HDP Developer: Enterprise Apache Spark - Hortonworks Official Curriculum
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COURSE OVERVIEW
This course is designed as an entry point for developers who need to create applications to analyze Big Data stored in Apache Hadoop using Spark. Topics include: An overview of the Hortonworks Data Platform (HDP), including HDFS and YARN; using Spark Core APIs for interactive data exploration; Spark SQL and DataFrame operations; Spark Streaming and DStream operations; data visualization, reporting, and collaboration; performance monitoring and tuning; building and deploying Spark applications; and an introduction to the Spark Machine Learning Library.
Outline
COURSE CONTENT
DAY 1: AN INTRODUCTION TO ZEPPELIN AND RDDS
OBJECTIVES
- HDP Overview for Developers
- Overview ofApacheZeppelin and Spark
- Working with RDDs
- Pair RDDs
LABS
- Using HDFS Commands
- Introduction to Spark REPLs and Zeppelin
- Create and Manipulate RDDs
- Create and Manipulate Pair RDDs
DAY 2: SPARK STREAMING
OBJECTIVES
- Spark Streaming
- Spark SQL
LABS
- Basic Spark Streaming
- Basic Spark Streaming Transformations
- Spark Streaming Windows Transformations
- Create and Save DataFrames
- Working with Tables and DataFrames
DAY 3: WORKING WITH DATA VISUALIZATION
OBJECTIVES
- Data Visualization with Zeppelin
- Job Monitoring
LABS
- Data visualization Reporting and Collaboration Using Zepplein
- Job Monitoring
DAY 4: WORKING WITH DATA VISUALIZATION
OBJECTIVES
- Performance Tuning
- Building and Submitting Spark Applications
- Introduction to Machine Learning with Spark
LABS
- Performance Tuning
- Build and Submit Applications to YARN
- Machine Learning Walkthrough
Schedules
| No. of Days: | 4 |
| Total Hours: | 32 |
| No. of Participants: | 100 |
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Agilitics Pte. Ltd. is a Singapore Headquartered , Big Data Analytics , Business Intelligence and Agile consulting firm. Agilitics Pte. Ltd. is partner of all premium vendors of Big data and have exclusive clientele.Our Motto is to deliver Analytics with Agility+Quality.
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