| ISBN： | 9781108470049 : |
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| ISBN： | 9781108455145 |
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| 编目源： | LBSOR/DLC DLC OCLCO UKMGB YDX ECN |
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| 个人名称： | Deisenroth, Marc Peter, |
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| 题名： | Mathematics for machine learning / Edited by Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong. |
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| 出版发行项： | Cambridge, United Kingdom : Cambridge University Press, 2020. |
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| 载体形态： | xvii, 371 pages : illustrations (some color) ; 26 cm |
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| 书目附注： | Includes bibliographical references (pages 357-366) and index. |
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| 格式化内容附注： | Introduction and motivation -- Linear algebra -- Analytic geometry -- Matrix decompositions -- Vector calculus -- Probability and distribution -- Continuous optimization -- When models meet data -- Linear regression -- Dimensionality reduction with principal component analysis -- Density estimation with Gaussian mixture models -- Classification with support vector machines. |
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