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Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. A Gen AI Specialist is tasked with preparing a Cortex Analyst semantic model to provide a predefined set of initial questions for new business users to explore their dat a. They want these specific questions to always be displayed, irrespective of what the user might initially type, as part of an onboarding experience. Which of the following actions, or combinations of actions, must the Specialist take to successfully configure a semantic model to display a full set of predefined "onboarding questions" in Cortex Analyst?

A) Define a Verified Query Repository (VQR) within the semantic model YAML file and include the specific questions as

B) Provide a detailed
C) Ensure that the
D) For each desired onboarding question in the VQR, set the

E) Limit the total number of onboarding questions to a maximum of five to ensure they are all displayed.

2. A data engineering team wants to deploy a proprietary PyCaret classification model, saved as pycaret_best_model.pkl, for inference within Snowpark Container Services (SPCS). They need to register this custom model in the Snowflake Model Registry. Which of the following is a correct and essential step in this process?

A) Option D
B) Option B
C) Option C
D) Option E
E) Option A

3. A data engineering team is setting up an automated pipeline to extract information from new invoices using Document AI. They've created a database and schema Cinvoice_db.invoice_schema') and a Document AI model build ('invoice_extractor'). They then created an internal stage for documents. When they attempt to run the 'invoice_extractor!PREDlCT' method on documents uploaded to 'invoice_stage' , they consistently receive the following error:

Given this error message, which 'corrective SQL command' addresses the most likely misconfiguration of the 'invoice_stage' to allow Document AI processing?

A)

B)

C)

D)

E)

4. A data engineering team is tasked with improving the accuracy of a Cortex Analyst solution for a large e-commerce product catalog. Users frequently ask natural language questions involving specific product names, brands, and categories. The team observes that Cortex Analyst sometimes struggles to identify and correctly filter by these literal values in the generated SQL. Which of the following configurations or approaches, within the semantic model, can effectively enhance Cortex Analyst's ability to precisely identify and use literal values for filtering, based on Snowflake's best practices?

A) Option D
B) Option B
C) Option C
D) Option E
E) Option A

5. A data engineering manager needs to audit Cortex LLM function costs to identify specific SQL queries that are unexpectedly high in token consumption for the 'llama3.1-8b' model. They require granular analysis of prompt, completion, and guardrail token usage for these queries. Which of the following Snowflake methods or views would provide the necessary insights?

A) Option D
B) Option B
C) Option C
D) Option E
E) Option A

Solutions: