Learning from data : a short course / Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin.
Material type:
TextLanguage: İngilizce Publisher: [United States] : AMLBook.com, 2012Description: xii, 201 pages : illustrations (chiefly color) ; 26 cmContent type: - text
- unmediated
- volume
- 1600490069
- 9781600490064
- Q325.5 .A282 2012
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.
| Item type | Current library | Home library | Collection | Call number | Copy number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|---|
Book
|
Merkez Kütüphane Genel Koleksiyon / Main Collection | Merkez Kütüphane | Genel Koleksiyon | Q325.5 .A282 2012 (Browse shelf(Opens below)) | 1 | Available | 0053257 |
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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