bFusion Behavior Model

Overview

Multi-stage factor analysis and gradient boosting model to predict student risk at multiple time scales

Model development in progress; preparing for pilot program

Skills

• Programming (Python, Docker)
• Statistical and numerical analysis (Pandas, NumPy)
• Machine learning (scikit-learn, XGBoost)
• Relational databases (Amazon Redshift/PostgreSQL)
• Cloud Computing and AWS Deployment (AWS SageMaker, Apache Airflow)

The Take-Away Message

Page in progress