AKshihab/drinks-quality-prediction-system1 ? reverse-engineered prompt

Build me a drinks quality prediction system where users can log in to a website, enter drink details, and get a predicted quality class back from a trained machine learning model.

I want the main site to be a PHP and MySQL app with authentication, and it should talk to a local Python API that loads the saved model and returns the prediction. Include a simple health check for the API, and make the experience feel complete end to end, from signup or login through to seeing the result on the page. If it makes sense, also add a clean optional Python interface for trying predictions directly. Use the existing dataset and make sure the model training step saves the model and its metadata so it can be reused later. Keep everything runnable locally, and if you need current setup details or library docs, look them up online before wiring it up.