Scala and Spark for Big Data Analytics

Table of Contents

1. Introduction to Scala
2. Object-oriented Scala
3. Functional programming concepts
4. Collections API
5. Tackle Big Data Spark comes to the party
6. Start Working with Spark REPL and RDDs
7. Special RDD Operations
8. Introduce a Little Structure SparkSQL
9. Stream Me Up Scotty: Spark Streaming
10. Everything is Connected GraphX
11. Learning Machine Learning Spark Mllib
12. Advanced Machine Learning Best Practices
13. My Name is Bayes, Naive Bayes
14. Time to Put Some Order Cluster Your Data with Spark Mllib
15. Text Analytics using Spark ML
16. Spark Tuning
17. Time to Go to ClusterLand Deploy Spark on a Cluster
18. Testing and Debugging Spark
19. PySpark and SparkR
20. Appendix A - Accelerating Spark with Alluxio
21. Appendix B - Interactive Data Analytics with Apache Zepplin