Welcome to the "Laptop Price Predictor" project! This machine learning model predicts laptop prices based on various parameters. It's more than just a price prediction; it's your personalized laptop shopping guide.
The "Laptop Price Predictor" is designed to provide accurate laptop price predictions based on various laptop specifications. It uses the Random Forest algorithm to make predictions and is deployed as a web app using Streamlit, hosted on the Streamlit cloud platform for easy access.
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Laptop Price Prediction: Get accurate price predictions for laptops based on their specifications.
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Random Forest Algorithm: The model utilizes the Random Forest algorithm, known for its high prediction accuracy.
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User-Friendly Interface: The web app is powered by Streamlit, offering an intuitive and interactive user experience.
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Cloud Deployment: Hosted on the Streamlit platform, making it easily accessible to users.
This project leverages the following technologies:
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Python: The primary programming language for building and deploying the laptop price prediction model.
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Random Forest Algorithm: The machine learning algorithm used for accurate price predictions.
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Streamlit: The web app framework used to create the user-friendly interface.
To run this project locally, follow these steps:
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Clone the repository to your local machine using this command:
git clone https://github.com/rajatrawal/laptop-price-predictor.git
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Navigate to the project directory:
cd laptop-price-predictor -
Install the required Python libraries:
pip install -r requirements.txt
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Run the Streamlit app locally:
streamlit run app.py
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Open your web browser and go to http://localhost:8501 to access the Laptop Price Predictor.
To get laptop price predictions:
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Visit the Live Demo and use the user-friendly interface to input laptop specifications and get price predictions.
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Input the laptop brand, type, CPU, RAM, GPU, OS, weight, touchscreen availability, IPS screen, screen size, speed (GHz), HDD, SSD, and more.
Explore the "Laptop Price Predictor" and make informed decisions when shopping for laptops. Get accurate price predictions and find the perfect laptop to suit your needs. Visit the Live Demo and enjoy your laptop shopping journey.
If you'd like to contribute to this project or have suggestions for improvement, please feel free to submit issues or pull requests on GitHub.
Thank you for exploring the "Laptop Price Predictor"! We hope it simplifies your laptop shopping experience.