Learning from data : a short course / Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin
By: Abu-Mostafa, Yaser S.
Contributor(s): Magdon-Ismail, Malik | Lin, Hsuan-Tien.
Publisher: [United States] : AMLBook.com, ©2012Copyright date: ©2012Description: xii, 201 pages : illustrations (chiefly color) ; 26 cm.Content type: text Media type: unmediated Carrier type: volumeISBN: 9781600490064.Subject(s): Machine learning -- TextbooksGenre/Form: Print books.
Contents:
1. The learning problem -- 2. Training versus testing -- 3. The linear model -- 4. Overfitting -- 5. Three learning principles -- Epilogue -- Further reading -- Appendix : Proof of the VC bound -- Notation
| Current location | Call number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|
| On Shelf | Q325.5 .A28 2012 (Browse shelf) | Available | AU00000000014664 |
Total holds: 0
Browsing Alfaisal University Shelves , Shelving location: On Shelf Close shelf browser
|
|
|
|
|
|
|
||
| Q226 .B65 2008 Technical English. | Q295 .B26 2014 Linked : how everything is connected to everything else and what it means for business, science, and everyday life / | Q295 .Z43 2016 Selforganizology : the science of self-organization / | Q325.5 .A28 2012 Learning from data : a short course / | Q325.5 .A38 2022 Advanced machine intelligence and signal processing | Q325.5 .A46 2020 Introduction to machine learning / | Q325.5 .A47 2016 Machine learning : the new AI / |
Includes bibliographical references (pages 183-186) and index
1. The learning problem -- 2. Training versus testing -- 3. The linear model -- 4. Overfitting -- 5. Three learning principles -- Epilogue -- Further reading -- Appendix : Proof of the VC bound -- Notation