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Spark V2 for Data Analysts

Price
2,100 USD
3 Days
DASK-100
Classroom Training, Online Training

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Course Description

Overview

This Spark V2 for Data Analysts course is designed to introduce Apache Spark. Students will learn how Spark version 2.x fits into the Big Data ecosystem and how to use Spark for data analysis.
 

Objectives

Upon completion of the Spark V2 for Data Analysts course, students will become familiar with:
  • Scala primer
  • Spark Shell
  • Spark Data structures (RDD / Dataframe / Dataset)
  • Spark SQL
  • Spark & Hadoop
  • Spark MLLib
  • Spark Graphx

Audience

  • Data Analysts, Business Analysts

Prerequisites

    • Analyst background (familiarity with SQL, Scripting ..etc)
    • Basic understanding of Linux development environment (basic command line navigation / editing files / running programs)

Topics

Scala primer
  • A quick introduction to Scala
  • Labs: Getting know Scala
Spark Basics
  • Big Data, Hadoop, Spark
  • Spark concepts and architecture
  • Spark eco system (core, spark sql, mlib, streaming)
  • Labs: Installing and running Spark
First Look at Spark
  • Spark shell
  • Spark web UIs
  • Analyzing dataset – part 1
  • Labs: Spark shell exploration
RDDs (condensed coverage)
  • RDDs concepts
  • Partitions
  • RDD Operations / transformations
  • Labs: Unstructured data analytics using RDDs
Dataframes / Datasets
  • Understanding newer Dataset API
  • Dataframes
  • Loading structured data using Dataframes
  • Caching and persistence
  • Labs: Dataframes, Datasets, Caching
Spark SQL
  • Spark SQL concepts and overview
  • Defining tables and importing datasets
  • Querying data using SQL
  • Handling various storage formats: JSON / Parquet / ORC
  • Labs: querying structured data using SQL; evaluating data formats
Spark and Hadoop
  • Hadoop Primer: HDFS / YARN
  • Hadoop + Spark architecture
  • Running Spark on Hadoop YARN
  • Processing HDFS files using Spark
  • Spark & Hive
Machine Learning (ML) (day – 3)
  • Machine Learning primer
  • Machine Learning in Spark: MLib / ML
  • Spark ML overview (newer Spark2 version)
  • Algorithms: Clustering, Classifications, Recommendations
  • Labs: Writing ML applications
GraphX (day – 3)
  • GraphX library overview
  • GraphX APIs
  • Labs: Processing graph data using Spark
  • Spark V2 for Developers

    DCSK-100
    • Duration: 3 Days
    • Delivery Format: Classroom Training, Online Training
    • Price: 2,100.00 USD
  • Solr for Developers

    SESR-100
    • Duration: 3 Days
    • Delivery Format: Classroom Training, Online Training
    • Price: 2,100.00 USD
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