| 000 | 01413cam a2200373 a 4500 | ||
|---|---|---|---|
| 001 | 200426230 | ||
| 003 | TR-AnTOB | ||
| 005 | 20250630110549.0 | ||
| 007 | ta | ||
| 008 | 120328s2012 xxua b 001 0 eng c | ||
| 020 |
_a1600490069 _q(hardback) |
||
| 020 |
_a9781600490064 _q(hardback) |
||
| 035 | _a.b73504221 | ||
| 035 | _a(TR-AnTOB)200426230 | ||
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| 041 | 0 | _aeng | |
| 049 | _aOSUU | ||
| 050 | 4 |
_aQ325.5 _b.A282 2012 |
|
| 090 |
_aQ325.5 _b.A282 2012 |
||
| 100 | 1 |
_aAbu-Mostafa, Yaser S., _d1957- _eauthor _9149031 |
|
| 245 | 1 | 0 |
_aLearning from data : _ba short course / _cYaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin. |
| 264 | 1 |
_a[United States] : _bAMLBook.com, _c2012. |
|
| 300 |
_axii, 201 pages : _billustrations (chiefly color) ; _c26 cm |
||
| 336 |
_atext _btxt _2rdacontent |
||
| 337 |
_aunmediated _bn _2rdamedia |
||
| 338 |
_avolume _bnc _2rdacarrier |
||
| 504 | _aBIBINDX | ||
| 505 | 0 | _a1. 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. | |
| 650 | 0 |
_aMachine learning _vTextbooks _9738 |
|
| 700 | 1 |
_aMagdon-Ismail, Malik _eauthor _9149032 |
|
| 700 | 1 |
_aLin, Hsuan-Tien _eauthor _9149033 |
|
| 942 |
_2lcc _cBK |
||
| 999 |
_c200426230 _d44154 |
||