Mastering Spark with R: The Complete Guide to Large-Scale Analysis and Modeling by Javier Luraschi, Kevin Kuo, Edgar Ruiz
English | October 7th, 2019 | ISBN: 149204637X | 296 pages | EPUB | 15.37 MB
If you're like most R users, you have deep knowledge and love for statistics. But as your organization continues to collect huge amounts of data, adding tools such as Apache Spark makes a lot of sense. With this practical book, data scientists and professionals working with large-scale data applications will learn how to use Spark from R to tackle big data and big compute problems.
Authors Javier Luraschi, Kevin Kuo, and Edgar Ruiz show you how to use R with Spark to solve different data analysis problems. This book covers relevant data science topics, cluster computing, and issues that should interest even the most advanced users.
• Analyze, explore, transform, and visualize data in Apache Spark with R
• Create statistical models to extract information and predict outcomes; automate the process in production-ready workflows
• Perform analysis and modeling across many machines using distributed computing techniques
• Use large-scale data from multiple sources and different formats with ease from within Spark
• Learn about alternative modeling frameworks for graph processing, geospatial analysis, and genomics at scale
• Dive into advanced topics including custom transformations, real-time data processing, and creating custom Spark extensions
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