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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