Problem Statement Predict whether income of individual exceeds $50K/yr or not based on attributes given
Task we have performed
- Data ingestion
- Exploratory Data Analysis
- Univariate Analysis
- Bivariate Analysis
- Handle the null Values
- Graphical Analysis
- Handling the outliers
- Train Test Split
- Encoding Ordinal Encoder,One Hot Encoding
- Label Encoding of target variable
- Standardizing data
- Dumping preprocessed data in pickle
- Model Building Baseline Model : Support Vector Classifier (SVC) Logistic Regression SVC Hyperparameter tunning
- Balance dataset using Random Under Sampler Balanced SVC Classifier Balanced Logistic Regression Balanced SVC Classifier Hypertuning 15 . Summary