| LIBRARY OF CONGRESS CONTROL NUMBER |
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| LC control number |
2015041122 |
| INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781107123526 |
| DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Call number |
006.31 WA MA |
| MAIN ENTRY--PERSONAL NAME |
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| Authors |
Watt, Jeremy |
| TITLE STATEMENT |
|---|
| Title |
Machine learning refined : |
| Subtitle |
foundations, algorithms, and applications / |
| Statement of responsibility, etc |
Jeremy Watt, Reza Borhani, Aggelos Katsaggelos |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication |
New York : |
| Publisher |
Cambridge University Press, |
| Date |
c2016. |
| PHYSICAL DESCRIPTION |
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| Extent |
xiii, 286 p. : |
| Other Details |
ill. (some col.) ; |
| Size |
26 cm. |
| SUMMARY |
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| Summary |
"Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applications in disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology, this text provides readers with both a lucid understanding of foundational material as well as the practical tools needed to solve real-world problems. With in-depth Python and MATLAB/OCTAVE-based computational exercises and a complete treatment of cutting edge numerical optimization techniques, this is an essential resource for students and an ideal reference for researchers and practitioners working in machine learning, computer science, electrical engineering, signal processing, and numerical optimization"-- |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Heading |
Machine learning |
| ADDED ENTRY |
|---|
| Name |
Borhani, Reza |
| ADDED ENTRY |
|---|
| Name |
Katsaggelos, Aggelos Konstantinos, |
| Dates |
1956- |
| ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
https://uowd.box.com/s/5tfcyofz1iagzl63whqgic1sfxmdzuij |
| Public note |
Location Map |
| MAIN ENTRY--PERSONAL NAME |
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11479 |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
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| -- |
5121 |
| ADDED ENTRY |
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11480 |
| ADDED ENTRY |
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11481 |