MindTrack AI — Precision Learning for Every Mind
A state-of-the-art, AI-driven adaptive learning platform that personalizes student learning paths in real-time using Bayesian Knowledge Tracing (BKT).
- Built an adaptive learning map (Duolingo-style) where subtopics unlock sequentially as students prove mastery through real-time BKT assessment.
- Designed a Teacher Command Center with class-wide heatmaps and automated struggle alerts that flag at-risk students for timely intervention.
- Engineered a custom Bayesian Knowledge Tracing engine with logistic extensions, time decay, consistency gating, and adaptive difficulty selection.