms used in data science operate, and what performance can be expected from them.Considers key data science problems: problem formulation including optimality measure; learning and generalization in relationships to training set size and number of free parameters; and convergence of numerical algorithms.Examines original mathematical disciplines (statistics, numerical mathematics, system theory) as they are specifically relevant to a given problem.Addresses t
出版日期Textbook 2023
关键词Data Science; Big Data; Statistical Learning; Machine Learning; Deep Learning; Artificial Neural Networks
版次1
doihttps://doi.org/10.1007/978-3-031-19074-2
isbn_softcover978-3-031-19076-6
isbn_ebook978-3-031-19074-2Series ISSN 1868-0941 Series E-ISSN 1868-095X
issn_series 1868-0941
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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发表于 2025-3-21 22:53:57 | 显示全部楼层
Tomas Hrycej,Bernhard Bermeitinger,Matthias Cetto,Siegfried Handschuh
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发表于 2025-3-22 00:51:23 | 显示全部楼层
Tomas Hrycej,Bernhard Bermeitinger,Matthias Cetto,Siegfried Handschuh
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发表于 2025-3-22 07:24:22 | 显示全部楼层
ic infections. Indeed, the highest levels of HIV gene expression found in brain macrophages are associated with clinical disease in infected individuals.. The mechanisms by which HIV infection results in immunosuppression and progressive neurological disease are the primary focus of this chapter.
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发表于 2025-3-22 09:12:26 | 显示全部楼层
Tomas Hrycej,Bernhard Bermeitinger,Matthias Cetto,Siegfried Handschuh occurred. Cases typical of viral encephalitis accompanied by or followed by schizophrenia-like psychoses have been reported sporadically, but a common agent has not been identified, nor has the considerable effort of many investigators to detect virus or viral “footprints” from brains or cerebrospi
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Tomas Hrycej,Bernhard Bermeitinger,Matthias Cetto,Siegfried Handschuhsearch. In recent years, this group of viruses has assumed additional importance because TMEV infection in mice provides one of the few available experimental animal models for multiple sclerosis.. TMEV-induced demyelinating disease is perhaps the most relevant animal model for multiple sclerosis be
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爆炸
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发表于 2025-3-23 02:58:35 | 显示全部楼层
ische oder ischämische Schlaganfälle..Veränderungen von Neurotransmittern, Rezeptoren, sekundären Botenstoffen, Signaltransduktionssystemen und des oxidativen Status wurden für alle oben genannten Drogen berichtet, aber die Ergebnisse sind fragmentarisch und nicht schlüssig..Designerdrogen und neue
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发表于 2025-3-23 08:27:30 | 显示全部楼层
Tomas Hrycej,Bernhard Bermeitinger,Matthias Cetto,Siegfried Handschuhsions or of a large intracranial haematoma. A patient may die as a result of a non-missile head injury without either of these being present. Thus a systematic approach is required, and the pathologist must be aware of the more subtle — and often most important — types of brain damage that can occur
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