kalyanm45/student-perfomance-prediction ? reverse-engineered prompt

Build me a simple web app that predicts a student’s performance in an academic project from a few basic inputs, and shows the result in a clean, easy to use page.

I want a small Flask app with a homepage form where someone can enter student details, submit them, and get back a prediction and a friendly message about whether the student may need extra support. Use the trained machine learning model from the project, and make sure the app can run locally with the provided requirements or in Docker. If there are any missing pieces, please wire up the full flow from form to prediction so it actually works end to end.

Keep the UI simple and readable, with a clear title, input fields, and a result page. Also make sure the code is organized cleanly so it is easy to maintain, and include whatever setup is needed so I can start it with one command. If you need to check current docs or best practices, go ahead and look them up online.