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010			_a 2023275143
015			_aGBC294998 _2bnb
016	7		_a020627777 _2Uk
020			_a1098107969 _q(paperback)
020			_a9781098107963 _q(paperback)
035			_a(OCoLC)on1286145997
040			_aYDX _beng _cYDX _erda _dBDX _dUKMGB _dCDX _dUOK _dOCLCF _dOTP _dDLC _dJO-AjAnu
041			_aENG
042			_alccopycat
050	0	0	_aQ325.5 _b.H89 2022
100	1		_aHuyen, Chip, _eauthor.
245	1	0	_aDesigning machine learning systems : _ban iterative process for production-ready applications / _cChip Huyen.
250			_aFirst edition.
264		1	_aSebastopol, CA : _bO'Reilly Media, Inc., _c2022.
264		4	_c©2022
300			_axvi, 367 pages : _billustrations ; _c24 cm
336			_atext _btxt _2rdacontent
336			_astill image _bsti _2rdacontent
337			_aunmediated _bn _2rdamedia
338			_avolume _bnc _2rdacarrier
504			_aIncludes bibliographical references and index.
505	0	0	_tOverview of machine learning systems -- _tIntroduction to machine learning systems design -- _tData engineering fundamentals -- _tTraining data -- _tFeature Engineering -- _tModel development and offline evaluation -- _tModel develoypment and prediction service -- _tData distribution shifts and monitoring -- _tContinual learning and test in production -- _tInfrastructure and tooling for MLOps -- _tThe human side of machine learning
520			_a"Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, co-founder of Claypot AI, considers each design decision--such as how to process and create training data, which features to use, how often to retrain models, and what to monitor--in the context of how it can help your system as a whole achieve its objectives. The iterative framework in this book uses actual case studies backed by ample references."--Amazon.com.
650		0	_aMachine learning.
650		0	_aApplication software _xDesign.
650		7	_aMachine learning. _2fast _0(OCoLC)fst01004795
906			_a7 _bcbc _ccopycat _d2 _encip _f20 _gy-gencatlg
942			_2lcc _cBK _n0
999			_c33801 _d33801