Generative AI and Language Models
What Is Generative AI?
Systems that learn data distributions to create new content.
In this lesson
Lesson goals
- Prediction versus generation
- Text, image, audio, and code
- Statistical creativity and limits
Core idea
Systems that learn data distributions to create new content.
1. Prediction versus generation: understand it in context, identify inputs and outputs, and define how the result will be verified.
2. Text, image, audio, and code: understand it in context, identify inputs and outputs, and define how the result will be verified.
3. Statistical creativity and limits: understand it in context, identify inputs and outputs, and define how the result will be verified.
Practical example
Consider a real application of “What Is Generative AI?.” Start small, identify available data, and compare the system with a clear baseline before expanding it.
Check your understanding
- Explain “What Is Generative AI?” in your own words.
- Give one appropriate and one misleading application.
- What risk or limitation should be monitored?

