Showing posts with label Hadoop Admin Course Content. Show all posts
Showing posts with label Hadoop Admin Course Content. Show all posts

Wednesday 12 March 2014

Hadoop Administrator Course Content

Bigdata/ Hadoop Administrator Course Outline

Audience - Oracle Database Administrator, SQL DBA, windows administrator, Unix Administrator, and Network Administrators

Module 1
Big data Getting Started
What is Big Data?
What  is Apache Hadoop ?
History of Hadoop
Understanding distributed file systems and Hadoop
Hadoop eco system components
Hadoop use cases
Ubuntu Installation
JDK Installation
Module 2
Hadoop Distributed File system

Eclipse Installation
Overview of HDFS
Communication Protocols
Hadoop cluster Topology Overview
Setting up SSH for Hadoop Cluster
Running Hadoop –
1.       Pseudo-distributed mode
Linux basic commands
HDFS file commands
Reading and writing to HDFS programmatically
Hands-on Lab Exercises
Module 3
MapReduce Framework

Java Basics
Anatomy of a MapReduce Program
Writables
InputFormat
OutputFormat
Streaming API
Inherent failure handling
Reading and writing
Hands-on Lab Exercises
Module 4
Advanced MapReduce  Programming
Input splits, Record Reader, Mapper, Partition & Shuffle, Reduce, OutputFormat
Writing MapReduce program
Streaming in Hadoop
Counters
Performance Tuning
Joins
Sorting
Determining Optimal number of reducers, partitions
Hadoop cluster – Performance tuning
Hands-on Lab Exercises
Module 5 - Apache Hadoop Administration

Level 1  
Operating System Preparation
      Deployment Setup
      Software
      Hostname, DNS, and Identification
      Users, Groups and Privileges

 Kernel Tuning
     vm.overcommit_memory
     Vm.swappiness

Best Practices for Hadoop setup and infrastructure

Hadoop cluster Installation preparation & Configuration
   Ø  Cluster network design
   Ø  Installation of Linux operating system
   Ø  Configuring SSH
   Ø  Walkthrough on Rack topology and set up

Managing Hadoop cluster
   Ø  HDFS cluster management
   Ø  Secondary Name node configuration
   Ø  Task Tracker management
   Ø  Configuring the HDFS quota
   Ø  Configuring Fair Scheduler      
   Ø  Upgrading Hadoop     
   Ø  Deploying and managing Hadoop clusters
          with Ambari

Monitoring Hadoop cluster
   Ø  Monitoring Hadoop cluster with Ganglia
   Ø  Monitoring Hadoop cluster with Ambari
   Ø  Monitoring Hadoop cluster with Nagia

Hadoop Cluster Performance Tuning
   Ø  Benchmarking and profiling
   Ø  Using compression for input and output
   Ø  Configuring optimal map and reduce
          slots  for the TT
   Ø  Fine tuning Job Tracker config
   Ø  Fine tuning Task Tracker config
   Ø  Tuning Shuffle, merge and sort parameters
Security Implementation
              Kerberos security Implementation      
Workflow Scheduler
              FIFO Scheduler Configuration
               Capacity Scheduler Configuration
               Fair Scheduler  Configuration

dfsadmin & mradmin commands

Administration of Hcatalog and Hive

Backup and Recovery
-           
Level  2  Cluster maintenance
Starting and stopping Processes with Init Scripts
Starting and Stopping processes manually

  HDFS maintenance Tasks
-           Data node failure & Recovery
-          Name Node Failure & Recovery
-          JT & TT failure  & Recovery
-          Removing data nodes
-          Adding Data nodes
-           Commissioning and decommissioning of nodes
  Map Reduce  maintenance Tasks
-          Shared upon request
Level 3  Monitoring
Hadoop Metrics

Health-check
        Hadoop Processes
     Rest of them shared upon request
Level 4 Backup and Recovery
Data Backup
 Name Node backup


Module  6
Pig and Pig Latin
Installation and configuration
Running Pig Lating through grunt
Working with Scripts
Lab Exercises
Module  7
HBase and ZooKeeper
NoSQL Vs SQL
Cap  Theorem
Architecture
Installation
Configuration
Java API
Performance Tuning
Lab Exercises
Module  8
Hive
Features of Hive
Architecture
Installation and configuration
HiveQL

Lab Exercises
Module  9
Other Hadoop eco system components
Overview of Ambari, Oozie ,Mahout
Installing & configuring Sqoop, mysql-server
Installing & configuring flume

Lab Exercises
Module 10
Hadoop on Cloud
Hosting Hadoop on Amazon EC2
EMR Hands-on