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Car Price Prediction

This project predicts used car selling prices using Linear Regression.

Dataset

Vehicle dataset from CarDekho (Kaggle)

Steps

  • Data cleaning and feature engineering (Car Age calculated from Year)
  • Categorical encoding (Fuel Type, Seller Type, Transmission)
  • Trained a Linear Regression model
  • Evaluated using R2 Score and MAE

Results

  • R2 Score: 0.85
  • MAE: 1.21

Key Insight

Present showroom price and car age are the strongest predictors of selling price.

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