Data-driven science and engineering : (Record no. 333351)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 01345cam a22001818i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781108422093 (hardback : alk. paper) |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 620.00285 |
| Item number | BRU |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Brunton, Steven L. |
| 245 10 - TITLE STATEMENT | |
| Title | Data-driven science and engineering : |
| Remainder of title | machine learning, dynamical systems, and control / |
| Statement of responsibility, etc. | Steven L. Brunton, University of Washington, J. Nathan Kutz, University of Washington. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | pages cm |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | "Data-driven discovery is revolutionizing the modelling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modelling and control of dynamical systems with modern methods in data science. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Engineering |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Science |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Mathematical analysis. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kutz, Jose Nathan, |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dept. of Futures Studies | Dept. of Futures Studies | Processing Center | 29/09/2021 | 620.00285 BRU | DFS4351 | 29/09/2021 | 29/09/2021 | Book |