ISACA Advanced in AI Audit - AAIA FREE EXAM DUMPS QUESTIONS & ANSWERS

A. Converting Postal Code values from text format to integers B. Removing duplicate entries for Customer Address field C. Scaling the Distance From Restaurant field D. Inserting average values where Distance data is missing

A. Natural language processing (NLP) B. Reinforcement learning (RL) C. Support vector machines (SVM) D. Deep learning

A. Increasing model training data volume B. A disclaimer in the terms of service C. A defined escalation and human review process with clear ownership for high-impact decisions D. Reducing the number of features used

A. Applying data clustering techniques to anonymize data sets B. Implementing a transparent data consent management process C. Enforcing strict data retention policies to limit storage duration D. Regularly conducting AI system performance testing for accuracy

A. Applying automated anomaly detection without human oversight B. Training models on historical audit results generated prior to AI adoption C. Embedding AI audit tools in transactional systems without user training D. Utilizing unstructured data sources without standardized preprocessing

A. Internal audit B. Risk management committee C. Steering committee D. Product management

A. Data sheets B. Model development logs C. Risk assessment reports D. Explainability reports

A. Use class-weighted loss with stratified train/validation splits. B. Optimize the decision threshold for maximum F1 on validation. C. Tune decision thresholds using expected misclassification costs. D. Increase the capacity of the model with early stopping.

A. To reduce cloud hosting costs B. To comply with software licensing terms C. To allow rapid human intervention to stop the system if it behaves unexpectedly or causes harm D. To simplify code deployment