{"product_id":"books-data-science-on-the-google-cloud-platform-by-valliappa-lakshmanan","title":"Data Science on the Google Cloud Platform","description":"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","brand":"World of Books ","offers":[{"title":"Default Title","offer_id":53508895801617,"sku":null,"price":0.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9781491974568.jpg?v=1778155593","url":"https:\/\/www.worldofbooks.com\/products\/books-data-science-on-the-google-cloud-platform-by-valliappa-lakshmanan","provider":"World of Books ","version":"1.0","type":"link"}