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.