- Understand the AWS EMR architecture and configure Clusters
AWS EMR Architecture -
Course Objective
<!--[if !supportLists]-->Ø <!--[endif]-->Understand the AWS EMR architecture and configure Clusters
<!--[if !supportLists]-->Ø <!--[endif]-->Leverage Apache Hadoop in the context of Amazon EMR
<!--[if !supportLists]-->Ø <!--[endif]-->Use common programming frameworks available for Amazon EMR, including Hive, Pig, and streaming
<!--[if !supportLists]-->Ø <!--[endif]-->Use in-memory analytics with Apache Spark on Amazon EMR
<!--[if !supportLists]-->Ø <!--[endif]-->Identify options for ingesting, transferring, and compressing data
<!--[if !supportLists]-->Ø <!--[endif]-->Create EMR clusters and run Spark jobs
<!--[if !supportLists]-->Ø <!--[endif]-->Understand and implement EMR Best Practices
<!--[if !supportLists]-->Ø <!--[endif]-->Estimate and optimize EMR cost by efficiently managing Clusters, EC2 Spot instances and more
Duration
This course is delivered in 2 Working Days.
Pre-Requisites
<!--[if !supportLists]-->Ø <!--[endif]-->Good understanding of working in any domain either as developer or systems administrator
<!--[if !supportLists]-->Ø <!--[endif]-->Working knowledge on Linux and/or Windows
<!--[if !supportLists]-->Ø <!--[endif]-->Participants are expected to have completed at least one of the following courses:
<!--[if !supportLists]-->o <!--[endif]-->AWS Technical Essentials https://aws.amazon.com/training/course-descriptions/essentials/
<!--[if !supportLists]-->o <!--[endif]-->AWS Cloud Practitioner –
https://aws.amazon.com/certification/certified-cloud-practitioner/
<!--[if !supportLists]-->o <!--[endif]-->AWS Solutions Architect
https://aws.amazon.com/certification/certified-solutions-architect-associate/
<!--[if !supportLists]-->Ø <!--[endif]-->Good working knowledge on AWS foundation services – EC2, IAM, S3, CloudWatch, RDS,Lambda, SNS, SQS and Auto scaling
<!--[if !supportLists]-->Ø <!--[endif]-->Good exposure to Python in the context of Big Data analytics
Lab Setup
<!--[if !supportLists]-->Ø <!--[endif]-->Each participant to have Laptop with good internet connectivity.
<!--[if !supportLists]-->Ø <!--[endif]-->Internet connectivity to Instructors laptop
<!--[if !supportLists]-->Ø <!--[endif]-->Local Administrator access to laptop to install few utilities
<!--[if !supportLists]-->Ø <!--[endif]-->OPTIONAL: As agreed upon all the hands on will be demonstrated by the trainer.o A valid AWS account created for the participants
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to training / logistics
<!--[if !supportLists]-->2. <!--[endif]-->Recap / Refresher for AWS foundation services
<!--[if !supportLists]-->a. <!--[endif]-->Interactive – max 30 mins
<!--[if !supportLists]-->3. <!--[endif]-->Introduction to Big data
<!--[if !supportLists]-->4. <!--[endif]-->Standard tools used for Big data analysis
Hadoop Concepts
<!--[if !supportLists]-->1. <!--[endif]-->Hadoop & its Features
<!--[if !supportLists]-->2. <!--[endif]-->Hadoop Ecosystem
<!--[if !supportLists]-->3. <!--[endif]-->Hadoop Core Components
<!--[if !supportLists]-->4. <!--[endif]-->Hadoop Ecosystem
<!--[if !supportLists]-->5. <!--[endif]-->Different Hadoop Distributions
HDFS – overview
<!--[if !supportLists]-->1. <!--[endif]-->Intro to HDFS
<!--[if !supportLists]-->2. <!--[endif]-->HDFS architecture
<!--[if !supportLists]-->3. <!--[endif]-->HDFS Storage Mechanism
<!--[if !supportLists]-->4. <!--[endif]-->Writing and Reading data to HDFS
<!--[if !supportLists]-->5. <!--[endif]-->Fault recovery
MapReduce
<!--[if !supportLists]-->1. <!--[endif]-->Intro to MapReduce
<!--[if !supportLists]-->2. <!--[endif]-->Benefits of using MapReduce
<!--[if !supportLists]-->3. <!--[endif]-->Understanding Map and Reduce
<!--[if !supportLists]-->4. <!--[endif]-->How MapReduce distributes processing
<!--[if !supportLists]-->5. <!--[endif]-->Example program using Python single map and reduce functions
<!--[if !supportLists]-->6. <!--[endif]-->Chaining map reduce functions Python
AWS EMR
<!--[if !supportLists]-->1. <!--[endif]-->Overview of EMR
<!--[if !supportLists]-->2. <!--[endif]-->Benefits of EMR
<!--[if !supportLists]-->3. <!--[endif]-->Architecture and Concepts of EMR
<!--[if !supportLists]-->4. <!--[endif]-->Understanding Different EMR releases
<!--[if !supportLists]-->5. <!--[endif]-->Setting data sets
<!--[if !supportLists]-->6. <!--[endif]-->Configuring Applications
<!--[if !supportLists]-->7. <!--[endif]-->Planning and Configuring Clusters
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<!--[if !supportLists]-->8. <!--[endif]-->Connecting to master node using SSH and execute jobs
<!--[if !supportLists]-->9. <!--[endif]-->Running MapReduce jobs on EMR cluster
<!--[if !supportLists]-->10. <!--[endif]-->Access data using web interface
<!--[if !supportLists]-->11. <!--[endif]-->Terminating EMR cluster
<!--[if !supportLists]-->12. <!--[endif]-->Overview of EMR security
EMR Pricing
<!--[if !supportLists]-->1. <!--[endif]-->Understating EMR components
<!--[if !supportLists]-->2. <!--[endif]-->Standard on-demand pricing
<!--[if !supportLists]-->3. <!--[endif]-->Understanding EC2 reserved and spot instances
<!--[if !supportLists]-->4. <!--[endif]-->AWS EMR on AWS Outposts
<!--[if !supportLists]-->5. <!--[endif]-->Working with AWS total cost of ownership (TCO)
<!--[if !supportLists]-->6. <!--[endif]-->Using Simple Monthly Calculator for cost estimations
EMR with Spark
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to Spark
<!--[if !supportLists]-->2. <!--[endif]-->Setup EMR with Spark cluster
<!--[if !supportLists]-->3. <!--[endif]-->Understanding startup cycle
<!--[if !supportLists]-->4. <!--[endif]-->Running spark SQL queries
Resilient Distributed Data Sets
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to RDDs
<!--[if !supportLists]-->2. <!--[endif]-->Working with APIs
<!--[if !supportLists]-->a. <!--[endif]-->Filtering data
<!--[if !supportLists]-->b. <!--[endif]-->Map and reduce
<!--[if !supportLists]-->c. <!--[endif]-->Parallelize
<!--[if !supportLists]-->d. <!--[endif]-->External data sets
<!--[if !supportLists]-->3. <!--[endif]-->RDD operations
<!--[if !supportLists]-->a. <!--[endif]-->Printing elements from RDD
<!--[if !supportLists]-->b. <!--[endif]-->Working with Key Value pairs
<!--[if !supportLists]-->4. <!--[endif]-->Data processing life cycle with Spark
<!--[if !supportLists]-->5. <!--[endif]-->String processing
RDD Operations
<!--[if !supportLists]-->1. <!--[endif]-->Transforming data using Map
<!--[if !supportLists]-->2. <!--[endif]-->Filtering data and arrays
<!--[if !supportLists]-->3. <!--[endif]-->Get top n results
<!--[if !supportLists]-->4. <!--[endif]-->Get unique values
<!--[if !supportLists]-->5. <!--[endif]-->Concept of shuffling
<!--[if !supportLists]-->6. <!--[endif]-->Joining data sets
Apache Hive on EMR
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to Hive
<!--[if !supportLists]-->2. <!--[endif]-->Basic Hive overview
<!--[if !supportLists]-->3. <!--[endif]-->Differences and Considerations for Hive on Amazon EMR
<!--[if !supportLists]-->4. <!--[endif]-->Configuring an External Metastore for Hive
<!--[if !supportLists]-->5. <!--[endif]-->Use the Hive JDBC Driver
<!--[if !supportLists]-->6. <!--[endif]-->Using S3 Select with Hive to Improve Performance
<!--[if !supportLists]-->7. <!--[endif]-->Hive Release History
Apache Pig on EMR
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to Apache Pig
<!--[if !supportLists]-->2. <!--[endif]-->Pig versions supported by EMR
<!--[if !supportLists]-->3. <!--[endif]-->Working a Pig script
<!--[if !supportLists]-->4. <!--[endif]-->Submitting Pig work on EMR
<!--[if !supportLists]-->5. <!--[endif]-->Call user defined functions from Pig
Apache HBase with EMR
<!--[if !supportLists]-->1. <!--[endif]-->Introduction to Apache HBase
<!--[if !supportLists]-->2. <!--[endif]-->Creating cluster with HBase on EMR
<!--[if !supportLists]-->3. <!--[endif]-->HBase on Amazon S3 (Amazon S3 Storage Mode)
<!--[if !supportLists]-->4. <!--[endif]-->Using the HBase Shell
<!--[if !supportLists]-->5. <!--[endif]-->Access HBase Tables with Hive
<!--[if !supportLists]-->6. <!--[endif]-->Using HBase Snapshots
<!--[if !supportLists]-->7. <!--[endif]-->Configure HBase
<!--[if !supportLists]-->8. <!--[endif]-->View the HBase User Interface
<!--[if !supportLists]-->9. <!--[endif]-->View HBase Log Files
<!--[if !supportLists]-->10. <!--[endif]-->Monitor HBase with Ganglia
Presto with EMR
<!--[if !supportLists]-->1. <!--[endif]-->Introduction with Presto
<!--[if !supportLists]-->2. <!--[endif]-->Considerations with Presto on Amazon EMR
<!--[if !supportLists]-->3. <!--[endif]-->Using Presto with the AWS Glue Data Catalog
<!--[if !supportLists]-->4. <!--[endif]-->Using S3 Select Pushdown with Presto to Improve Performance
<!--[if !supportLists]-->5. <!--[endif]-->Adding Database Connectors
<!--[if !supportLists]-->6. <!--[endif]-->Using SSL/TLS and Configuring LDAPS with Presto on Amazon EMR
EMR Notebooks
<!--[if !supportLists]-->1. <!--[endif]-->Introduction and benefits of EMR Notebooks
<!--[if !supportLists]-->2. <!--[endif]-->Creating EMR notebooks – Jupytor
<!--[if !supportLists]-->3. <!--[endif]-->Creating clusters for EMR notebooks
<!--[if !supportLists]-->4. <!--[endif]-->Working with EMR notebooks
<!--[if !supportLists]-->5. <!--[endif]-->Monitoring and debugging jobs
<!--[if !supportLists]-->6. <!--[endif]-->Security
<!--[if !supportLists]-->7. <!--[endif]-->Working with notebook-scoped libraries
Case study
<!--[if !supportLists]-->1. <!--[endif]-->Browsing through Case study published on AWS portal
<!--[if !supportLists]-->2. <!--[endif]-->Understating the reference architecture
<!--[if !supportLists]-->3. <!--[endif]-->Leverage best practices
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