Learning from data : a short course / Yaser S. Abu-Mostafa, California Institute of Technology, Malik Magdon-Ismail, Rensselaer Polytechnic Institute, Hsuan-Tien Lin, National Taiwan University.
Material type:
TextPublisher: [United States] : AML Book, [2012]Copyright date: c2012Description: xii, 201 pages : illustrations (chiefly color) ; 26 cmContent type: - text
- unmediated
- volume
- 9781600490064
- 1600490069
- 006.31 ABU 22
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.
| Cover image | Item type | Current library | Home library | Collection | Shelving location | Call number | Materials specified | Vol info | URL | Copy number | Status | Notes | Date due | Barcode | Item holds | Item hold queue priority | Course reserves | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Book - Borrowing
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Central Library Lower Floor | Baccah | 006.31 ABU (Browse shelf(Opens below)) | Available | 000049416 |
Total holds: 0
Includes bibliographical references 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.
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