SlideShare ist ein Scribd-Unternehmen logo
1 von 35
Visma Consulting 2013-10-30

Playing with Hadoop
Søren Lund (slu)
slu@369.dk
Needed to run Hadoop


You need the following to run Hadoop



Java JDK





Linux server
Hadoop tarball

I'm using the following



JDK 1.6.24 64 bit





Ubuntu 12.04 LTS 64 bit
Hadoop 1.0.4

Could not get JDK7 + Hadoop 2.2 to work
Installing Hadoop
Install Java
Setup Java home and path
Add hadoop user
Install Hadoop and add to path
Create SSH key for hadoop user
Accept SSH key
Disable IPv6
Reboot and check installation
Running an example job
Calculate Pi
Estimated value of Pi
Three modes of operation


Pi was calculated in Local standalone mode





it is the default mode (i.e. no configuration needed)
all components of Hadoop run in a single JVM

Pseudo-distributed mode



components communicate using sockets





a separate JVM is spawned for each component
it is a minicluster on a single host

Fully distributed mode


components are spread across multiple machines
Configuring for pseudo distributed mode
Create base directory for HDFS
Set JAVA_HOME
Edit core-site.xml
Edit hdfs-site.xml
Edit mapred-site.xml
Log out and log on as hadoop
Format HDFS
Start HDFS
Start Map Reduce
Create home directory & test data
Running Word Count
First let's try the example jar
Inspect the result
Compile and run our own jar
https://gist.github.com/soren/7213273
Inspect result
Run improved version
https://gist.github.com/soren/7213453
Inspect (improved) result
The Web User Interface


HDFS




MapReduce




http://localhost:8070/

File Browser




http://localhost:8030/

http://localhost:8075/browseDirectory.jsp?namenodeInfoPort

Note: this is with port forwarding in VirtualBox


50030 → 8030, 50070 → 8070, 50075 → 8075
Now you can go play with Hadoop...

Weitere ähnliche Inhalte

Was ist angesagt?

Hadoop enhancements using next gen IA technologies
Hadoop enhancements using next gen IA technologiesHadoop enhancements using next gen IA technologies
Hadoop enhancements using next gen IA technologiesBigdata Meetup Kochi
 
Airflow based Video Encoding Platform
Airflow based Video Encoding PlatformAirflow based Video Encoding Platform
Airflow based Video Encoding PlatformHotstar
 
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark Streaming
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark StreamingReal-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark Streaming
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark StreamingAbdelhamide EL ARIB
 
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetup
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop MeetupIntegrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetup
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetupgethue
 
Beeswax Hive editor in Hue
Beeswax Hive editor in HueBeeswax Hive editor in Hue
Beeswax Hive editor in HueRomain Rigaux
 
HBase + Hue - LA HBase User Group
HBase + Hue - LA HBase User GroupHBase + Hue - LA HBase User Group
HBase + Hue - LA HBase User Groupgethue
 
Automating Workflows for Analytics Pipelines
Automating Workflows for Analytics PipelinesAutomating Workflows for Analytics Pipelines
Automating Workflows for Analytics PipelinesSadayuki Furuhashi
 
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...Puppet
 
Spark 2.x Troubleshooting Guide
Spark 2.x Troubleshooting GuideSpark 2.x Troubleshooting Guide
Spark 2.x Troubleshooting GuideIBM
 
Digdagによる大規模データ処理の自動化とエラー処理
Digdagによる大規模データ処理の自動化とエラー処理Digdagによる大規模データ処理の自動化とエラー処理
Digdagによる大規模データ処理の自動化とエラー処理Sadayuki Furuhashi
 
Understanding Memory Management In Spark For Fun And Profit
Understanding Memory Management In Spark For Fun And ProfitUnderstanding Memory Management In Spark For Fun And Profit
Understanding Memory Management In Spark For Fun And ProfitSpark Summit
 
Building the Right Platform Architecture for Hadoop
Building the Right Platform Architecture for HadoopBuilding the Right Platform Architecture for Hadoop
Building the Right Platform Architecture for HadoopAll Things Open
 
Hadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in HueHadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in Huegethue
 
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014Amazon Web Services
 
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...Spark Summit
 

Was ist angesagt? (17)

Dev ops meetup
Dev ops meetupDev ops meetup
Dev ops meetup
 
Hadoop enhancements using next gen IA technologies
Hadoop enhancements using next gen IA technologiesHadoop enhancements using next gen IA technologies
Hadoop enhancements using next gen IA technologies
 
Airflow based Video Encoding Platform
Airflow based Video Encoding PlatformAirflow based Video Encoding Platform
Airflow based Video Encoding Platform
 
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark Streaming
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark StreamingReal-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark Streaming
Real-time Data Pipeline: Kafka Streams / Kafka Connect versus Spark Streaming
 
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetup
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop MeetupIntegrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetup
Integrate Hue with your Hadoop cluster - Yahoo! Hadoop Meetup
 
Beeswax Hive editor in Hue
Beeswax Hive editor in HueBeeswax Hive editor in Hue
Beeswax Hive editor in Hue
 
HBase + Hue - LA HBase User Group
HBase + Hue - LA HBase User GroupHBase + Hue - LA HBase User Group
HBase + Hue - LA HBase User Group
 
Automating Workflows for Analytics Pipelines
Automating Workflows for Analytics PipelinesAutomating Workflows for Analytics Pipelines
Automating Workflows for Analytics Pipelines
 
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...
PuppetConf 2016: An Introduction to Measuring and Tuning PE Performance – Cha...
 
Spark 2.x Troubleshooting Guide
Spark 2.x Troubleshooting GuideSpark 2.x Troubleshooting Guide
Spark 2.x Troubleshooting Guide
 
Digdagによる大規模データ処理の自動化とエラー処理
Digdagによる大規模データ処理の自動化とエラー処理Digdagによる大規模データ処理の自動化とエラー処理
Digdagによる大規模データ処理の自動化とエラー処理
 
Understanding Memory Management In Spark For Fun And Profit
Understanding Memory Management In Spark For Fun And ProfitUnderstanding Memory Management In Spark For Fun And Profit
Understanding Memory Management In Spark For Fun And Profit
 
Building the Right Platform Architecture for Hadoop
Building the Right Platform Architecture for HadoopBuilding the Right Platform Architecture for Hadoop
Building the Right Platform Architecture for Hadoop
 
January 2011 HUG: Pig Presentation
January 2011 HUG: Pig PresentationJanuary 2011 HUG: Pig Presentation
January 2011 HUG: Pig Presentation
 
Hadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in HueHadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in Hue
 
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014
(APP310) Scheduling Using Apache Mesos in the Cloud | AWS re:Invent 2014
 
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...
Taming GC Pauses for Humongous Java Heaps in Spark Graph Computing-(Eric Kacz...
 

Andere mochten auch

E-books and App::Pod2Epub
E-books and App::Pod2EpubE-books and App::Pod2Epub
E-books and App::Pod2EpubSøren Lund
 
hello
hellohello
hellomojir
 
Documenting Code - Patterns and Anti-patterns - NLPW 2016
Documenting Code - Patterns and Anti-patterns - NLPW 2016Documenting Code - Patterns and Anti-patterns - NLPW 2016
Documenting Code - Patterns and Anti-patterns - NLPW 2016Søren Lund
 
E2 meetup paris 16 0 ct-2013
E2 meetup paris 16 0 ct-2013E2 meetup paris 16 0 ct-2013
E2 meetup paris 16 0 ct-2013Jane McConnell
 
Documenting code yapceu2016
Documenting code yapceu2016Documenting code yapceu2016
Documenting code yapceu2016Søren Lund
 
Basic testing with selenium
Basic testing with seleniumBasic testing with selenium
Basic testing with seleniumSøren Lund
 
Apache JMeter Introduction
Apache JMeter IntroductionApache JMeter Introduction
Apache JMeter IntroductionSøren Lund
 

Andere mochten auch (7)

E-books and App::Pod2Epub
E-books and App::Pod2EpubE-books and App::Pod2Epub
E-books and App::Pod2Epub
 
hello
hellohello
hello
 
Documenting Code - Patterns and Anti-patterns - NLPW 2016
Documenting Code - Patterns and Anti-patterns - NLPW 2016Documenting Code - Patterns and Anti-patterns - NLPW 2016
Documenting Code - Patterns and Anti-patterns - NLPW 2016
 
E2 meetup paris 16 0 ct-2013
E2 meetup paris 16 0 ct-2013E2 meetup paris 16 0 ct-2013
E2 meetup paris 16 0 ct-2013
 
Documenting code yapceu2016
Documenting code yapceu2016Documenting code yapceu2016
Documenting code yapceu2016
 
Basic testing with selenium
Basic testing with seleniumBasic testing with selenium
Basic testing with selenium
 
Apache JMeter Introduction
Apache JMeter IntroductionApache JMeter Introduction
Apache JMeter Introduction
 

Ähnlich wie Playing with Hadoop 2013-10-31

Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Mandakini Kumari
 
Cloudera hadoop installation
Cloudera hadoop installationCloudera hadoop installation
Cloudera hadoop installationSumitra Pundlik
 
Single node hadoop cluster installation
Single node hadoop cluster installation Single node hadoop cluster installation
Single node hadoop cluster installation Mahantesh Angadi
 
Single node setup
Single node setupSingle node setup
Single node setupKBCHOW123
 
H2O on Hadoop Dec 12
H2O on Hadoop Dec 12 H2O on Hadoop Dec 12
H2O on Hadoop Dec 12 Sri Ambati
 
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learned
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learnedTom Kraljevic presents H2O on Hadoop- how it works and what we've learned
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learnedSri Ambati
 
2 Hadoop 1.x presentation in understading .pptx
2 Hadoop 1.x presentation in understading .pptx2 Hadoop 1.x presentation in understading .pptx
2 Hadoop 1.x presentation in understading .pptxKishanhari3
 
DC HUG Hadoop for Windows
DC HUG Hadoop for WindowsDC HUG Hadoop for Windows
DC HUG Hadoop for WindowsTerry Padgett
 
02 Hadoop deployment and configuration
02 Hadoop deployment and configuration02 Hadoop deployment and configuration
02 Hadoop deployment and configurationSubhas Kumar Ghosh
 
Hadoop installation with an example
Hadoop installation with an exampleHadoop installation with an example
Hadoop installation with an exampleNikita Kesharwani
 
Configuring Your First Hadoop Cluster On EC2
Configuring Your First Hadoop Cluster On EC2Configuring Your First Hadoop Cluster On EC2
Configuring Your First Hadoop Cluster On EC2benjaminwootton
 
Micro Datacenter & Data Warehouse
Micro Datacenter & Data WarehouseMicro Datacenter & Data Warehouse
Micro Datacenter & Data Warehousemdcdwh
 
Distro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDistro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDataWorks Summit
 
Install Oracle 12c Golden Gate On Oracle Linux
Install Oracle 12c Golden Gate On Oracle LinuxInstall Oracle 12c Golden Gate On Oracle Linux
Install Oracle 12c Golden Gate On Oracle LinuxArun Sharma
 
Hadoop Installation
Hadoop InstallationHadoop Installation
Hadoop InstallationAhmed Salman
 
An Introduction to Apache Pig
An Introduction to Apache PigAn Introduction to Apache Pig
An Introduction to Apache PigSachin Vakkund
 

Ähnlich wie Playing with Hadoop 2013-10-31 (20)

Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04
 
Cloudera hadoop installation
Cloudera hadoop installationCloudera hadoop installation
Cloudera hadoop installation
 
Single node hadoop cluster installation
Single node hadoop cluster installation Single node hadoop cluster installation
Single node hadoop cluster installation
 
Single node setup
Single node setupSingle node setup
Single node setup
 
Unit 5
Unit  5Unit  5
Unit 5
 
H2O on Hadoop Dec 12
H2O on Hadoop Dec 12 H2O on Hadoop Dec 12
H2O on Hadoop Dec 12
 
Run wordcount job (hadoop)
Run wordcount job (hadoop)Run wordcount job (hadoop)
Run wordcount job (hadoop)
 
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learned
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learnedTom Kraljevic presents H2O on Hadoop- how it works and what we've learned
Tom Kraljevic presents H2O on Hadoop- how it works and what we've learned
 
2 Hadoop 1.x presentation in understading .pptx
2 Hadoop 1.x presentation in understading .pptx2 Hadoop 1.x presentation in understading .pptx
2 Hadoop 1.x presentation in understading .pptx
 
DC HUG Hadoop for Windows
DC HUG Hadoop for WindowsDC HUG Hadoop for Windows
DC HUG Hadoop for Windows
 
02 Hadoop deployment and configuration
02 Hadoop deployment and configuration02 Hadoop deployment and configuration
02 Hadoop deployment and configuration
 
Hadoop installation with an example
Hadoop installation with an exampleHadoop installation with an example
Hadoop installation with an example
 
Configuring Your First Hadoop Cluster On EC2
Configuring Your First Hadoop Cluster On EC2Configuring Your First Hadoop Cluster On EC2
Configuring Your First Hadoop Cluster On EC2
 
Micro Datacenter & Data Warehouse
Micro Datacenter & Data WarehouseMicro Datacenter & Data Warehouse
Micro Datacenter & Data Warehouse
 
Distro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDistro-independent Hadoop cluster management
Distro-independent Hadoop cluster management
 
Install Oracle 12c Golden Gate On Oracle Linux
Install Oracle 12c Golden Gate On Oracle LinuxInstall Oracle 12c Golden Gate On Oracle Linux
Install Oracle 12c Golden Gate On Oracle Linux
 
Exp-3.pptx
Exp-3.pptxExp-3.pptx
Exp-3.pptx
 
Hadoop Installation
Hadoop InstallationHadoop Installation
Hadoop Installation
 
Pig
PigPig
Pig
 
An Introduction to Apache Pig
An Introduction to Apache PigAn Introduction to Apache Pig
An Introduction to Apache Pig
 

Kürzlich hochgeladen

PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxheathfieldcps1
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docxPoojaSen20
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentationcamerronhm
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseAnaAcapella
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701bronxfugly43
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSCeline George
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 

Kürzlich hochgeladen (20)

PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
Spatium Project Simulation student brief
Spatium Project Simulation student briefSpatium Project Simulation student brief
Spatium Project Simulation student brief
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 

Playing with Hadoop 2013-10-31