Mathematics for Machine Learning (Record no. 148137)
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000 -LEADER | |
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fixed length control field | 01056nam a22001817a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 240116b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781009108850 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 |
Item number | DEI |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Deisenroth, Marc Peter |
9 (RLIN) | 110053 |
245 ## - TITLE STATEMENT | |
Title | Mathematics for Machine Learning |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc | Cambridge University Press |
Date of publication, distribution, etc | 2020 |
Place of publication, distribution, etc | New Delhi |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 371p |
500 ## - GENERAL NOTE | |
General note | Part – 1: Mathematical Foundations<br/>Introduction and Motivation<br/>Linear Algebra<br/>Analytic Geometry<br/>Matrix Decompositions<br/>Vector Calculus<br/>Probability and Distributions<br/>Continuous Optimization<br/>Part – 2: Central Machine Learning Problems<br/>When Models Meet Data<br/>Linear Regression<br/>Dimensionality Reduction with Principal Component Analysis<br/>Density Estimation with Gaussian Mixture Models<br/>Classification with Support Vector Machines<br/>References<br/>Index<br/> |
600 ## - SUBJECT ADDED ENTRY--PERSONAL NAME | |
Personal name | Electronics and Instrumentations |
9 (RLIN) | 96205 |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Faisal, A. Aldo |
9 (RLIN) | 96206 |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Ong, Cheng Soon |
9 (RLIN) | 96207 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Item type | Book |
Call number prefix | 006.31 |
Call number suffix | DEI |
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