{"product_id":"9781491974513","title":"Data Science on the Google Cloud Platform: Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning","description":"\u003cp\u003eLearn 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.\u003c\/p\u003e\u003cp\u003eFollow 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.\u003c\/p\u003e\u003cp\u003eYou’ll learn how to:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eAutomate and schedule data ingest, using an App Engine application\u003c\/li\u003e\n\u003cli\u003eCreate and populate a dashboard in Google Data Studio\u003c\/li\u003e\n\u003cli\u003eBuild a real-time analysis pipeline to carry out streaming analytics\u003c\/li\u003e\n\u003cli\u003eConduct interactive data exploration with Google BigQuery\u003c\/li\u003e\n\u003cli\u003eCreate a Bayesian model on a Cloud Dataproc cluster\u003c\/li\u003e\n\u003cli\u003eBuild a logistic regression machine-learning model with Spark\u003c\/li\u003e\n\u003cli\u003eCompute time-aggregate features with a Cloud Dataflow pipeline\u003c\/li\u003e\n\u003cli\u003eCreate a high-performing prediction model with TensorFlow\u003c\/li\u003e\n\u003cli\u003eUse your deployed model as a microservice you can access from both batch and real-time pipelines\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media, Incorporated","offers":[{"title":"Default Title","offer_id":47126302916848,"sku":"9781491974513","price":50.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781491974513_p0.jpg?v=1763661514","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781491974513","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}