{"product_id":"data-science-on-the-google-cloud-platform-implementing-end-to-end-real-time-data-pipelines-from-ingest-to-machine-learning-9781098118952","title":"Data Science on the Google Cloud Platform: Implementing End-To-End Real-Time Data Pipelines: From Ingest to Machine Learning","description":"\u003cp\u003e • Author(s): Valliappa Lakshmanan\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eLearn 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cp\u003e You'll learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eEmploy best practices in building highly scalable data and ML pipelines on Google Cloud \u003c\/li\u003e\n\u003cli\u003eAutomate and schedule data ingest using Cloud Run \u003c\/li\u003e\n\u003cli\u003eCreate and populate a dashboard in Data Studio \u003c\/li\u003e\n\u003cli\u003eBuild a real-time analytics pipeline using Pub\/Sub, Dataflow, and BigQuery \u003c\/li\u003e\n\u003cli\u003eConduct interactive data exploration with BigQuery \u003c\/li\u003e\n\u003cli\u003eCreate a Bayesian model with Spark on Cloud Dataproc \u003c\/li\u003e\n\u003cli\u003eForecast time series and do anomaly detection with BigQuery ML \u003c\/li\u003e\n\u003cli\u003eAggregate within time windows with Dataflow \u003c\/li\u003e\n\u003cli\u003eTrain explainable machine learning models with Vertex AI \u003c\/li\u003e\n\u003cli\u003eOperationalize ML with Vertex AI Pipelines \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45032282194071,"sku":"9781098118952","price":5005.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098118952.webp?v=1767896881","url":"https:\/\/atlanticbooks.com\/products\/data-science-on-the-google-cloud-platform-implementing-end-to-end-real-time-data-pipelines-from-ingest-to-machine-learning-9781098118952","provider":"Atlantic Books","version":"1.0","type":"link"}