Examly

Examly - Redefining Exam Scheduling with Genetic Algorithms

💡 Inspiration

Exam weeks are notorious for causing unnecessary stress for students and faculty alike. Overlapping schedules, back-to-back exams, and de-centralized planning result in a frustrating experience for everyone. Inspired by the need for a smarter and fairer system, we built Examly—a platform that leverages AWS Sagemaker, S3, and genetic algorithms to optimize exam scheduling for both students and institutions.

What it does

Examly is an innovative scheduling tool that:

Eliminates Exam Conflicts: Our genetic algorithm ensures conflict-free schedules by analyzing course enrollments, room availability, and time slots.
Balances Workloads: Students enjoy fair and manageable exam schedules with fewer back-to-back tests and reduced stress.
Simplifies Coordination: Professors can book time slots and rooms collaboratively, with real-time conflict detection to streamline the process.

How we built it

Examly combines cutting-edge genetic algorithms with a sleek, user-friendly interface to deliver a robust solution.

Backend: Our genetic algorithm iterates through thousands of scheduling possibilities, optimizing for minimal conflicts, balanced workloads, and institutional constraints. AWS Sagemaker

Frontend: Built with React, the interface allows professors and students to interact seamlessly, providing real-time insights and conflict detection.

Data Integration: Using real-world course enrollment data, we tested and refined the system to ensure it meets the needs of complex scheduling scenarios.

Challenges we ran into

Handling multiple constraints while ensuring fairness for all stakeholders was a complex algorithmic challenge. Designing a platform that serves both faculty and students required careful UX/UI considerations. Scaling the algorithm to handle large datasets while maintaining efficiency took extensive optimization.

Accomplishments that we're proud of

Achieving perfect conflict reduction in initial tests. Delivering schedules that significantly reduce student stress during exam weeks. Creating a scalable solution ready for deployment in institutions of all sizes.

What we learned

This project taught us how to apply advanced algorithms to real-world problems, build scalable architectures, and design for a user base with diverse needs and priorities.

What's next for Examly

With Examly, we’re not just solving the problem of exam scheduling—we’re transforming it. By combining fairness, balance, and efficiency, we’re creating a future where exam weeks are stress-free for everyone.