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AI in Education

PAL: Personal Adaptive Learner

AI-powered platform transforming lecture videos into interactive learning experiences with real-time adaptive questioning.

PAL platform interface and adaptive learning flow
PAL architecture figure

Overview

AI-powered platform transforming lecture videos into interactive learning experiences with real-time adaptive questioning.

Details

This project established a responsive digital learning framework that dynamically adjusts to a learner’s evolving understanding using multimodal content analysis. For collaborations, Please reach out to meghac.tiya@gmail.com

Outcomes

  • Implementation of an adaptive question engine leveraging a Hybrid Reinforcement Learning (RL) algorithm.
  • Automated pipeline for extracting timestamped, difficulty-rated questions from video transcripts and slide decks.
  • Generation of personalized post-lesson summaries using semantic search and large language models.

Publications

View all publications for this project

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