E-book details

Time Series Analysis with Spark. A practical guide to processing, modeling, and forecasting time series with Apache Spark

Time Series Analysis with Spark. A practical guide to processing, modeling, and forecasting time series with Apache Spark

Yoni Ramaswami, Dael Williamson, Jan Govaere

Ebook
Written by Databricks Senior Solutions Architect Yoni Ramaswami, whose expertise in Data and AI has shaped innovative digital transformations across industries, this comprehensive guide bridges foundational concepts of time series analysis with the Spark framework and Databricks, preparing you to tackle real-world challenges with confidence.
From preparing and processing large-scale time series datasets to building reliable models, this book offers practical techniques that scale effortlessly for big data environments. You’ll explore advanced topics such as scaling your analyses, deploying time series models into production, Generative AI, and leveraging Spark's latest features for cutting-edge applications across industries. Packed with hands-on examples and industry-relevant use cases, this guide is perfect for data engineers, ML engineers, data scientists, and analysts looking to enhance their expertise in handling large-scale time series data.
By the end of this book, you’ll have mastered the skills to design and deploy robust, scalable time series models tailored to your unique project needs—qualifying you to excel in the rapidly evolving world of big data analytics.
  • 1. What Are Time Series
  • 2. Why Time Series Analysis?
  • 3. Introduction to Apache Spark
  • 4. End-to-End View of a Time Series Analysis Project
  • 5. Data Preparation
  • 6. Exploratory Data Analysis
  • 7. Building and Testing Models
  • 8. Going at Scale
  • 9. Going to Production
  • 10. Going Further with Apache Spark
  • 11. Recent Developments in Time Series Analysis
  • Title: Time Series Analysis with Spark. A practical guide to processing, modeling, and forecasting time series with Apache Spark
  • Author: Yoni Ramaswami, Dael Williamson, Jan Govaere
  • Original title: Time Series Analysis with Spark. A practical guide to processing, modeling, and forecasting time series with Apache Spark
  • ISBN: 9781803247175, 9781803247175
  • Date of issue: 2025-03-28
  • Format: Ebook
  • Item ID: e_47r8
  • Publisher: Packt Publishing