AI / ML research · 2024
Car Price Prediction
Linear regression (with and without L2 regularization) on a real-world PakWheels dataset, with a comparative evaluation.
- scikit-learn
- Regression
- L2 Regularization
- Python
The problem
Predict used-car prices from a real-world marketplace dataset.
My role
Student project.
What I built
Built linear regression models with and without L2 regularization on a PakWheels dataset, including preprocessing, baseline benchmarking, and a comparative evaluation.
Architecture & stack
- PakWheels dataset; preprocessing and feature preparation
- Linear regression with/without L2 regularization (scikit-learn)
- Baseline benchmarking and comparative evaluation