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Predicting Used Car prices in India

Using various regressors to predict used car prices in india.

Summary

  • Engineered important features that impact the price of used car (brand, mileage, speed).
  • Utilized numerous regression models to obtain the highest performance.
  • Accuracy was measured if the predicted value was within a certain range of the actual value of a given car.
  • Decision tree regression yielded a accuracy of 76% (76% of predictions were within 3000$ of their actual value).

Below is an image showing the residuals of our decision tree regressor

Screen Shot 2022-11-27 at 11 38 19 PM

A more detailed presentation can be seen in the files as well as the EDA notebook