imadarsh9686/first_newrepo

SUPPORT VECTOR MACHINE ON USA INCOME CENSUS DATA

Problem Statement Predict whether income of individual exceeds $50K/yr or not based on attributes given

Task we have performed

1. Data ingestion
2. Exploratory Data Analysis
3. Univariate Analysis
4. Bivariate Analysis
5. Handle the null Values
6. Graphical Analysis
7. Handling the outliers
8. Train Test Split
9. Encoding Ordinal Encoder,One Hot Encoding
10. Label Encoding of target variable
11. Standardizing data
12. Dumping preprocessed data in pickle
13. Model Building Baseline Model : Support Vector Classifier (SVC) Logistic Regression SVC Hyperparameter tunning
14. Balance dataset using Random Under Sampler Balanced SVC Classifier Balanced Logistic Regression Balanced SVC Classifier Hypertuning 15 . Summary

🔗 Links