Free ISACA AAIA Exam Dumps Questions & Answers

When converting data categories before training an AI model, which of the following scenarios represents the GREATEST risk?

• A.  Creating dummy variables for the data attribute dog breed for the options labrador, terrier, beagle
• B.  One-hot encoding the data attribute car colors for the options red, blue, green, black, white
• C.  One-hot encoding the data attribute customer rewards category for the options economy, business, first class
• D.  Creating dummy variables for the data attribute product flavor for the options vanilla, chocolate,strawberry, banana

The BEST way to prevent sensitive information disclosure by large language model (LLM) chatbots is through:

• A.  Manual monitoring
• B.  Data sanitization
• C.  Data masking
• D.  Access controls

After AI training data has been tested for biases, which of the following is MOST important to check to validate the effectiveness of the testing?

• A.  Feedback on data validation is obtained from key stakeholders
• B.  Sensitive information from users is securely masked before input
• C.  Possible impacts from AI outputs remain within the acceptable risk level
• D.  AI processes will meet expected service turnaround time

An IS auditor is reviewing change documentation of an AI model. Which of the following would pose the GREATEST risk?

• A.  Management has not tested the model.
• B.  There is a low number of test scenarios.
• C.  The seed used for testing is not documented.
• D.  Test results are not in a standardized format.

Which of the following presents the MOST significant barrier to generative AI model explainability?

• A.  Bias within data sets used for model training
• B.  Insufficient staff experience with generative AI tools
• C.  Rapid evolution of algorithm capabilities
• D.  Lack of alignment between stakeholder groups