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Viser: Building Machine Learning Powered Applications - Going from Idea to Product

Building Machine Learning Powered Applications, 1. udgave
Søgbar e-bog

Building Machine Learning Powered Applications Vital Source e-bog

Emmanuel Ameisen
(2020)
O'Reilly Media, Inc
560,00 kr.
Leveres umiddelbart efter køb
Building Machine Learning Powered Applications - Going from Idea to Product

Building Machine Learning Powered Applications

Going from Idea to Product
Emmanuel Ameisen
(2020)
Sprog: Engelsk
O'Reilly Media, Incorporated
598,00 kr.
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Detaljer om varen

  • 1. Udgave
  • Vital Source searchable e-book (Reflowable pages)
  • Udgiver: O'Reilly Media, Inc (Januar 2020)
  • ISBN: 9781492045069
Learn the skills necessary to design, build, and deploy applications powered by machine learning (ML). Through the course of this hands-on book, you’ll build an example ML-driven application from initial idea to deployed product. Data scientists, software engineers, and product managers—including experienced practitioners and novices alike—will learn the tools, best practices, and challenges involved in building a real-world ML application step by step. Author Emmanuel Ameisen, an experienced data scientist who led an AI education program, demonstrates practical ML concepts using code snippets, illustrations, screenshots, and interviews with industry leaders. Part I teaches you how to plan an ML application and measure success. Part II explains how to build a working ML model. Part III demonstrates ways to improve the model until it fulfills your original vision. Part IV covers deployment and monitoring strategies. This book will help you: Define your product goal and set up a machine learning problem Build your first end-to-end pipeline quickly and acquire an initial dataset Train and evaluate your ML models and address performance bottlenecks Deploy and monitor your models in a production environment
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Bookshelf online: 5 år fra købsdato.
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Detaljer om varen

  • Paperback: 250 sider
  • Udgiver: O'Reilly Media, Incorporated (Februar 2020)
  • ISBN: 9781492045113

Learn the skills necessary to design, build, and deploy applications powered by machine learning. Through the course of this hands-on book, you'll build an example ML-driven application from initial idea to deployed product. Data scientists, software engineers, and product managers with little or no ML experience will learn the tools, best practices, and challenges involved in building a real-world ML application step-by-step.

Author Emmanuel Ameisen, who worked as a data scientist at Zipcar and led Insight Data Science's AI program, demonstrates key ML concepts with code snippets, illustrations, and screenshots from the book's example application.

The first part of this guide shows you how to plan and measure success for an ML application. Part II shows you how to build a working ML model, and Part III explains how to improve the model until it fulfills your original vision. Part IV covers deployment and monitoring strategies.

This book will help you:

  • Determine your product goal and set up a machine learning problem
  • Build your first end-to-end pipeline quickly and acquire an initial dataset
  • Train and evaluate your ML model and address performance bottlenecks
  • Deploy and monitor models in a production environment
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