Learning from data [electronic resource]: a short course Yaser S. Abu-Mostafa (Author), Malik Magdon-Ismail, Hsuan-Tien Lin
Material type: TextPublication details: AMLBook.com, [United States] 2012 Description: 1 digital resource (xii, 201 pages) : illustrations (chiefly color) 26 cmISBN:- 9781600490064
- 006.31 ABU
Item type | Current library | Shelving location | Call number | Copy number | Status | Date due | Barcode | |
---|---|---|---|---|---|---|---|---|
Books | CamTech Library | STEM & Engineering | 006.31 ABU (Browse shelf(Opens below)) | C.1 | Available | 0000001531 | ||
Electronic Materials | CamTech Library | Digital Collections | 1 digital item | Available |
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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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