Algorithmic mathematics in machine learning (Record no. 61574)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02040 a2200253 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250703b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781611977875 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 BOH |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Bohn, Bastian |
| 245 ## - TITLE STATEMENT | |
| Title | Algorithmic mathematics in machine learning |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Philadelphia: |
| Name of publisher, distributor, etc | Society for Industrial and Applied Mathematics (SIAM), |
| Date of publication, distribution, etc | 2024. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xi, 225p.: |
| Other physical details | col. ill.; pbk.: |
| Dimensions | 26 cm. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | Data Science Book Series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references and index |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This unique book explores several well-known machine learning and data analysis algorithms from a mathematical and programming perspective. The authors present machine learning methods, review the underlying mathematics, and provide programming exercises to deepen the reader's understanding;<br/><br/>accompany application areas with exercises that explore the unique characteristics of real-world data sets (e.g., image data for pedestrian detection, biological cell data); and<br/><br/>provide new terminology and background information on mathematical concepts, as well as exercises, in “info-boxes” throughout the text.<br/><br/>Audience<br/><br/>Algorithmic Mathematics in Machine Learning is intended for mathematicians, computer scientists, and practitioners who have a basic mathematical background in analysis and linear algebra, but little or no knowledge of machine learning and related algorithms. Researchers in the natural sciences and engineers interested in acquiring the mathematics needed to apply the most popular machine learning algorithms will also find this book useful.<br/><br/>This book is appropriate for a practical lab or basic lecture course on machine learning within a mathematics curriculum.<br/><br/>https://epubs.siam.org/doi/10.1137/1.9781611977882<br/> |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data Science, |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Python |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Deep Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Neural Networks |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Reinforcement Learning |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Garcke, Jochen |
| Relator term | Co author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Griebel, Michael |
| Relator term | Co author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Checked out | Date last seen | Date last borrowed | Copy number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 30/06/2025 | CBS Publishers | 5488.00 | 9 | 006.31 BOH | 035940 | 23/01/2026 | 08/01/2026 | 08/01/2026 | 1 | 5488.00 | Books |
