Apache Spark with Python - Big Data with PySpark and Spark [Video]

Apache Spark with Python - Big Data with PySpark and Spark [Video]

James Lee et al.

Learn Apache Spark and Python by 12+ hands-on examples of analyzing big data with PySpark and Spark
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Video Description

This course covers all the fundamentals of Apache Spark with Python and teaches you everything you need to know about developing Spark applications using PySpark, the Python API for Spark. At the end of this course, you will gain in-depth knowledge about Apache Spark and general big data analysis and manipulations skills to help your company to adopt Apache Spark for building big data processing pipeline and data analytics applications. This course covers 10+ hands-on big data examples. You will learn valuable knowledge about how to frame data analysis problems as Spark problems. Together we will learn examples such as aggregating NASA Apache weblogs from different sources; we will explore the price trend by looking at the real estate data in California; we will write Spark applications to find out the median salary of developers in different countries through the Stack Overflow survey data; we will develop a system to analyze how maker spaces are distributed across different regions in the United Kingdom. And much much more.

Style and Approach

This course covers 10+ hands-on big data examples. You will learn valuable knowledge about how to frame data analysis problems as Spark problems.

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What You Will Learn

  • An overview of the architecture of Apache Spark.
  • Develop Apache Spark 2.0 applications using RDD transformations and actions and Spark SQL.
  • Work with Apache Spark's primary abstraction, resilient distributed datasets (RDDs) to process and analyze large data sets
  • Analyze structured and semi-structured data using DataFrames, and develop a thorough understanding about Spark SQL.
  • Advanced techniques to optimize and tune Apache Spark jobs by partitioning, caching and persisting RDDs.
  • Scale up Spark applications on a Hadoop YARN cluster through Amazon's Elastic MapReduce service.
  • Share information across different nodes on an Apache Spark cluster by broadcast variables and accumulators.
  • Write Spark applications using the Python API - PySpark

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Video Details

ISBN 139781789133394
Course Length3 hours 18 minutes
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