100% Latest & Updated Google Generative AI Leader Practice Test Questions, Exam Dumps & Verified Answers!
30 Days Free Updates, Instant Download!
Question 10
A legacy application routes requests based only on explicitly maintained category-to-team mappings. Which approach is present, absent model training?
- Generative AI
- Deep learning
- Artificial intelligence (AI)
- Rule-based automation
Explanation
Correct Answer
D:An authored mapping table determines the result without a data-driven training process. A deterministic rule engine follows authored conditions without learning from a training dataset.
Incorrect Answers
A:Generative AI synthesizes new text, images, audio, code or other content from learned representations. This does not directly meet the case requirement to route inputs using predefined deterministic logic.
B:Deep learning uses multilayer neural networks and is a narrower class of machine learning. This does not directly meet the case requirement to route inputs using predefined deterministic logic.
C:AI broadly covers systems that perform tasks associated with human intelligence, including systems that do not learn from data. This does not directly meet the case requirement to route inputs using predefined deterministic logic.
Question 11
An insurance team wants each submitted claim marked as likely legitimate or suspicious from two predefined labels. What is the primary task?
- Information retrieval
- Regression forecasting
- Predictive classification
- Generative content creation
Explanation
Correct Answer
C:The output is a member of a predetermined category set. Classification assigns one of a finite set of labels to an existing item rather than drafting new content.
Incorrect Answers
A:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to assign one predefined outcome label to a claim.
B:Regression estimates a continuous numerical quantity such as demand or spending. This does not directly meet the case requirement to assign one predefined outcome label to a claim.
D:Generative models produce a new artifact in response to the input rather than only a score or category. This does not directly meet the case requirement to assign one predefined outcome label to a claim.
Question 12
Finance needs a model estimate of next quarter's revenue expressed as a dollar amount. What prediction type matches the output?
- Generative content creation
- Predictive classification
- Regression forecasting
- Unsupervised clustering
Explanation
Correct Answer
C:The requested target is a continuous numeric value rather than a class. Regression estimates a continuous numerical quantity such as demand or spending.
Incorrect Answers
A:Generative models produce a new artifact in response to the input rather than only a score or category. This does not directly meet the case requirement to estimate a numeric business quantity.
B:Classification assigns one of a finite set of labels to an existing item rather than drafting new content. This does not directly meet the case requirement to estimate a numeric business quantity.
D:Clustering groups similar observations without preassigned outcome labels. This does not directly meet the case requirement to estimate a numeric business quantity.
Question 13
A marketer wants three original subject-line drafts in a requested tone, not labels for old emails. Which capability fits?
- Information retrieval
- Anomaly detection
- Predictive classification
- Generative content creation
Explanation
Correct Answer
D:New sentences are created instead of retrieving or categorizing earlier emails. Generative models produce a new artifact in response to the input rather than only a score or category.
Incorrect Answers
A:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to create original email copy from a brief.
B:Anomaly detection flags unusual patterns or outliers compared with expected behavior. This does not directly meet the case requirement to create original email copy from a brief.
C:Classification assigns one of a finite set of labels to an existing item rather than drafting new content. This does not directly meet the case requirement to create original email copy from a brief.
Question 14
An operations analyst has unlabeled service-ticket descriptions and wants thematic groups to emerge. Which approach is the best starting point?
- Unsupervised clustering
- Generative content creation
- Regression forecasting
- Anomaly detection
Explanation
Correct Answer
A:No known target categories are available for supervised learning. Clustering groups similar observations without preassigned outcome labels.
Incorrect Answers
B:Generative models produce a new artifact in response to the input rather than only a score or category. This does not directly meet the case requirement to discover similarity-based groups without known labels.
C:Regression estimates a continuous numerical quantity such as demand or spending. This does not directly meet the case requirement to discover similarity-based groups without known labels.
D:Anomaly detection flags unusual patterns or outliers compared with expected behavior. This does not directly meet the case requirement to discover similarity-based groups without known labels.
Question 15
Security analysts need to surface unusual sign-in bursts outside normal patterns without naming every attack type. Which analytical task applies?
- Anomaly detection
- Predictive classification
- Regression forecasting
- Unsupervised clustering
Explanation
Correct Answer
A:Outlier detection highlights deviations from typical activity. Anomaly detection flags unusual patterns or outliers compared with expected behavior.
Incorrect Answers
B:Classification assigns one of a finite set of labels to an existing item rather than drafting new content. This does not directly meet the case requirement to identify statistically unusual behavior.
C:Regression estimates a continuous numerical quantity such as demand or spending. This does not directly meet the case requirement to identify statistically unusual behavior.
D:Clustering groups similar observations without preassigned outcome labels. This does not directly meet the case requirement to identify statistically unusual behavior.
Question 16
An attorney needs to locate the exact existing clause in signed contracts rather than ask a model to invent contract language. Which capability is primary?
- Unsupervised clustering
- Information retrieval
- Anomaly detection
- Generative content creation
Explanation
Correct Answer
B:Finding an authoritative stored passage is a retrieval task. Retrieval finds existing relevant records or passages rather than creating a new source document.
Incorrect Answers
A:Clustering groups similar observations without preassigned outcome labels. This does not directly meet the case requirement to find an existing legally authoritative passage.
C:Anomaly detection flags unusual patterns or outliers compared with expected behavior. This does not directly meet the case requirement to find an existing legally authoritative passage.
D:Generative models produce a new artifact in response to the input rather than only a score or category. This does not directly meet the case requirement to find an existing legally authoritative passage.
Question 17
A help desk wants a ticket automatically labeled Hardware, Software or Network based on known examples. What output pattern is this?
- Predictive classification
- Generative content creation
- Unsupervised clustering
- Information retrieval
Explanation
Correct Answer
A:The system chooses among a fixed category taxonomy. Classification assigns one of a finite set of labels to an existing item rather than drafting new content.
Incorrect Answers
B:Generative models produce a new artifact in response to the input rather than only a score or category. This does not directly meet the case requirement to assign a ticket to a known class.
C:Clustering groups similar observations without preassigned outcome labels. This does not directly meet the case requirement to assign a ticket to a known class.
D:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to assign a ticket to a known class.
Question 18
A retailer asks for the expected number of items sold next week, not a yes/no stockout class. What type of target is being predicted?
- Information retrieval
- Anomaly detection
- Regression forecasting
- Predictive classification
Explanation
Correct Answer
C:Quantity is a numeric estimate that can take many values. Regression estimates a continuous numerical quantity such as demand or spending.
Incorrect Answers
A:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to forecast a continuous sales quantity.
B:Anomaly detection flags unusual patterns or outliers compared with expected behavior. This does not directly meet the case requirement to forecast a continuous sales quantity.
D:Classification assigns one of a finite set of labels to an existing item rather than drafting new content. This does not directly meet the case requirement to forecast a continuous sales quantity.
Question 19
A game studio needs a newly written dialog exchange following character notes. Which AI task is most direct?
- Regression forecasting
- Unsupervised clustering
- Generative content creation
- Information retrieval
Explanation
Correct Answer
C:Creating dialog is generative, not selecting a label from existing transcripts. Generative models produce a new artifact in response to the input rather than only a score or category.
Incorrect Answers
A:Regression estimates a continuous numerical quantity such as demand or spending. This does not directly meet the case requirement to synthesize new dialogue that satisfies constraints.
B:Clustering groups similar observations without preassigned outcome labels. This does not directly meet the case requirement to synthesize new dialogue that satisfies constraints.
D:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to synthesize new dialogue that satisfies constraints.
Question 20
A product team wants to organize thousands of untagged customer comments into themes before analysts name them. What learning task is suitable?
- Unsupervised clustering
- Information retrieval
- Anomaly detection
- Regression forecasting
Explanation
Correct Answer
A:The team has no gold category labels, so structure must be inferred. Clustering groups similar observations without preassigned outcome labels.
Incorrect Answers
B:Retrieval finds existing relevant records or passages rather than creating a new source document. This does not directly meet the case requirement to group text by latent similarity before labeling.
C:Anomaly detection flags unusual patterns or outliers compared with expected behavior. This does not directly meet the case requirement to group text by latent similarity before labeling.
D:Regression estimates a continuous numerical quantity such as demand or spending. This does not directly meet the case requirement to group text by latent similarity before labeling.
Generative AI Leader Practice Tests
