| 000 -LEADER |
|---|
| fixed length control field |
02657cam a2200325 i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
jomaaum |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250723141613.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
191130t20202020enka b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781108455145 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
|---|
| Holding library |
WTUU |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
Q325.5 |
| Item number |
.D45 2020 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 |
| Edition number |
23 |
| Item number |
D325 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Deisenroth, Marc Peter, |
| 9 (RLIN) |
46821 |
| 245 10 - IMMEDIATE SOURCE OF ACQUISITION NOTE |
|---|
| Title |
Mathematics for machine learning / |
| Statement of responsibility, etc |
Marc Peter Deisenroth, University College London ; A. Aldo Faisal, Imperial College London ; Cheng Soon Ong, Data61, CSIRO. |
| 264 #1 - Publication, Copyright Notice (RDA) |
|---|
| Place of production |
Cambridge, United Kingdom ; |
| Name of publisher |
Cambridge University Press, |
| Date of publication |
2020. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xvii, 371 p . : |
| Other physical details |
illustrations (some color) ; |
| Dimensions |
26 cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Mathematical foundations. Introduction and motivation -- Linear algebra -- Analytic geometry -- Matrix decompositions -- Vector calculus -- Probability and distributions -- Continuous optimization -- Central machine learning problems. When models meet data -- Linear regression -- Dimensionality reduction with principal component analysis -- Density estimation with Gaussian mixture models -- Classification with support vector machines. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability, and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models, and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts"--Provided by publisher. |
| 590 ## - LOCAL NOTE (RLIN) |
|---|
| Local note |
In memoriam Thomas J. Whitman. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| General subdivision |
Mathematics. |
| 9 (RLIN) |
44856 |
|
|---|
| Topical term or geographic name as entry element |
Neural networks (Computer science) |
| 9 (RLIN) |
6945 |
|
|---|
| Topical term or geographic name as entry element |
Intelligent agents (Computer software) |
| 9 (RLIN) |
27013 |
|
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique |
| 9 (RLIN) |
46822 |
|
|---|
| Topical term or geographic name as entry element |
Machine learning |
|
|---|
| Topical term or geographic name as entry element |
Robotics |
| 9 (RLIN) |
3568 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Faisal, A. Aldo, |
| Relator term |
author. |
| 9 (RLIN) |
46824 |
|
|---|
| Personal name |
Ong, Cheng Soon, |
| Relator term |
author. |
| 9 (RLIN) |
46825 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
Book |
