ISBN: | 9781108455145 paperback : |
编目源: | LBSOR/DLC DLC |
语种代码: | eng |
个人名称: | Deisenroth, Marc Peter, |
题名: | Mathematics for machine learning / Edited by Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong. |
出版发行项: | Cambridge ; New York, NY : Cambridge University Press, 2020. |
载体形态: | xvii, 371 p. : ill. ; 26 cm. |
书目附注: | Includes bibliographical references and index. |
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. |