Model documentation and model cards in MLOps - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is a model card in machine learning?

A model card is a short document that explains key details about a machine learning model, like its purpose, performance, and limitations. It helps users understand how and when to use the model safely.

beginner

Why is model documentation important?

Model documentation helps teams keep track of how a model was built, tested, and should be used. It improves transparency, trust, and helps avoid mistakes when deploying or updating models.

intermediate

Name three key sections typically found in a model card.

1. Model details (name, version, developer) 2. Intended use and limitations 3. Performance metrics on different data groups

intermediate

What kind of information does model documentation usually include?

It includes data sources, training methods, evaluation results, ethical considerations, and instructions for deployment and maintenance.

intermediate

How do model cards help with ethical AI practices?

Model cards disclose biases, fairness issues, and usage warnings. This helps users avoid harmful or unfair outcomes and promotes responsible AI use.

What is the main purpose of a model card?

A To train the model automatically

B To store the model's code

C To explain a model's purpose, performance, and limitations

D To deploy the model to production

Model cards provide clear information about the model's intended use and performance.

Which of these is NOT typically included in model documentation?

A Training data description

B User personal data

C Model evaluation results

D Deployment instructions

User personal data should not be included in model documentation for privacy reasons.

How do model cards support ethical AI?

A By hiding model limitations

B By encrypting the model

C By increasing model speed

D By disclosing biases and usage warnings

Model cards help users understand ethical risks by sharing bias and fairness information.

Which section would you find in a model card?

A Intended use and limitations

B Model's favorite color

C Developer's personal biography

D Hardware specifications

Intended use and limitations help users know when and how to apply the model.

What is a benefit of good model documentation?

A It improves transparency and trust

B It automatically fixes bugs

C It reduces the model size

D It makes the model run faster

Clear documentation helps teams and users trust and understand the model.

Explain what a model card is and why it is useful.

Think about how a simple document helps explain a model.

List key information that should be included in model documentation.

Consider what someone new to the model needs to know.