Data Science on the Google Cloud Platform – eBook

Description

**Unlock the Power of Data Science on the Google Cloud Platform with this Comprehensive Guide**

Dive into the world of data science using the ePub ebook, **Data Science on the Google Cloud Platform: Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning**. This essential resource simplifies the process of applying advanced statistical analyses and machine learning techniques to real-world challenges by leveraging the capabilities of the Google Cloud Platform (GCP).

Designed as a practical, hands-on manual, this ebook is an invaluable tool for developers eager to embark on their data science journey. You will learn to construct a full-scale data pipeline from initial data ingestion to machine learning deployment, using various robust statistical and machine learning methodologies available on GCP. Each chapter guides you through a realistic business scenario, empowering you to apply diverse data science strategies effectively.

Gain practical insights while implementing machine learning and statistical approaches in your projects on GCP, and experience first-hand how this innovative platform fosters a collaborative and efficient approach to data science.

**Key Learning Outcomes:**

• Master the art of creating a Bayesian model on a Cloud Dataproc cluster
• Enhance your reporting skills by creating and populating dashboards in Google Data Studio
• Explore and analyze data interactively with Google BigQuery
• Build a high-performing predictive model utilizing TensorFlow’s capabilities
• Develop a logistic regression machine-learning model through Spark
• Generate time-aggregate features by constructing a Cloud Dataflow pipeline
• Create a real-time analytics pipeline for effective streaming analytics
• Automate data ingestion and scheduling with an App Engine application
• Transform your deployed model into a microservice, accessible from both batch and real-time pipelines

Whether you’re a seasoned developer or a newcomer to data science, this ebook offers a clear pathway to mastering data processing and machine learning on the Google Cloud Platform, setting you on the right track towards data-driven decision-making.

**ISBN**: 978-1491912757, **ISBN**: 978-1491921902

Get ready to take your data science skills to the next level and harness the full potential of Google Cloud’s powerful tools!