From Zero to Full-Stack ML Engineer: How I Built a Complete Student Performance Prediction System in One Week

A honest, beginner-friendly walkthrough of building a production-ready ML application with SQL Server, Python, FastAPI and GitHub — errors, confusion and all. A Little Background I'll be honest with