Ch 25: AI Governance & Ethics - Intermediate¶
Track: Advanced | Try code in Playground | Back to chapter overview
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You can read this content here on the web. To run the code interactively, either use the Playground or clone the repo and open chapters/chapter-25-ai-governance-and-ethics/notebooks/02_model_cards.ipynb in Jupyter.
Chapter 25: AI Governance & Ethics — Notebook 02 (Model Cards & Documentation)¶
Documentation is accountability. A model card records intended use, data, metrics, and limitations so stakeholders can judge a model responsibly.
What you'll learn¶
| Topic | Section |
|---|---|
| What belongs in a model card | §1 |
| Generating a card from metadata | §2 |
| Validating completeness | §3 |
Time estimate: 2 hours
Key concepts¶
- Model card — standardized documentation for a model.
- Intended use — and, crucially, out-of-scope uses.
- Limitations — where the model fails or shouldn't be trusted.
- Completeness gate — block release until documentation is complete.
Model cards make models accountable by documenting use, data, metrics, and limitations; a completeness validator turns that documentation into a hard release gate.
Run the full notebook in the chapter folder for code and outputs.
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