ml_streamlit/docs/application-guide.md

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# Application Guide
## Using the Streamlit Application
The Streamlit Score Predictor is a simple web application that allows users to predict test scores based on the number of hours studied.
### Interface Overview
The application consists of:
1. A title and description
2. A number input field for entering hours studied
3. A "Predict" button
4. A results section that displays the predicted test score
### Making Predictions
1. Enter the number of hours studied in the input field
- Use the up/down arrows or type directly in the field
- The minimum value is 0
- You can increment by 1.0 hour using the arrows
2. Click the "Predict" button
3. View the predicted test score
- The prediction will appear below the button
- The score is displayed with two decimal places
### Error Handling
If there is an issue with the prediction (e.g., invalid input or model error), an error message will be displayed.