Machine Learning Engineering in Action, (Paperback)
Vare #: 254555492

Machine Learning Engineering in Action, (Paperback)

Vare #: 254555492

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Shop Machine Learning Engineering in Action, (Paperback) online at a best price in Danmark. 180459658
  • Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from concept to production. In Machine Learning Engineering in Action, you will learn: Evaluating data science problems to find the most effective solutionScoping a machine learning project for usage expectations and budgetProcess techniques that minimize wasted effort and speed up productionAssessing a project using standardized prototyping work and statistical validationChoosing the right technologies and tools for your projectMaking your codebase more understandable, maintainable, and testableAutomating your troubleshooting and logging practices Ferrying a machine learning project from your data science team to your end users is no easy task. Machine Learning Engineering in Action will help you make it simple. Inside, you'll find fantastic advice from veteran industry expert Ben Wilson, Principal Resident Solutions Architect at Databricks. Ben introduces his personal toolbox of techniques for building deployable and maintainable production machine learning systems. You'll learn the importance of Agile methodologies for fast prototyping and conferring with stakeholders, while developing a new appreciation for the importance of planning. Adopting well-established software development standards will help you deliver better code management, and make it easier to test, scale, and even reuse your machine learning code. Every method is explained in a friendly, peer-to-peer style and illustrated with production-ready source code. About the technologyDeliver maximum performance from your models and data. This collection of reproducible techniques will help you build stable data pipelines, efficient application workflows, and maintainable models every time. Based on decades of good software engineering practice, machine learning engineering ensures your ML systems are resilient, adaptable, and perform in production. About the bookMachine Learning Engineering in Action teaches you core principles and practices for designing, building, and delivering successful machine learning projects. You'll discover software engineering techniques like conducting experiments on your prototypes and implementing modular design that result in resilient architectures and consistent cross-team communication. Based on the author's extensive experience, every method in this book has been used to solve real-world projects. What's inside Scoping a machine learning project for usage expectations and budgetChoosing the right technologies for your designMaking your codebase more understandable, maintainable, and testableAutomating your troubleshooting and logging practices About the readerFor data scientists who know machine learning and the basics of object-oriented programming. About the authorBen Wilson is Principal Resident Solutions Architect at Databricks, where he developed the Databricks Labs AutoML project, and is an MLflow committer. Table of ContentsPART 1 AN INTRODUCTION TO MACHINE LEARNING ENGINEERING1 What is a machine learning engineer?2 Your data science c
Publication dateApril, 2022
AuthorBen Wilson
Book formatPaperback
GenreComputing & Internet
Pages576
Age groupAdult
Series titleNo Series
Fiction/nonfictionNon-Fiction
PublisherManning Publications
Reading levelProfessional & Vocational
SubgenreData Science
Original languagesEnglish
Edu focusEngineering
Digital audio file formatPDF, Kindle, ePub
Digital file formatPDF, Kindle, ePub
Recording time0 min
Is collectibleN
Bisac subject headingComputers
Edition1
Digital reader formatPDF, Kindle, ePub
LanguageEnglish
Pub date20220101
Item Weight1.5 lbs (680 grams)

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Machine Learning Engineering in Action, (Paperback)

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