Ship it

A URL someone else can open. This is the module that gives you something to point at.

1. Put a UI on it with Streamlit Turn a script into an app someone can click.
2. Serve it as an API with FastAPI Expose your work as an endpoint another program can call.
3. API keys, .env files and not leaking them Keep credentials out of your repo, permanently.
4. Deploy it on a free tier Get a public URL without paying for hosting.
5. Write a README that gets read Make a stranger understand your project in thirty seconds.
6. Record a 60-second demo Produce the artifact a hiring manager actually watches.

Ends with a graded checkpoint: 8 questions, pass mark 70%.