Free ISACA AAIA Exam Dumps Questions & Answers

Which of the following is the MOST significant benefit of performing frequent AI model testing and retraining?

• A.  Ensuring the model is updated with current data
• B.  Removing unnecessary model features
• C.  Assessing the impact of attacks
• D.  Ensuring model scalability

An organization using AI to create digital content faces challenges in protecting its intellectual property. Which of the following is the BEST way to mitigate this risk?

• A.  Separate training and production data.
• B.  Apply adversarial training.
• C.  Implement a firewall.
• D.  Implement watermarking.

Which of the following correctly summarizes the conclusions of the model card excerpt provided?
Model Card - Electrical Grid Predictive Maintenance Model
Model Information:
Description: AI model designed to predict maintenance needs for
electrical grid components, reduce unplanned downtime, and improve grid reliability.
Inputs: Real-time sensor data, historical maintenance records, and
operational logs.
Outputs: Maintenance needs predictions for 60 & 90 days.
Evaluation:
Approach: Cross-validation and validation of accuracy, precision, and
recall.
Results: Accuracy 72%; Precision 60%; Recall 95%; F1 76%

• A.  F1 indicates that the model identifies true maintenance needs 76% of the time.
• B.  The AI model correctly predicts maintenance needs 95% of the time.
• C.  The electrical grid uptime is expected to be 72% of the time.
• D.  Grid failure is predicted to occur after 90 days.

An IS auditor reviewed an AI-enabled software for processing a bank's financial information and discovered errors in the training data. Which of the following would BEST mitigate this risk?

• A.  User interface testing
• B.  Data quality testing
• C.  Model validation on benchmark data
• D.  Functional testing of the application

Which of the following presents the GREATEST risk when an organization deploys a machine learning model in a public cloud environment for real-time predictions?

• A.  The service level agreement (SLA) does not include network latency and inference guarantees
• B.  AI model audit trails have not been comprehensively documented
• C.  The cloud provider has not adopted an ethical AI governance framework
• D.  Cloud provider employees have limited AI skills