Question 1

A financial services company is developing an AI-powered credit scoring system. The model needs to classify customers into low-risk, medium-risk, and high-risk categories based on historical financial data. Which type of AI learning should be used?

Options :

A : Supervised Learning, as it utilizes labeled data to train the model on past credit scores and customer profiles

B : Federated Learning, since it allows multiple institutions to train the model without sharing sensitive data

C : Unsupervised Learning, as it does not require historical labels for training

D : Deep Learning, as it requires large-scale neural networks to process customer financial history

Answer: A

Question 2

A large e-commerce platform adopts AI to continuously analyze build pipeline telemetry and recommend changes in build parallelization strategy. What AIOps capability does this reflect?

Options :

A : VPN tunneling automation

B : Immutable infrastructure enforcement

C : Continuous optimization of operational workflows

D : Static resource provisioning

Answer: C

Question 3

An AI-powered sentiment analysis tool trained on social media data starts producing extremely biased sentiment predictions after attackers deliberately submit large volumes of manipulated posts with incorrect sentiment labels. What technique is likely being employed?

Options :

A : Adversarial example attack

B : Inference-time evasion

C : Model extraction attack

D : Data poisoning via label corruption

Answer: D

Question 4

A social media company wants to deploy a content moderation AI system. Before implementation, the company thoroughly identifies potential societal and reputational risks associated with false positives and censorship. What best describes this approach?

Options :

A : Data Portability Review

B : AI Scalability Assessment

C : AI Risk Assessment

D : Model Compression Testing

Answer: C

Question 5

A financial institution wants to automate the approval of mortgage applications based on applicant income, credit score, and loan amount. The system needs to classify each application as "Approved," "Pending Review," or "Rejected." Which AI model should be used?

Options :

A : Clustering Model

B : Classification Model

C : Generative Model

D : Regression Model

Answer: B

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