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Car Price Predictor in Tunisia

A machine learning project that predicts car prices in Tunisia based on various features and market data.

Project Structure

├── Data/               # Contains datasets and raw data
├── Src/        
│   ├── Scraping/     # Web scraping scripts
│   ├── Modeling/     # ML models and training code
│   └── DataManip/    # Data preprocessing and manipulation
├── requirements.txt  
└── LICENSE       

Features

  • Web scraping of car listings from Tunisian car market websites
  • Data preprocessing
  • Machine learning model for price prediction

Requirements

  • Python 3.x
  • beautifulsoup4==4.12.3
  • Requests==2.32.3
  • seaborn==0.13.2
  • matplotlib==3.9.2
  • scikit-learn==1.5.1

Installation

  1. Clone the repository:
git clone https://github.com/Malek-trez/CarPricePredictorInTunisia.git
cd CarPricePredictorInTunisia
  1. Install the required packages:
pip install -r requirements.txt

Usage

  1. Data Collection:

    • Run the scraping scripts in the Src/Scraping directory to collect car data
    • The collected data will be stored in the Data directory
  2. Data Processing:

    • Use the scripts in Src/DataManip to preprocess and prepare the data
    • Generate feature engineering and data cleaning
  3. Model Training:

    • Navigate to Src/Modeling to train the price prediction model
    • The trained model will be saved for future predictions
  4. Making Predictions:

    • Use the trained model to predict car prices based on input features

License

This project is licensed under the MIT License. See the LICENSE file for details.

About

This project was developed as part of our Machine Learning coursework at INSAT in the RT4 program. The goal is to train a machine learning model to accurately predict car prices in the Tunisian market based on various attributes.

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