AI Models, Considerations, and Requirements AAIA Practice Questions (Page 1)

Questions 1–5

1. 1foundation · easy

   Which of the following is a key component of a model governance framework?

   • AWriting the model's code
   • BDeploying the model to production
   • CCollecting training data
   • DDefining roles and responsibilities for model oversight
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2. 2foundation · easy

   Which of the following is a common compliance requirement for AI models that process personal data?

   • AEnsuring data subject rights such as access and erasure
   • BUsing only open-source algorithms
   • CDeleting all training data after model deployment
   • DGuaranteeing the model is 100% accurate
   Reveal Solution Discussion Select an answer first
4. 3application · medium

   A startup is building an AI model to predict customer churn. They have limited historical data, and the data contains many missing values. The team wants to ensure the model is reliable. Which data preparation step is most critical?

   • AImplement robust data cleaning and imputation techniques to handle missing values.
   • BCollect more data only after model deployment.
   • CUse the raw data as-is to avoid introducing bias through preprocessing.
   • DRemove all records with missing values to simplify the dataset.
   Reveal Solution Discussion Select an answer first
5. 4foundation · easy

   What is the primary purpose of using a validation set during model training?

   • ATo test the final model on completely unseen data
   • BTo increase the model's bias
   • CTo train the model on additional data
   • DTo tune hyperparameters and select the best model
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6. 5expert · hard

   A multinational corporation has AI models deployed in multiple business units. Each unit has its own governance practices, leading to inconsistencies. The corporation wants to standardize AI governance across all units while allowing for local adaptations. Which approach is most effective?

   • AImplement a single rigid governance policy for all units with no exceptions.
   • BOutsource governance to a third-party auditor for all units.
   • CDevelop a global AI governance framework with mandatory minimum standards and local implementation guidelines.
   • DAllow each business unit to maintain its own governance practices independently.
   Reveal Solution Discussion Select an answer first