weka - a data mining tool - by shareek ahamed

Post on 11-Aug-2014

163 Views

Category:

Data & Analytics

1 Downloads

Preview:

Click to see full reader

DESCRIPTION

WEKA project was initiated in early 1992 by the New Zealand Government, and more than 21 years have elapsed since the first public release of WEKA. Along that period of time, the software has been rewritten entirely from scratch once. Initially it was written in C programming language, and along the time it became a burden and they have moved to Java. These days, WEKA enjoys its acceptance in both academic and business levels because, WEKA is an open source project and it has an active community.

TRANSCRIPT

1

2

Photo by Laraine Sanneke on http://labarker.com/NZbirds.html

3

4

5

1

2

3

4

6

7

8

9

10

11

12

13

Problems

• Became increasingly difficult to maintain• Configuring made difficult for Developers• Installation was a frustration

14

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

15

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

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 plotsROC curvesTreesGraphs

37

SQL viewerBayes network editor

38

Scatter plotsROC curvesTreesGraphs

SQL viewerBayes network editor

39

Scatter plotsROC curvesTreesGraphs

SQL viewerBayes network editor

40

Statistics

Data Mining

AI

Machine Learning

Pattern Recognition

41

1

2

3

4

•42

43

44

45

top related