Data Science on the Google Cloud Platform

Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning



Bookstore > Books > Data Science on the Google Cloud Platform

Price$42.33 - $63.04
Rating
AuthorValliappa Lakshmanan
PublisherO'Reilly Media
Published2018
Pages410
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101491974567
ISBN-139781491974568
EBook Hardcover Paperback

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.

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.





4 5 18

Similar Books


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 book...

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

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:  $31.99  |  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 in-de...

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

Practical Java Machine Learning

Practical Java Machine Learning

by Mark Wickham

Build machine learning (ML) solutions for Java development. This book shows you that when designing ML apps, data is the key driver and must be considered throughout all phases of the project life cycle. Practical Java Machine Learning helps you understand the importance of data and how to organize it for use within your ML project. You w...

Price:  $28.17  |  Publisher:  Apress  |  Release:  2018

Beginning PostgreSQL on the Cloud

Beginning PostgreSQL on the Cloud

by Baji Shaik, Avinash Vallarapu

Get started with PostgreSQL on the cloud and discover the advantages, disadvantages, and limitations of the cloud services from Amazon, Rackspace, Google, and Azure. Once you have chosen your cloud service, you will focus on securing it and developing a back-up strategy for your PostgreSQL instance as part of your long-term plan. Beginnin...

Price:  $44.99  |  Publisher:  Apress  |  Release:  2018