Professionals and students aged 15+
Build evidence of skill—not a pile of course badges.
Choose a role direction, make a 90-day plan, and create small projects that show how you frame, test, and responsibly use AI.
A credible portfolio shows
- A real user and bounded problem
- A baseline and evaluation method
- Failures and what you changed
- Your exact contribution
- Privacy and responsible-use decisions
Important boundary
These resources do not promise employment, salary, admission, or credential recognition. Verify current role requirements using employer postings, O*NET, and the U.S. Bureau of Labor Statistics Occupational Outlook Handbook.