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Learning from data : a short course / Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin.
Publication details: [United States] : AMLBook.com, 2012.Description: xii, 201 pages : illustrations (chiefly color) ; 26 cmContent type:- text
- unmediated
- volume
- 1600490069
- 9781600490064
- Q 325.5 .A28 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 | Shelving location | Call number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|
Books
|
American University in Dubai | American University in Dubai | Main Collection | Q 325.5 .A28 2012 (Browse shelf(Opens below)) | Checked out | 2024-06-28 | 5249689 |
Browsing American University in Dubai shelves, Shelving location: Main Collection Close shelf browser (Hides shelf browser)
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| Q 295 .C46 The design of inquiring systems: basic concepts of systems and organization, | Q 295 .D96 2010 Dynamics and control of hybrid mechanical systems / | Q 310 .A7 Brains, machines, and mathematics. | Q 325.5 .A28 2012 Learning from data : a short course / | Q 325.5 .A46 2010 Introduction to machine learning / | Q 325.5 .M58 1997 Machine Learning / | Q 325.5 .M87 2016 Support vector machines and perceptrons : learning, optimization, classification, and application to social networks / |
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.
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