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Viser: Data Science on the Google Cloud Platform

Data Science on the Google Cloud Platform, 1. udgave

Data Science on the Google Cloud Platform

Valliappa Lakshmanan
(2018)
Sprog: Engelsk
O'Reilly Media, Incorporated
549,00 kr.
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Detaljer Om Varen

  • 1. Udgave
  • Paperback: 400 sider
  • Udgiver: O'Reilly Media, Incorporated (Januar 2018)
  • ISBN: 9781491974568

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the Google Cloud Platform (GCP). This hands-on guide shows developers entering the data science field how to implement an end-to-end data pipeline, using statistical and machine learning methods and tools on GCP. Through the course of the book, you'll work through a sample business decision by employing a variety of data science approaches.

Follow along by implementing these statistical and machine learning solutions in your own project on GCP, and discover how this platform provides a transformative and more collaborative way of doing data science.

You'll learn how to:

  • Automate and schedule data ingest, using an App Engine application
  • Create and populate a dashboard in Google Data Studio
  • Build a real-time analysis pipeline to carry out streaming analytics
  • Conduct interactive data exploration with Google BigQuery
  • Create a Bayesian model on a Cloud Dataproc cluster
  • Build a logistic regression machine-learning model with Spark
  • Compute time-aggregate features with a Cloud Dataflow pipeline
  • Create a high-performing prediction model with TensorFlow
  • Use your deployed model as a microservice you can access from both batch and real-time pipelines
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