Automated Machine Learning : Methods, Systems, Challenges (Record no. 49859)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02583naaaa2200409uu 4500 |
| 001 - CONTROL NUMBER | |
| control field | https://directory.doabooks.org/handle/20.500.12854/31379 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220219230644.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 978-3-030-05318-5 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1007/978-3-030-05318-5 |
| Terms of availability | doi |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | dc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | UYQ |
| Source | bicssc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | UYQP |
| Source | bicssc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | UYT |
| Source | bicssc |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Hutter, Frank |
| Relationship | edt |
| 245 10 - TITLE STATEMENT | |
| Title | Automated Machine Learning : Methods, Systems, Challenges |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cham |
| Name of publisher, distributor, etc. | Springer Nature |
| Date of publication, distribution, etc. | 2019 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 electronic resource (219 p.) |
| 506 0# - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Open Access |
| Source of term | star |
| Standardized terminology for access restriction | Unrestricted online access |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work. |
| 540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE | |
| Terms governing use and reproduction | Creative Commons |
| Use and reproduction rights | https://creativecommons.org/licenses/by/4.0 |
| Source of term | cc |
| -- | https://creativecommons.org/licenses/by/4.0 |
| 546 ## - LANGUAGE NOTE | |
| Language note | English |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Artificial intelligence |
| Source of heading or term | bicssc |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Pattern recognition |
| Source of heading or term | bicssc |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Image processing |
| Source of heading or term | bicssc |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Computer science |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Artificial intelligence |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Optical data processing |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Pattern recognition |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kotthoff, Lars |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Vanschoren, Joaquin |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hutter, Frank |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kotthoff, Lars |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Vanschoren, Joaquin |
| Relationship | oth |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://library.oapen.org/bitstream/20.500.12657/23012/1/1007149.pdf">https://library.oapen.org/bitstream/20.500.12657/23012/1/1007149.pdf</a> |
| Access status | 0 |
| Public note | DOAB: download the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://directory.doabooks.org/handle/20.500.12854/31379">https://directory.doabooks.org/handle/20.500.12854/31379</a> |
| Access status | 0 |
| Public note | DOAB: description of the publication |
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