Adaptive Learning Platform
EdTech platform offering AI-powered personalized learning experiences tailored to each student. Dynamic curriculum optimization with Reinforcement Learning.
Challenge
Creating personalized learning paths for 200,000+ students, accurately modeling learning patterns, and optimizing the 'boredom threshold' were the main challenges.
Solution
Continuously tracked student knowledge levels with Deep Knowledge Tracing model. Maximized engagement with dynamic content selection using Multi-Armed Bandit algorithm. Increased knowledge retention with Spaced Repetition principles.
Highlights
Student modeling with Deep Knowledge Tracing
Dynamic content optimization with Multi-Armed Bandit
Spaced Repetition-based review system
Scalable architecture (200K+ concurrent users)
Technology Stack
About the Project
Developed for an education platform with 200,000+ active students, this AI system delivers content tailored to each student's learning pace and style.
Technical Details
Results
Achieved 35% increase in student success rates, 50% reduction in platform churn rate, and 25% decrease in average learning time.