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This projects predicts the price of the Porsche 911 GT3 using Bring a Trailer data from the website

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KeltcherNeil/car_prediction

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car_prediction

🎯 Project Overview

The Porsche 911 991 GT3 are highly sought-after supercars produced from 2013 to 2019. Lots of factors affect the pricing, the most significant being the insane amount of options to specialize the car. To put this into perspective, there are more unique specs of a GT3 than every car ever made. I wanted to see if I could predict their price.

This repository implements:

✔ Web scraper for Bring a Trailer auction data

✔ Feature engineering pipeline for vehicle specifications

✔ Machine learning model for price prediction

✔ Interactive Streamlit dashboard

✔ CSV data storage with 500+ GT3 listings

✔ Visualization tools for market trend analysis


Quick Start

# Run the Streamlit app
streamlit run streamlit.py

The app will open in your browser at http://localhost:8501

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This projects predicts the price of the Porsche 911 GT3 using Bring a Trailer data from the website

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