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.




Similar Books


Data Science on the Google Cloud Platform

Data Science on the Google Cloud Platform

by Valliappa Lakshmanan

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...

Price:  $42.33  |  Publisher:  O'Reilly Media  |  Release:  2018

Beginning Kubernetes on the Google Cloud Platform

Beginning Kubernetes on the Google Cloud Platform

by Ernesto Garbarino

Use this beginner's guide to understand and work with Kubernetes on the Google Cloud Platform and go from single monolithic Pods (the smallest unit deployed and managed by Kubernetes) all the way up to distributed, fault-tolerant stateful backing stores.You need only a familiarity with Linux, Bash, and Python to successfully use this...

Price:  $25.91  |  Publisher:  Apress  |  Release:  2019

Practical AI on the Google Cloud Platform

Practical AI on the Google Cloud Platform

by Micheal Lanham

Working with AI is complicated and expensive for many developers. That's why cloud providers have stepped in to make it easier, offering free (or affordable) state-of-the-art models and training tools to get you started. With this book, you'll learn how to use Google's AI-powered cloud services to do everything from creatin...

Price:  $44.26  |  Publisher:  O'Reilly Media  |  Release:  2020

Google Cloud Platform for Developers

Google Cloud Platform for Developers

by Ted Hunter, Steven Porter

Google Cloud Platform (GCP) provides autoscaling compute power and distributed in-memory cache, task queues, and datastores to write, build, and deploy Cloud-hosted applications.With Google Cloud Platform for Developers, you will be able to develop and deploy scalable applications from scratch and make them globally available in almost an...

Price:  $44.99  |  Publisher:  Packt Publishing  |  Release:  2018

Cloud Analytics with Google Cloud Platform

Cloud Analytics with Google Cloud Platform

by Sanket Thodge

With the ongoing data explosion, more and more organizations all over the world are slowly migrating their infrastructure to the cloud. These cloud platforms also provide their distinct analytics services to help you get faster insights from your data.This book will give you an introduction to the concept of analytics on the cloud, and th...

Price:  $36.98  |  Publisher:  Packt Publishing  |  Release:  2018

Hands-On Machine Learning on Google Cloud Platform

Hands-On Machine Learning on Google Cloud Platform

by Giuseppe Ciaburro, V Kishore Ayyadevara, Alexis Perrier

Google Cloud Machine Learning Engine combines the services of Google Cloud Platform with the power and flexibility of TensorFlow. With this book, you will not only learn to build and train different complexities of machine learning models at scale but also host them in the cloud to make predictions.This book is focused on making the most ...

Price:  $44.99  |  Publisher:  Packt Publishing  |  Release:  2018

Hands On Google Cloud SQL and Cloud Spanner

Hands On Google Cloud SQL and Cloud Spanner

by Navin Sabharwal, Shakuntala Gupta Edward

Discover the methodologies and best practices for getting started with Google Cloud Platform relational services - CloudSQL and CloudSpanner.The book begins with the basics of working with the Google Cloud Platform along with an introduction to the database technologies available for developers from Google Cloud. You'll then take an ...

Price:  $30.23  |  Publisher:  Apress  |  Release:  2020

Building Your Next Big Thing with Google Cloud Platform

Building Your Next Big Thing with Google Cloud Platform

by S. P. T. Krishnan, Jose Ugia Gonzalez

Building Your Next Big Thing with Google Cloud Platform shows you how to take advantage of the Google Cloud Platform technologies to build all kinds of cloud-hosted software and services for both public and private consumption. Whether you need a simple virtual server to run your legacy application or you need to architect a sophisticated...

Price:  $41.74  |  Publisher:  Apress  |  Release:  2015