vikas-rahangdale/Predictive-Maintenance-ML-Model-RVD ? reverse-engineered prompt

Build me a simple predictive maintenance app around this project so I can enter or upload sensor readings and get a clear prediction of whether a machine is likely to fail soon.

Use the existing trained model and scaler if they already work, and make the experience easy to run from one main script. I want a clean interface that shows the prediction, the confidence or probability if available, and a short plain English message explaining the result. If it helps, also include a small section that shows what input values were used and a basic visual summary of the data. Please keep the code tidy, make sure the app runs without extra manual setup, and add any missing pieces needed to make the notebook work as a usable demo. If you need to check current docs for the best way to load the model or build the interface, go ahead and look them up online.