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Titlebook: Linear Algebra in Data Science; Peter Zizler,Roberta La Haye Textbook 2024 The Editor(s) (if applicable) and The Author(s), under exclusiv

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發(fā)表于 2025-3-21 18:41:46 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Linear Algebra in Data Science
編輯Peter Zizler,Roberta La Haye
視頻videohttp://file.papertrans.cn/587/586282/586282.mp4
概述Explores applications of linear algebra in data science, showing readers how the two are connected.Offers exercises that escalate in complexity, many of which incorporate MATLAB.Includes practice proj
叢書名稱Compact Textbooks in Mathematics
圖書封面Titlebook: Linear Algebra in Data Science;  Peter Zizler,Roberta La Haye Textbook 2024 The Editor(s) (if applicable) and The Author(s), under exclusiv
描述.This textbook explores applications of linear algebra in data science at an introductory level, showing readers how the two are deeply connected. The authors accomplish this by offering exercises that escalate in complexity, many of which incorporate MATLAB. Practice projects appear as well for students to better understand the real-world applications of the material covered in a standard linear algebra course. Some topics covered include singular value decomposition, convolution, frequency filtering, and neural networks. .Linear Algebra in Data Science. is suitable as a supplement to a standard linear algebra course..
出版日期Textbook 2024
關(guān)鍵詞Linear algebra; Data science; Neural networks; Wavelet transform; Linear algebra; Singular value decompos
版次1
doihttps://doi.org/10.1007/978-3-031-54908-3
isbn_softcover978-3-031-54907-6
isbn_ebook978-3-031-54908-3Series ISSN 2296-4568 Series E-ISSN 2296-455X
issn_series 2296-4568
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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Rotations and Quaternions,he normed division algebra of quaternions is introduced, motivated by rotations in three dimensions. The Euler–Rodrigues formula is carefully presented and derived with worked examples. Connections are made to Euler angles. Octonions are introduced as well in similar context. .
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