02760nam a2200397 i 4500 45024 BD-DhAAL 20251110160601.0 251110r20252022ii a b 001 0 eng d 2023275143 9789355422675 (paperback) 1098107969 (paperback) 9781098107963 (paperback) 23049201 (OCoLC)1286145997 YDX eng YDX rda BDX UKMGB CDX UOK OCLCF OTP DLC BD-DhAAL lccopycat Q325.5 .H89 2022 006.31 23 Huyen, Chip, author. 59810 Designing machine learning systems : an iterative process for production-ready applications / Chip Huyen. Designing machine learning systems Navi Mumbai : Shroff Publishers and Distributors ; Sebastopol, CA : O'Reilly Media, c2022 [reprinted 2025]. xvi, 367 pages : illustrations ; 24 cm First edition : May 2022 Includes bibliographical references and index. Overview of machine learning systems -- Introduction to machine learning systems design -- Data engineering fundamentals -- Training data -- Feature Engineering -- Model development and offline evaluation -- Model develoypment and prediction service -- Data distribution shifts and monitoring -- Continual learning and test in production -- Infrastructure and tooling for MLOps -- The human side of machine learning "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. CSE Machine learning. Application software Design. 59811 Computer science. Ayesha Abed Library General Stacks ddc BK 47625 47625 0 0 ddc 0 0 BRACUL BRACUL CIR 2025-11-04 Book Finder International 2016.00 1 006.31 HUY 3010045025 2026-01-10 2026-01-07 2 4032.00 2025-11-04 1HOUR 0 0 ddc 0 0 BRACUL BRACUL GEN 2025-11-04 Book Finder International 2016.00 3 3 006.31 HUY 3010045026 2026-08-03 2026-04-23 3 4032.00 2025-11-04 BK 0 0 ddc 0 0 BRACUL BRACUL GEN 2025-11-04 Book Finder International 2016.00 3 7 006.31 HUY 3010045024 2026-05-21 2026-04-23 1 4032.00 2025-11-04 BK 0 0 ddc 0 0 BRACUL BRACUL GEN 2025-11-04 Book Finder International 2016.00 1 11 006.31 HUY 3010045027 2026-08-27 2026-06-10 2026-06-10 4 4032.00 2025-11-04 BK 0 0 ddc 0 0 BRACUL BRACUL GEN 2025-11-04 Book Finder International 2016.00 2 4 006.31 HUY 3010045028 2026-08-30 2026-08-02 2026-08-02 5 4032.00 2025-11-04 BK