同類書籍: Machine learning

Reactive Machine Learning Systems (Hardcover)
 

作者: Jeff Smith 
出版社: MANNING
出版日期: 2018/07/08
尺寸: 210x150x22mm
重量: 0.36 kg
ISBN-10: 1617293334
ISBN-13: 9781617293337
書城編號: 1368357
 

原價: HK$450.00
現售: HK$427.5 節省: HK$22.5

(購買此書 10本以上 9折, 60本以上 8折)

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商品簡介
 
Summary

Machine Learning Systems: Designs that scale is an example-rich guide that teaches you how to implement reactive design solutions in your machine learning systems to make them as reliable as a well-built web app.

Foreword by Sean Owen, Director of Data Science, Cloudera

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the Technology

If you're building machine learning models to be used on a small scale, you don't need this book. But if you're a developer building a production-grade ML application that needs quick response times, reliability, and good user experience, this is the book for you. It collects principles and practices of machine learning systems that are dramatically easier to run and maintain, and that are reliably better for users.

About the Book

Machine Learning Systems: Designs that scale teaches you to design and implement production-ready ML systems. You'll learn the principles of reactive design as you build pipelines with Spark, create highly scalable services with Akka, and use powerful machine learning libraries like MLib on massive datasets. The examples use the Scala language, but the same ideas and tools work in Java, as well.

What's Inside

  • Working with Spark, MLlib, and Akka
  • Reactive design patterns
  • Monitoring and maintaining a large-scale system
  • Futures, actors, and supervision

About the Reader

Readers need intermediate skills in Java or Scala. No prior machine learning experience is assumed.

About the Author

Jeff Smith builds powerful machine learning systems. For the past decade, he has been working on building data science applications, teams, and companies as part of various teams in New York, San Francisco, and Hong Kong. He blogs (https: //medium.com/@jeffksmithjr), tweets (@jeffksmithjr), and speaks (www.jeffsmith.tech/speaking) about various aspects of building real-world machine learning systems.

Table of Contents

PART 1 - FUNDAMENTALS OF REACTIVE MACHINE LEARNING

  1. Learning reactive machine learning
  2. Using reactive tools

PART 2 - BUILDING A REACTIVE MACHINE LEARNING SYSTEM
  1. Collecting data
  2. Generating features
  3. Learning models
  4. Evaluating models
  5. Publishing models
  6. Responding

PART 3 - OPERATING A MACHINE LEARNING SYSTEM
  1. Delivering
  2. Evolving intelligence

Jeff Smith 作者作品表

Bone Adventures (paperback)
Bone Adventures (hardcover)
Reactive Machine Learning Systems (Hardcover)
Bone Bartleby Plush Doll (paperback)
eBook: Pricing Your Portraits: High-Profit Strategies for Photographers (DRM PDF)
eBook: Pricing Your Portraits: High-Profit Strategies for Photographers (DRM EPUB)
eBook: Step-By-Step Posing for Portrait Photography: Simple Lessons for Quick Learning and Reference (DRM PDF)
eBook: Portrait Pro: What You MUST Know to Make Photography Your Career (DRM EPUB)
eBook: Portrait Pro: What You MUST Know to Make Photography Your Career (DRM PDF)
eBook: Photograph the Face: Lighting, Posing, and Postproduction Techniques for Flawless Portraits (DRM PDF)
eBook: Photograph the Face: Lighting, Posing, and Postproduction Techniques for Flawless Portraits (DRM EPUB)
eBook: Step-by-Step Lighting for Outdoor Portrait Photography: Simple Lessons for Quick Learning and Easy Reference (DRM EPUB)
Step-by-step Lighting For Outdoor Portrait Photography (Paperback)
eBook: Film Criticism, the Cold War, and the Blacklist: Reading the Hollywood Reds (DRM EPUB)
eBook: Film Criticism, the Cold War, and the Blacklist: Reading the Hollywood Reds (DRM PDF)
eBook: New Trail for Life: A Guide for Spiritual Adventure and Fulfillment (DRM EPUB)
Step-by-Step Lighting for Studio Portrait Photography (Paperback)
Little Mouse Gets Ready (Paperback)
Polly (Paperback)
Step-By-Step Posing For Portrait Photography (Paperback)

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