Scaling

What is Scaling? Why does it exist? Where does it appear in Self-Attention?

Draw or describe a visual model of Scaling. What does it look like conceptually?

Work through a concrete manual example of Scaling with real numbers or pseudocode.

Implement Scaling from scratch in Python. Keep it minimal — just enough to see it work.

Try Scaling on a real example. Vary the inputs and observe what changes.

How is Scaling different from related concepts in Self-Attention? What are the trade-offs?

Explain Scaling in plain language using an analogy. Could a non-expert follow it?

Build a small project or demo that uses Scaling as a core component.