Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when...
Dhs. 421.23 AED
Dhs. 421.23 AED
SKU: 9781098118952
Product Type: Books
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Author: Valliappa Lakshmanan
Format: Paperback
Language: English
Subtotal: Dhs. 421.23
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Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning by Lakshmanan, Valliappa

Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning

Dhs. 421.23

Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning

Dhs. 421.23
Author: Valliappa Lakshmanan
Format: Paperback
Language: English

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build using Google Cloud Platform (GCP). This hands-on guide shows data engineers and data scientists how to implement an end-to-end data pipeline with cloud native tools on GCP.

Throughout this updated second edition, you'll work through a sample business decision by employing a variety of data science approaches. Follow along by building a data pipeline in your own project on GCP, and discover how to solve data science problems in a transformative and more collaborative way.

You'll learn how to:

  • Employ best practices in building highly scalable data and ML pipelines on Google Cloud
  • Automate and schedule data ingest using Cloud Run
  • Create and populate a dashboard in Data Studio
  • Build a real-time analytics pipeline using Pub/Sub, Dataflow, and BigQuery
  • Conduct interactive data exploration with BigQuery
  • Create a Bayesian model with Spark on Cloud Dataproc
  • Forecast time series and do anomaly detection with BigQuery ML
  • Aggregate within time windows with Dataflow
  • Train explainable machine learning models with Vertex AI
  • Operationalize ML with Vertex AI Pipelines


Author: Valliappa Lakshmanan
Publisher: O'Reilly Media
Published: 05/03/2022
Pages: 459
Binding Type: Paperback
Weight: 1.61lbs
Size: 9.19h x 7.00w x 0.93d
ISBN: 9781098118952

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