Learning from data : a short course / Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin.
| Author/creator | Abu-Mostafa, Yaser S., 1957- |
| Other author | Magdon-Ismail, Malik. |
| Other author | Lin, Hsuan-Tien. |
| Format | Book |
| Publication Info | [United States] : AMLBook.com, ©2012. |
| Description | xii, 201 pages : illustrations (chiefly color) ; 26 cm |
| Subjects |
| 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. |
| Bibliography note | Includes bibliographical references (p. 183-186) and index. |
| ISBN | 1600490069 |
| ISBN | 9781600490064 |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Joyner | General Stacks | Q325.5 .A28 2012 | ✔ Available | Place Hold |