Learning from data : a short course

By: Abu-Mostafa, Yaser SContributor(s): Magdon-Ismail, Malik | Lin, Hsuan-TienMaterial type: TextTextPublication details: [United States] : AMLBook.com, ©2012Description: xii, 201 pages : illustrations (chiefly color)ISBN: 1600490069 ; 9781600490064Subject(s): Machine learning -- TextbooksDDC classification: 006.31
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.
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Item type Current library Collection Call number Status Date due Barcode Item holds
Reference Books Reference Books Main Library
Reference 		Reference 006.31 ABU (Browse shelf(Opens below)) Available 015283
Total holds: 0

Includes nindex

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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