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Course Curriculum

Scala
Scala Basics
Understand Scala and its implementation Details 00:00:00
Data Types, Variables Details 00:00:00
Classes and Objects Details 00:00:00
Operators and Access Modifier Details 00:00:00
Apply Control Structures, Loops, Collection, and more Details 00:00:00
Exploring Scala
Understand functional programming in Scala Details 00:00:00
Scala Closure Details 00:00:00
Master the concepts of Traits and OOPS in Scala Details 00:00:00
Pattern Matching Details 00:00:00
Exception Handling Details 00:00:00
Scala Extractor and File I/O Details 00:00:00
SPARK
Spark Basics
What is Apache Spark? Details 00:00:00
Using the Spark Shell Details 00:00:00
RDDs (Resilient Distributed Datasets) Details 00:00:00
Functional Programming in Spark Details 00:00:00
Working with RDD in spark
A Closer Look at RDDs Details 00:00:00
Key-Value Pair RDDs Details 00:00:00
MapReduce Details 00:00:00
Other Pair RDD Operations Details 00:00:00
Writing and Deploying Spark Applications
Spark Applications vs. Spark Shell Details 00:00:00
Creating the SparkContext Details 00:00:00
Building a Spark Application (Scala) Details 00:00:00
Running a Spark Application Details 00:00:00
The Spark Application Web UI Details 00:00:00
Configuring Spark Properties Details 00:00:00
Logging Details 00:00:00
Programming with Spark
Review: Spark on a Cluster Details 00:00:00
RDD Partitions Details 00:00:00
Partitioning of File-based RDDs Details 00:00:00
HDFS and Data Locality Details 00:00:00
Executing Parallel Operations Details 00:00:00
Stages and Tasks Details 00:00:00
Implement Broadcast variable and Accumulators for performance tuning Details 00:00:00
Spark Caching and Persistence
RDD Lineage Details 00:00:00
Caching Overview Details 00:00:00
Distributed Persistence Common Patterns in Spark Data Processing Details 00:00:00
Preview: Spark SQL
Analyze Hive and Spark SQL architecture Details 00:00:00
Spark SQL and the SQL Context Details 00:00:00
Creating DataFrames Details 00:00:00
Transforming and Querying DataFrames Details 00:00:00
Saving DataFrames Details 00:00:00
Spark Use Cases
Stream data using Spark Streaming API Details 00:00:00
Iterative Algorithms in Spark Details 00:00:00
Introduction to Machine learning
Hortonworks & Cloudera Certification Guidance
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