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)
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
- Python
- numpy
- pandas
- seaborn
- matplotlib
- sklearn (MinMaxScaler, train_test_split, SVC, GridSearchCV, classification_report, accuracy_score, confusion_matrix, cross_val_score)