| title: Predictive Maintenance App | |
| emoji: "⚙️" | |
| colorFrom: "blue" | |
| colorTo: "green" | |
| sdk: streamlit | |
| app_file: streamlit_app.py | |
| # Predictive Maintenance Application | |
| This Streamlit application allows users to predict engine maintenance requirements based on sensor readings. Enter the engine sensor values in the sidebar to get an immediate prediction of whether maintenance is required. | |
| ## How to use: | |
| 1. Adjust the sliders for each engine sensor parameter. | |
| 2. Click the "Predict Engine Condition" button. | |
| 3. The application will display whether maintenance is required and the confidence level for the prediction. | |
| ## Sensor Parameters: | |
| - **Engine RPM**: Rotations per minute of the engine. | |
| - **Lub Oil Pressure**: Lubricating oil pressure in bars. | |
| - **Fuel Pressure**: Fuel Pressure in bars. | |
| - **Coolant Pressure**: Coolant pressure in bars. | |
| - **Coolant Temperature**: Coolant temperature in degrees Celsius. | |
| This application is powered by a Random Forest Classifier trained on engine sensor data. | |
| ***Last Updated: 2026-06-14 06:28:14.029732 - Unique ID: 1daf9e8630b848efb0c1a0cb2d6f9099*** | |