SlideShare a Scribd company logo
1 of 45
Download to read offline
1
2
Photo by Laraine Sanneke on http://labarker.com/NZbirds.html
3
4
5
1
2
3
4
6
7
8
9
1
0
1
1
1
2
1
3
Problems
• Became increasingly difficult to maintain
• Configuring made difficult for Developers
• Installation was a frustration

1
4
Problems
• Became increasingly difficult to maintain
• Configuring made difficult for Developers
• Installation was a frustration

Proposed Solution
Decided to Rewrite the system,
Entirely in JAVA

1
5
Performance of JAVA?
Implementing Computationally intensive
Machine Learning Algorithms…..
Questionable???

JAVA
“Write Once, Run Anywhere”
“Simple Packaging”
“Distribution”

Performance of JAVA
16
17
18
19
20
21
22
23
24
25
26
27
28
1
2
3
4
•
•
•
•
•
•
•
•
29
•
•
•
•
•
30
•
•
•
•
31
32
WEKA Version
3.4
WEKA Version
3.6
No. of Java
Classes
690 1081
LOC (Lines of
Code)
271,447 509,903
33
34
1
2
3
4
•
•
•
35
36
Scatter plots
ROC curves
Trees
Graphs
37
SQL viewer
Bayes network editor
38
Scatter plots
ROC curves
Trees
Graphs
SQL viewer
Bayes network editor
39
Scatter plots
ROC curves
Trees
Graphs
SQL viewer
Bayes network editor
40
Statistics
Data Mining
AI
Machine Learning
Pattern Recognition
41
1
2
3
4
•
•
•
•
42
43
44
45

More Related Content

What's hot

Build automation best practices
Build automation best practicesBuild automation best practices
Build automation best practices
Code Mastery
 
Puppet Camp Melbourne 2014:
Puppet Camp Melbourne 2014: Puppet Camp Melbourne 2014:
Puppet Camp Melbourne 2014:
Puppet
 

What's hot (12)

Solr consistency and recovery internals
Solr consistency and recovery internalsSolr consistency and recovery internals
Solr consistency and recovery internals
 
Introduction to Akka.NET and Akka.Cluster
Introduction to Akka.NET and Akka.ClusterIntroduction to Akka.NET and Akka.Cluster
Introduction to Akka.NET and Akka.Cluster
 
Continuous Delivery in the real world - techniques to reduce the developers b...
Continuous Delivery in the real world - techniques to reduce the developers b...Continuous Delivery in the real world - techniques to reduce the developers b...
Continuous Delivery in the real world - techniques to reduce the developers b...
 
Build automation best practices
Build automation best practicesBuild automation best practices
Build automation best practices
 
Puppet Release Workflows at Jive Software
Puppet Release Workflows at Jive SoftwarePuppet Release Workflows at Jive Software
Puppet Release Workflows at Jive Software
 
Puppet Camp Melbourne 2014:
Puppet Camp Melbourne 2014: Puppet Camp Melbourne 2014:
Puppet Camp Melbourne 2014:
 
Integrating Array Management into Lustre
Integrating Array Management into LustreIntegrating Array Management into Lustre
Integrating Array Management into Lustre
 
Software Architecture for DevOps and Continuous Delivery
Software Architecture for DevOps and Continuous DeliverySoftware Architecture for DevOps and Continuous Delivery
Software Architecture for DevOps and Continuous Delivery
 
Enterprise Beacon Object Hive - Siebel Version Control
Enterprise Beacon Object Hive - Siebel Version ControlEnterprise Beacon Object Hive - Siebel Version Control
Enterprise Beacon Object Hive - Siebel Version Control
 
Erlang/Elixir and OTP
Erlang/Elixir and OTPErlang/Elixir and OTP
Erlang/Elixir and OTP
 
What's new in MySQL 5.5?
What's new in MySQL 5.5?What's new in MySQL 5.5?
What's new in MySQL 5.5?
 
Zero Downtime with OSGi - Chicago Coder Conference 05-15-2015
Zero Downtime with OSGi - Chicago Coder Conference 05-15-2015 Zero Downtime with OSGi - Chicago Coder Conference 05-15-2015
Zero Downtime with OSGi - Chicago Coder Conference 05-15-2015
 

Viewers also liked

rule-based classifier
rule-based classifierrule-based classifier
rule-based classifier
Sean Chiu
 
HCI - Group Report for Metrolink App
HCI - Group Report for Metrolink AppHCI - Group Report for Metrolink App
HCI - Group Report for Metrolink App
Darran Mottershead
 
Data Engineering - Data Mining Assignment
Data Engineering - Data Mining AssignmentData Engineering - Data Mining Assignment
Data Engineering - Data Mining Assignment
Darran Mottershead
 

Viewers also liked (20)

Weka project - Classification & Association Rule Generation
Weka project - Classification & Association Rule GenerationWeka project - Classification & Association Rule Generation
Weka project - Classification & Association Rule Generation
 
Ontology-driven KDD Process Composition
Ontology-driven KDD Process CompositionOntology-driven KDD Process Composition
Ontology-driven KDD Process Composition
 
26.docking
26.docking26.docking
26.docking
 
14.machine learning
14.machine learning14.machine learning
14.machine learning
 
Data mining test notes (back)
Data mining test notes (back)Data mining test notes (back)
Data mining test notes (back)
 
EXPLORING DATA MINING TECHNIQUES AND ITS APPLICATIONS
EXPLORING DATA MINING TECHNIQUES AND ITS APPLICATIONSEXPLORING DATA MINING TECHNIQUES AND ITS APPLICATIONS
EXPLORING DATA MINING TECHNIQUES AND ITS APPLICATIONS
 
2014 Profile of Results
2014 Profile of Results2014 Profile of Results
2014 Profile of Results
 
Role of Data Cleaning in Data Warehouse
Role of Data Cleaning in Data WarehouseRole of Data Cleaning in Data Warehouse
Role of Data Cleaning in Data Warehouse
 
WEKA: The Knowledge Flow Interface
WEKA: The Knowledge Flow InterfaceWEKA: The Knowledge Flow Interface
WEKA: The Knowledge Flow Interface
 
Data Mining using Weka
Data Mining using WekaData Mining using Weka
Data Mining using Weka
 
WEKA:Data Mining Input Concepts Instances And Attributes
WEKA:Data Mining Input Concepts Instances And AttributesWEKA:Data Mining Input Concepts Instances And Attributes
WEKA:Data Mining Input Concepts Instances And Attributes
 
Data Mining With Excel 2007 And SQL Server 2008
Data Mining With Excel 2007 And SQL Server 2008Data Mining With Excel 2007 And SQL Server 2008
Data Mining With Excel 2007 And SQL Server 2008
 
Weka bike rental
Weka bike rentalWeka bike rental
Weka bike rental
 
rule-based classifier
rule-based classifierrule-based classifier
rule-based classifier
 
Data mining assignment 3
Data mining assignment 3Data mining assignment 3
Data mining assignment 3
 
Classification and Clustering Analysis using Weka
Classification and Clustering Analysis using Weka Classification and Clustering Analysis using Weka
Classification and Clustering Analysis using Weka
 
Wek1
Wek1Wek1
Wek1
 
HCI - Group Report for Metrolink App
HCI - Group Report for Metrolink AppHCI - Group Report for Metrolink App
HCI - Group Report for Metrolink App
 
Data Engineering - Data Mining Assignment
Data Engineering - Data Mining AssignmentData Engineering - Data Mining Assignment
Data Engineering - Data Mining Assignment
 
2.4 rule based classification
2.4 rule based classification2.4 rule based classification
2.4 rule based classification
 

Similar to WEKA - A Data Mining Tool - by Shareek Ahamed

DCSF 19 Modernizing Insurance with Docker Enterprise: The Physicians Mutual ...
DCSF 19 Modernizing Insurance with Docker Enterprise:  The Physicians Mutual ...DCSF 19 Modernizing Insurance with Docker Enterprise:  The Physicians Mutual ...
DCSF 19 Modernizing Insurance with Docker Enterprise: The Physicians Mutual ...
Docker, Inc.
 
Rails infrastructure
Rails infrastructureRails infrastructure
Rails infrastructure
qureshiomar
 
Polyglot and Poly-paradigm Programming for Better Agility
Polyglot and Poly-paradigm Programming for Better AgilityPolyglot and Poly-paradigm Programming for Better Agility
Polyglot and Poly-paradigm Programming for Better Agility
elliando dias
 
Cldc Hotspot Architecture
Cldc Hotspot ArchitectureCldc Hotspot Architecture
Cldc Hotspot Architecture
zdmilan
 
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
James Chen
 

Similar to WEKA - A Data Mining Tool - by Shareek Ahamed (20)

Performance Tuning: Pulling a Rabbit From a Hat - Atlassian Summit 2010
Performance Tuning: Pulling a Rabbit From a Hat - Atlassian Summit 2010Performance Tuning: Pulling a Rabbit From a Hat - Atlassian Summit 2010
Performance Tuning: Pulling a Rabbit From a Hat - Atlassian Summit 2010
 
SCALE 10x Build a Cloud Day
SCALE 10x Build a Cloud DaySCALE 10x Build a Cloud Day
SCALE 10x Build a Cloud Day
 
Nagios Conference 2012 - Jason Cook - Nagios and Mod-Gearman
Nagios Conference 2012 - Jason Cook - Nagios and Mod-GearmanNagios Conference 2012 - Jason Cook - Nagios and Mod-Gearman
Nagios Conference 2012 - Jason Cook - Nagios and Mod-Gearman
 
My sql tutorial-oscon-2012
My sql tutorial-oscon-2012My sql tutorial-oscon-2012
My sql tutorial-oscon-2012
 
Weblogic Server
Weblogic ServerWeblogic Server
Weblogic Server
 
Status of Vulkan on Raspberry
Status of Vulkan on RaspberryStatus of Vulkan on Raspberry
Status of Vulkan on Raspberry
 
DCSF 19 Modernizing Insurance with Docker Enterprise: The Physicians Mutual ...
DCSF 19 Modernizing Insurance with Docker Enterprise:  The Physicians Mutual ...DCSF 19 Modernizing Insurance with Docker Enterprise:  The Physicians Mutual ...
DCSF 19 Modernizing Insurance with Docker Enterprise: The Physicians Mutual ...
 
itft-Java evolution
itft-Java evolutionitft-Java evolution
itft-Java evolution
 
Real World Java 9
Real World Java 9Real World Java 9
Real World Java 9
 
Real World Java 9 - JetBrains Webinar
Real World Java 9 - JetBrains WebinarReal World Java 9 - JetBrains Webinar
Real World Java 9 - JetBrains Webinar
 
Real World Technologies
Real World TechnologiesReal World Technologies
Real World Technologies
 
Rails infrastructure
Rails infrastructureRails infrastructure
Rails infrastructure
 
Polyglot and Poly-paradigm Programming for Better Agility
Polyglot and Poly-paradigm Programming for Better AgilityPolyglot and Poly-paradigm Programming for Better Agility
Polyglot and Poly-paradigm Programming for Better Agility
 
Cldc Hotspot Architecture
Cldc Hotspot ArchitectureCldc Hotspot Architecture
Cldc Hotspot Architecture
 
Javaone 2014
Javaone 2014Javaone 2014
Javaone 2014
 
Refactor your Java EE application using Microservices and Containers - Arun G...
Refactor your Java EE application using Microservices and Containers - Arun G...Refactor your Java EE application using Microservices and Containers - Arun G...
Refactor your Java EE application using Microservices and Containers - Arun G...
 
Static analysis of java enterprise applications
Static analysis of java enterprise applicationsStatic analysis of java enterprise applications
Static analysis of java enterprise applications
 
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
[Hic2011] using hadoop lucene-solr-for-large-scale-search by systex
 
Docker and Jenkins Pipeline
Docker and Jenkins PipelineDocker and Jenkins Pipeline
Docker and Jenkins Pipeline
 
MHA2018 - Docker and Jenkins Pipeline for Continuous integration - Mark Waite
MHA2018 - Docker and Jenkins Pipeline for Continuous integration - Mark WaiteMHA2018 - Docker and Jenkins Pipeline for Continuous integration - Mark Waite
MHA2018 - Docker and Jenkins Pipeline for Continuous integration - Mark Waite
 

Recently uploaded

Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
amitlee9823
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Riyadh +966572737505 get cytotec
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
amitlee9823
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
MarinCaroMartnezBerg
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
amitlee9823
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
amitlee9823
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 

Recently uploaded (20)

Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFx
 
Smarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptxSmarteg dropshipping via API with DroFx.pptx
Smarteg dropshipping via API with DroFx.pptx
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics Program
 

WEKA - A Data Mining Tool - by Shareek Ahamed