# Visual Data and Pattern Analysis for Smart Education: A Robust DRL-Based Early Warning System for Student Performance Prediction

> Research article (Future Internet, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4399513270](https://www.wikidata.org/wiki/openalex:W4399513270)  
**Source**: https://4ort.xyz/entity/visual-data-and-pattern-analysis-for-smart-education-a-robust-drl-based-early-warning-system-for-student-performance-pre