AAIA Practice Questions

A.  

The clustering requires more data, increasing the risk of a privacy breach.

B.  

Clustering increases the complexity of the model, making data harder to anonymize.

C.  

Irrelevant features in the data may result in inaccurate or biased treatments.

D.  

Clusters can reveal sensitive personal information depending on how the information is presented.

A.  

Requesting additional identity and address documents for verification

B.  

Leveraging AI-based liveness detection during video verification

C.  

Encrypting all customer data and communication

D.  

Discontinuing the use of the video-based verification process

A.  

Provide training to employees on best practices for AI technical security

B.  

Require users to sign a confidentiality agreement before accessing the model

C.  

Maintain detailed data audit logs of deviations in training data

D.  

Implement strict access controls and encryption for model components

A.  

The box charts, histograms, scatterplots, and Venn diagrams that identify correlations and outliers

B.  

The code for separating data into training and testing data sets

C.  

An analysis of exploratory data that checks for incorrect data types, null values, and duplicate entries

D.  

An approved risk assessment for including, excluding, or subsequently dropping data attributes from the model

A.  

Extended reporting timelines that allow for AI model retraining

B.  

Reduced time spent gathering data with fewer errors in evidence compilation

C.  

Elimination of human judgment in data and evidence analysis

D.  

Ability to rely on unstructured data with minimal cleansing

A.  

Enforce an input/output template

B.  

Deploy adversarial training

C.  

Encrypt the underlying data

D.  

Retrain the model immediately

A.  

Encrypt the data and transmit it through a secure channel.

B.  

Limit the tool's access to only publicly available datasets.

C.  

Collect data from all patients to use for data analysis.

D.  

Use synthetic data or anonymized data sets for model training.

A.  

Push a patch to improve chatbot response speed.

B.  

Add more rules to override the model's output.

C.  

Retrain the model with historical and updated data.

D.  

Suspend the chatbot and assess the impact.

A.  

Lack of a change management policy specific to AI

B.  

Overreliance on manual review of AI model outputs

C.  

Lack of continuous monitoring for model changes

D.  

Lack of a dedicated AI governance committee

A.  

To improve the accuracy and performance of the systems

B.  

To align AI system development with organizational values and principles

C.  

To ensure the systems align with the preservation of individual rights

D.  

To identify and mitigate potential data drift within models