04800nam a22004577i 4500 44746 BD-DhAAL 20250909125424.0 250909t20252025nyua 001 0 eng d 2025388480 9781633438750 1633438759 24197169 (OCoLC)1499838389 NjBwBT eng rda OQX OCLCO BDX JRZ IND OCLCQ DLC BD-DhAAL lccopycat Q325.5 .B235 2025 006.31 23 Babushkin, Valerii, author. 59265 Machine learning system design : with end-to-end examples / Valerii Babushkin, Arseny Kravchenko. Shelter Island, NY : Manning, ©2025 xxi, 351 pages : illustrations ; 24 cm Includes index. Part 1. Preparations. Essentials of machine learning system design -- Is there a problem? -- Preliminary research -- Design document -- Part 2. Early stage. Loss functions and metrics -- Gathering datasets -- Validation schemas -- Baseline solution -- Part 3. Intermediate steps. Error analysis -- Training pipelines -- Features and feature engineering -- Measuring and reporting results -- Part 4. Integration and growth. Integration -- Monitoring and reliability -- Serving and inference optimization -- Ownership and maintenance. "Designing and delivering a machine learning system is an intricate multistep process that requires many skills and roles. Whether you're an engineer adding machine learning to an existing application or designing a ML system from the ground up, you need to navigate massive datasets and streams, lock down testing and deployment requirements, and master the unique complexities of putting ML models into production. That's where this book comes in. Machine Learning System Design shows you how to design and deploy a machine learning project from start to finish. You'll follow a step-by-step framework for designing, implementing, releasing, and maintaining ML systems. As you go, requirement checklists and real-world examples help you prepare to deliver and optimize your own ML systems. You'll especially love the campfire stories and personal tips, and ML system design interview tips"-- CSE Annajiat Alim Rasel Senior Lecturer Department of Department of Computer Science & Engineering course name and no: Machine Learning (CSE 427) Trim education 44746 Machine learning Design. 59266 Machine learning. System design. Apprentissage automatique. 59267 Computer science. 59268 Kravchenko, Arseny, author. 59269 Online version: Babushkin, Valerii. Machine learning system design. [First edition]. Shelter Island, NY : Manning Publications, [2025] 9781633438750 (OCoLC)1498526194 ddc BK 47428 47428 0 0 ddc 0 006_310000000000000_BAB 0 78067 BRACUL BRACUL GEN 2025-09-02 Trim Education 8500.00 1 30 006.31 BAB 3010044748 2026-04-23 2025-09-20 2025-09-20 3 8500.00 2025-09-02 BK Requisitioned by Annajiat Alim Rasel (Senior Lecturer Department of Computer Science & Engineering For the course named- Machine Learning ‘’ (CSE 427)’’ 0 0 ddc 0 006_310000000000000_BAB 0 78068 BRACUL BRACUL GEN 2025-09-02 Trim Education 8500.00 2 2 006.31 BAB 3010044750 2026-06-02 2026-05-02 2026-05-02 5 1700.00 2025-09-02 BK Requisitioned by Annajiat Alim Rasel (Senior Lecturer Department of Computer Science & Engineering For the course named- Machine Learning ‘’ (CSE 427)’’ 0 0 ddc 0 006_310000000000000_BAB 0 78069 BRACUL BRACUL GEN 2025-09-02 Trim Education 8500.00 2 15 006.31 BAB 3010044749 2026-05-03 2025-12-30 4 1700.00 2025-09-02 BK Requisitioned by Annajiat Alim Rasel (Senior Lecturer Department of Computer Science & Engineering For the course named- Machine Learning ‘’ (CSE 427)’’ 0 0 ddc 0 006_310000000000000_BAB 0 78070 BRACUL BRACUL GEN 2025-09-02 Trim Education 8500.00 1 15 006.31 BAB 3010044747 2026-02-03 2025-09-22 2 1700.00 2025-09-02 BK Requisitioned by Annajiat Alim Rasel (Senior Lecturer Department of Computer Science & Engineering For the course named- Machine Learning ‘’ (CSE 427)’’ 0 0 ddc 0 006_310000000000000_BAB 0 78071 BRACUL BRACUL NEW 2025-09-02 Trim Education 8500.00 1 18 006.31 BAB 3010044746 2026-04-08 2025-10-23 1 1700.00 2025-09-02 BK Requisitioned by Annajiat Alim Rasel (Senior Lecturer Department of Computer Science & Engineering For the course named- Machine Learning ‘’ (CSE 427)’’