QuizzBee

We've all experienced the frustration of attending a lecture, understanding everything in the moment, and then forgetting most of it by the next class. Retention and revision are major challenges for students, and traditional methods like passive reading and note-taking don’t work effectively.

This led us to create QuizBee, an AI-powered tool that automatically generates quiz questions from lecture transcripts, making studying interactive, engaging, and effective. Our goal is to help students reinforce their learning effortlessly and stay prepared for upcoming lectures.

QuizBee takes lecture transcriptions as input and automatically generates relevant questions and answers, helping students:

• Test their understanding of key concepts.
  
• Reinforce memory retention through active recall.
  
• Identify knowledge gaps before the next class.
  
• Gamify their learning experience to make studying more engaging.
  

No manual effort—just upload lecture notes and get quiz-ready instantly.

We developed QuizBee using a combination of AI and web technologies:

• Hugging Face T5 Model – Generates questions from lecture text.
  
• ALBERT (twmkn9/albert-xxlarge-v2-squad2) – Extracts accurate answers from transcripts.
  
• Python Django (Backend) – Handles AI logic and processing.
  
• React (Frontend) – Creates an intuitive and interactive UI for users.
  
• Local Processing – Runs entirely on-device without API calls, ensuring speed, privacy, and offline capability.
  

Our solution is lightweight, fast, and fully local—no external API dependencies.

• Generating high-quality questions: Ensuring that AI-generated questions were clear, relevant, and grammatically correct was challenging.
  
• Balancing accuracy and diversity: Some questions were too simple, while others lacked variety. We refined prompts and post-processing techniques to improve outputs.
  

• Processing speed and efficiency: Running everything locally without API calls required optimizing model execution to maintain fast response times.

• Successfully implemented local AI-powered question generation without relying on external APIs.

• Built an intuitive and user-friendly UI using React.

• Generated high-quality quiz questions with accurate answers using advanced NLP models.

• Designed an accessible platform with features that support different learning needs.

QuizBee is a step toward making studying smarter, not harder.

• Fine-tuning AI models improves question quality significantly.
  
• Students prefer gamified learning over passive studying.
  
• Local AI processing can be optimized for speed and efficiency.
  
• User feedback is crucial for refining AI-generated content.
  

Building QuizBee taught us the power of AI-driven active learning.

• AI-powered analytics – Identify weak areas and personalize quizzes based on performance.
  
• Adaptive learning paths – Dynamically adjust question difficulty based on student progress.
  
• LMS integration – Connect with Blackboard, Moodle, and Canvas to expand adoption.
  
• Multi-language support – Make QuizBee accessible to students globally.
  
• Voice-based interactions – Enable students to interact with QuizBee using speech recognition.
  

Our vision is to make QuizBee the ultimate AI-powered study companion for students worldwide.

Built With

• django
• huggingface
• machine-learning
• react