Inference and Deployment

Lesson goals

• Preparing input
• Producing probabilities
• Applying product rules

Core idea

What happens after training when a new request reaches the system.

1. Preparing input: understand it in context, identify inputs and outputs, and define how the result will be verified.

2. Producing probabilities: understand it in context, identify inputs and outputs, and define how the result will be verified.

3. Applying product rules: understand it in context, identify inputs and outputs, and define how the result will be verified.

Practical example

Consider a real application of “Inference and Deployment.” Start small, identify available data, and compare the system with a clear baseline before expanding it.

Check your understanding

1. Explain “Inference and Deployment” in your own words.
2. Give one appropriate and one misleading application.
3. What risk or limitation should be monitored?