Learning from data : a short course (Record no. 44015)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 00760nam a22001937a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 1600490069 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781600490064 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Item number | ABU |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Abu-Mostafa, Yaser S. |
| 245 ## - TITLE STATEMENT | |
| Title | Learning from data : a short course |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | [United States] : |
| Name of publisher | AMLBook.com, |
| Year of publication | ©2012. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xii, 201 pages : |
| Other physical details | illustrations (chiefly color) ; |
| 500 ## - GENERAL NOTE | |
| General note | Includes nindex |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1. The learning problem --<br/>2. Training versus testing --<br/>3. The linear model --<br/>4. Overfitting --<br/>5. Three learning principles --<br/>Epilogue --<br/>Further reading --<br/>Appendix : Proof of the VC bound --<br/>Notation. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning -- Textbooks. |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Magdon-Ismail, Malik |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Lin, Hsuan-Tien |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Reference Books |
| Collection code | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Reference | Main Library | Main Library | Reference | 10/10/2016 | Purchased | 18000.00 | 006.31 ABU | 015283 | Reference Books |