17 - Support Vector Machines.txt

Problem 01
Classify the Size_Categorie using SVM

month	month of the year: 'jan' to 'dec'
day	day of the week: 'mon' to 'sun'
FFMC	FFMC index from the FWI system: 18.7 to 96.20
DMC	DMC index from the FWI system: 1.1 to 291.3
DC	DC index from the FWI system: 7.9 to 860.6
ISI	ISI index from the FWI system: 0.0 to 56.10
temp	temperature in Celsius degrees: 2.2 to 33.30
RH	relative humidity in %: 15.0 to 100
wind	wind speed in km/h: 0.40 to 9.40
rain	outside rain in mm/m2 : 0.0 to 6.4
Size_Categorie 	the burned area of the forest ( Small , Large)


Problem 02
1) Prepare a classification model using SVM for salary data 

Data Description:

age -- age of a person
workclass -- A work class is a grouping of work 
education -- Education of an individuals	
maritalstatus -- Marital status of an individulas	
occupation -- occupation of an individuals
relationship -- 	
race -- Race of an Individual
sex -- Gender of an Individual
capitalgain -- profit received from the sale of an investment	
capitalloss -- A decrease in the value of a capital asset
hoursperweek -- number of hours work per week	
native -- Native of an individual
Salary -- salary of an individual