Lost & Found: Reunite With Your Belongings 🔍

Welcome to lf-matcher, the machine learning matching service of Lost & Found, a centralized and automated platform aimed at quickly reuniting lost items with their rightful owners. lf-matcher is the heart of Lost & Found, utilizing a sophisticated Random Forest Classifier algorithm to intelligently match lost and found items. In a world where the average person loses 9 items a year, and events can see hundreds to thousands of items lost, Lost & Found steps in as the modern solution to an age-old problem.

Lost & Found - Repositories

Front-end (lf-ui): https://github.com/vinozganic/lf-ui
Back-end API (lf-api): https://github.com/vinozganic/lf-api
Matching Service (lf-matcher): https://github.com/vinozganic/lf-matcher

🌟 Why Lost & Found?

• Smart Matching: At the core of Lost & Found, lf-matcher uses a Random Forest Classifier algorithm, trained on 25,000 data points with a 99.8% accuracy rate in binary classification, to intelligently and efficiently match lost items to their owners.
• Simplicity & Accessibility: lf-matcher works seamlessly behind the scenes, requiring no direct interaction from users, making the process as straightforward as possible.

💡 Features

• Machine Learning Matching: Utilizing state-of-the-art ML models to increase the chances of items being reunited with their owners.
• Efficient Item Matching: Designed to make the matching process as quick and accurate as possible.
• Integration with lf-ui and lf-api: Seamlessly works with the front-end and back-end parts of Lost & Found to provide a comprehensive solution.

📸 Screenshots

🤝 Contributing

We believe in community and collaboration. Your insights, feedback, and contributions are invaluable to us. Whether you're improving the machine learning model, suggesting enhancements, or reporting bugs, we welcome your involvement in making Lost & Found even better. For contribution guidelines, please reach out.

📝 License

Lost & Found and its matching service (lf-matcher) are open-sourced under the MIT License. We embrace the principles of open collaboration and believe that making our code freely available will foster innovation and improve the user experience for everyone.

📫 Contact

For any questions, feedback, or suggestions regarding lf-matcher, please don't hesitate to get in touch. Your input helps us grow and improve. Contact us through [email protected].

Join us in our mission to solve the puzzle of lost items, making the world a little less lost, one match at a time. 🌍💡