000			02266nam a22003017a 4500
003			OSt
005			20251010084301.0
008			251010b |||||||| |||| 00| 0 eng d
020			_a9781498756815
040			_beng _cTUPM _erda
050			_aGS Q 325.5 _bW56 2024
100			_aWinn, John Michael
245			_a Model-based machine learning/ _cby John Michael Winn
264			_aBoca Raton, FL, : _bCRC Press, _c2024.
300			_axvii, 450 pages : _billustrations ; _c24 cm
336			_2rdacontent _atext
337			_2rdamedia _aunmediated
338			_2rdacarrier _avolume
500			_aCase studies
504			_aIncludes bibliographic references and index.
505			_aIntroduction. How Can Machine Learning Solve my Problem? 1. A Murder Mystery 2. Assessing People’s Skills Interlude. The Machine Learning Life Cycle 3. Meeting Your Match 4. Uncluttering Your Inbox 5. Making Recommendations 6. Understanding Asthma 7. Harnessing the Crowd 8. How to Read a Model Afterword
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. _bProvided by publisher
590			_aWinn, J. M. (2024). Model-based machine learning (1st ed.). CRC Press.
650			_aMachine learning
650			_aComputational models
650			_aArtificial intelligence _xMethodology
942			_2lcc _cBK _n0
999			_c30854 _d30854