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