House Price Prediction

Exploring features, preprocessing, and predictive modeling to estimate house prices

This project predicts house prices using a real-world dataset (HousePricePrediction.xlsx). It demonstrates:

Data cleaning & preprocessing

Feature engineering

Multiple regression modeling approaches (Linear, Ridge, Polynomial)

Encoding strategies for categorical variables

Feature selection and hyperparameter optimization

Model comparison and performance evaluation