Scala and Spark for big data analytics : explore the concepts of functional programming, data streaming, and machine learning [E-Book] / Rezaul Karim, Sridhar Alla.
Karim, Rezaul, (author)
Alla, Sridhar, (author)
1st edition
Birmingham : Packt Publishing, 2017
778 pages (online resource)
englisch
9781783550500
1785280848
9781785280849
1783550503
Full Text
Table of Contents:
  • Scala and Spark for big data analytics : explore the concepts of functional programming, data streaming, and machine learning
  • Credits
  • About the Authors
  • About the Reviewers
  • www.PacktPub.com
  • Customer Feedback
  • Table of Contents
  • Preface
  • Chapter 1: Introduction to Scala
  • Chapter 2: Object-Oriented Scala
  • Chapter 3: Functional Programming Concepts
  • Chapter 4: Collection APIs
  • Chapter 5: Tackle Big Data - Spark Comes to the Party
  • Chapter 6: Start Working with Spark REPL and RDDs
  • Chapter 7: Special RDD Operations
  • Chapter 8: Introduce a Little Structure - Spark SQL
  • Chapter 9: Stream Me Up, Scotty - Spark Streaming
  • Chapter 10: Everything is Connected - GraphX
  • Chapter 11: Learning Machine Learning - Spark MLlib and Spark ML
  • Chapter 12: My Name is Bayes, Naive Bayes
  • Chapter 13: Time to Put Some Order - Cluster Your Data with Spark MLlib
  • Chapter 14: Text Analytics Using Spark ML
  • Chapter 15: Spark Tuning
  • Chapter 16: Time to Go to ClusterLand - Deploying Spark on a Cluster
  • Chapter 17: Testing and Debugging Spark
  • Chapter 18: PySpark and SparkR
  • Index.