| 000 | 02330cam a22003498i 4500 | ||
|---|---|---|---|
| 001 | 23244448 | ||
| 003 | OSt | ||
| 005 | 20250224145718.0 | ||
| 008 | 230726s2024 flu b 001 0 eng | ||
| 010 | _a 2023015225 | ||
| 020 | _a9781498756815 (hbk.) | ||
| 040 |
_aDLC _beng _erda _cJKRC |
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| 082 | 0 | 0 |
_a006.31 _223 _bWIN.J |
| 100 | 1 |
_aWinn, John Michael. _eAuthor. _931370 |
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| 245 | 1 | 0 |
_aModel-based machine learning / _cby John Michael Winn ; with Christopher M. Bishop, Thomas Diethe, John Guiver, Yordan Zaykov. _hEnglish |
| 250 | _a1st ed. | ||
| 260 |
_aBoca Raton, FL : _bCRC Press, _c2024. |
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| 263 | _a2311 | ||
| 300 |
_axvii, 450 p. _c24 cm. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_aunmediated _bn _2rdamedia |
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| 338 |
_avolume _bnc _2rdacarrier |
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| 504 | _aIncludes bibliographical references and index. | ||
| 520 |
_a"Today, machine learning is being applied to a growing variety of problems in a bewildering variety of domains. A fundamental challenge when using machine learning is connecting the abstract mathematics of a machine learning technique to a concrete, real world problem. This book tackles this challenge through model-based machine learning which focuses on understanding the assumptions encoded in a machine learning system and their corresponding impact on the behaviour of the system. The key ideas of model-based machine learning are introduced through a series of case studies involving real-world applications. Case studies play a central role because it is only in the context of applications that it makes sense to discuss modelling assumptions. Each chapter introduces one case study and works through step-by-step to solve it using a model-based approach. The aim is not just to explain machine learning methods, but also showcase how to create, debug, and evolve them to solve a problem"-- _cProvided by publisher. |
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| 650 | 0 |
_aMachine learning. _931306 |
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| 650 | 0 |
_aMachine learning _xMathematical models. _931371 |
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| 650 | 0 |
_aMachine learning _vCase studies. _931372 |
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| 776 | 0 | 8 |
_iOnline version: _aWinn, John Michael. _tModel-based machine learning _bFirst edition _dBoca Raton, FL : CRC, 2024 _z9780429192685 _w(DLC) 2023015226 |
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_a7 _bcbc _corignew _d1 _eecip _f20 _gy-gencatlg |
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| 942 |
_2ddc _c1 _e23 _n0 |
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_c429032 _d429032 |
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