FaridKhan Posted April 21 Report Share Posted April 21 English | 2024 | ISBN: 9781633438750 | 456 pages | PDF,EPUB | 21.7 MBDescription: Get the big picture and the important details with this end-to-end guide for designing highly effective, reliable machine learning systems.In Machine Learning System Design: With end-to-end examples you will learnThe big picture of machine learning system designAnalyzing a problem space to identify the optimal ML solutionAce ML system design interviewsSelecting appropriate metrics and evaluation criteriaPrioritizing tasks at different stages of ML system designSolving dataset-related problems through data gathering, error analysis, and feature engineeringRecognizing common pitfalls in ML system developmentDesigning ML systems to be lean, maintainable, and extensible over timeMachine Learning System Design: With end-to-end examples is a practical guide for planning and designing successful ML applications. It lays out a clear, repeatable framework for building, maintaining, and improving systems at any scale. Authors Arseny Kravchenko and Valeri Babushkin have filled this unique handbook with campfire stories and personal tips from their own extensive careers. You'll learn directly from their experience as you consider every facet of a machine learning system, from requirements gathering and data sourcing to deployment and management of the finished system. about the technologyMachine learning system design is complex. The successful ML engineer needs to navigate a multistep process that demands skills from many different fields and roles. This one-of-kind-guide starts by showing you the big picture and then guides you step by step through a framework for creating successful systems. You'll learn to excel at delivering for global objectives, diving locally into tools, and combining your knowledge into an integrated vision. about the bookIn Machine Learning System Design: With end-to-end examples you'll find a step-by-step framework for creating, implementing, releasing, and maintaining your ML system. Every part of the life cycle is covered, from information gathering to keeping your system well-serviced. Each stage includes its own handy checklist of requirements and is fully illustrated with real-world examples, including interesting anecdotes from the author's own careers. Contents of Download: Machine Learning System Design.epub ( welcome.html) (11.99 MB) Machine Learning System Design.pdf (welcome.html) (9.72 MB)️ Machine Learning System Design MEAP V11 (21.7 MB)NitroFlare Link(s)https://nitroflare.com/view/A9155882F1499D6/Machine.Learning.System.Design.MEAP.V11.rarRapidGator Link(s)https://rapidgator.net/file/17a15948e239cf79a873adbb14aa8b0b/Machine.Learning.System.Design.MEAP.V11.rar Link to comment Share on other sites More sharing options...
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