{"product_id":"data-science-on-the-google-cloud-platform-implementing-end-to-end-real-time-data-pipelines-from-ingest-to-machine-learning-1491974567","title":"Data Science on the Google Cloud Platform: Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning","description":"\u003cp\u003e\u003cstrong\u003eISBN:\u003c\/strong\u003e 1491974567\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAuthor:\u003c\/strong\u003e Lakshmanan, Valliappa\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003c\/p\u003e\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.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\u003c\/p\u003e","brand":"Mia Karts","offers":[{"title":"Default Title","offer_id":51908824793376,"sku":"NEW1491974567","price":46.84,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0980\/7426\/3840\/files\/81gT4lP7A4L.jpg?v=1782286522","url":"https:\/\/miakarts.com\/products\/data-science-on-the-google-cloud-platform-implementing-end-to-end-real-time-data-pipelines-from-ingest-to-machine-learning-1491974567","provider":"Miakarts Books","version":"1.0","type":"link"}