ml-assignment-1

Achieving 98/100 points

Task 1: Building a predictive model on American house prices

• Linear Regression
• 2-degree polynomial regression model
• Cross-validation using ridge regression and lasso regression

Task 2: Cancer Prediction (Unbalanced dataset)

• Logistic regression with adjusted class weights

Task 3: Evaluating the effectiveness of telemarketing campaigns

• Building a ML pipeline to preprocess data
• Logistic regression with hyperparameter tuning and feature selection
• Precision-Recall curve
• Random forest model