Data Science on the Google Cloud Platform, 2nd Edition

Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning



Bookstore > Books > Data Science on the Google Cloud Platform, 2nd Edition

Price$53.26 - $69.99
Rating
AuthorValliappa Lakshmanan
PublisherO'Reilly Media
Published2022
Pages459
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101098118952
ISBN-139781098118952
EBook Hardcover Paperback

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.



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