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Amazon Laptop Price Prediction Tool

The Amazon Laptop Price Prediction Tool is a machine learning based application designed to predict laptop prices listed on Amazon. The tool integrates machine learning algorithms with a Streamlit interface, providing an interactive experience where users can input laptop features and get a predicted price.

Features

  • Regression based ML Models for predicting laptop prices with high accuracy.
  • Data Preprocessing pipeline to handle missing values, categorical encoding, feature scaling, and transformation.
  • Pretrained Models for price prediction without retraining.
  • Streamlit based interface to easily input laptop specifications such as brand, RAM, CPU, and more.

Installation and Setup

Follow these steps to set up and run the application:

  1. Clone the Repository

    git clone [email protected]:abdullahashfaq-ds/Amazon-Laptop-Price-Prediction.git
    cd Amazon-Laptop-Price-Prediction
  2. Create and Activate a Virtual Environment

    For Linux/Mac:

    python -m venv venv
    source venv/bin/activate

    For Windows:

    python -m venv venv
    venv\Scripts\activate
  3. Install Dependencies

    pip install -r requirements.txt
  4. Run the Streamlit Application

    streamlit run app.py

License

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