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Agile Data Science 2.0: Building Full-Stack Data Analytics Applications with Spark - Softcover

Jurney, Russell

 
9781491960110: Agile Data Science 2.0: Building Full-Stack Data Analytics Applications with Spark
Softcover
ISBN 10: 1491960116 ISBN 13: 9781491960110
Verlag: O'Reilly Media, 2017

Inhaltsangabe

Data science teams looking to turn research into useful analytics applications require not only the right tools, but also the right approach if they’re to succeed. With the revised second edition of this hands-on guide, up-and-coming data scientists will learn how to use the Agile Data Science development methodology to build data applications with Python, Apache Spark, Kafka, and other tools.

Author Russell Jurney demonstrates how to compose a data platform for building, deploying, and refining analytics applications with Apache Kafka, MongoDB, ElasticSearch, d3.js, scikit-learn, and Apache Airflow. You’ll learn an iterative approach that lets you quickly change the kind of analysis you’re doing, depending on what the data is telling you. Publish data science work as a web application, and affect meaningful change in your organization.

  • Build value from your data in a series of agile sprints, using the data-value pyramid
  • Extract features for statistical models from a single dataset
  • Visualize data with charts, and expose different aspects through interactive reports
  • Use historical data to predict the future via classification and regression
  • Translate predictions into actions
  • Get feedback from users after each sprint to keep your project on track

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Über die Autorin bzw. den Autor

Russell Jurney runs a boutique consultancy, Data Syndrome, specializing in building analytics products. He cut his data teeth in casino gaming, building web apps to analyze the performance of slot machines in the US and Mexico. After dabbling in entrepreneurship, interactive media and journalism, he moved to silicon valley to build analytics applications at scale at Ning and LinkedIn. He lives on the ocean, in the fog, in Pacifica, California with Bella the Data Dog.

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Verlag
O'Reilly Media
Erscheinungsdatum
2017
Sprache
Englisch
ISBN 10 
1491960116
ISBN 13 
9781491960110
Einband
Taschenbuch
Auflage
2
Anzahl der Seiten
352
Kontakt zum Hersteller
O'Reilly
https://oreilly.com

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