Projects in SurabayaProjects in SurabayaAI Student Success Intelligence Platform
A twelve‑module analytics platform analyzed 50,000 learners across six countries to predict dropout, model engagement, and simulate interventions, finding that a composite Student Engagement Index (SEI)—built from Time Commitment, Academic Quality, Platform Activity, and Social Learning—is the strongest predictor of dropout (behavior beats demographics), an ensemble of XGBoost/LightGBM/CatBoost achieved 99.72% AUC and F1 = 0.9522, risk tiers were highly precise (Low Risk = 0.0% dropout; Critical Risk = 99.7%), multi‑dimensional “Full Interventions” produced the largest simulated risk reductions, and correcting a data‑leakage issue (attendance proxy) was essential to preserve model integrity. MEDUSA - Pycora Medusa v2.4.6 - Python Static Site Generator - 2 Second Build
I built Pycora Medusa, a Python static site generator that builds 41 files in 0.87s.
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Tags ALL formats - YAML multiline, inline array, comma, single
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Build time 2s - proven in GitHub Actions
Tech: Python, Jinja2, Markdown, YAML, PAX
Live: pycora.axcora.com
(http://pycora.axcora.com)Code: github.com/mesinkasir/pycora/tree/medusa
Engine: ssg.py (http://ssg.py) - 1628 lines
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