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[General] 2026 New GES-C01 Dumps Questions | Accurate GES-C01 100% Free Exam Fee

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【General】 2026 New GES-C01 Dumps Questions | Accurate GES-C01 100% Free Exam Fee

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Snowflake SnowPro® Specialty: Gen AI Certification Exam Sample Questions (Q338-Q343):NEW QUESTION # 338
A financial analytics team is using to extract specific financial metrics (e.g., revenue, profit margin) from quarterly reports and requires the output in a strict JSON format for automated ingestion into a data warehouse. They've encountered issues where the LLM sometimes generates malformed JSON or includes extraneous text. Which of the following approaches will help ensure deterministic, schema-compliant JSON outputs and mitigate these 'hallucinations' related to format?

  • A. Option A
  • B. Option E
  • C. Option C
  • D. Option D
  • E. Option B
Answer: A,C,D,E
Explanation:
Option A is correct because 'AI_COMPLETE Structured Outputs allows supplying a JSON schema via the 'response_format' argument, which defines the structure, data types, and constraints, ensuring responses conform to the schema and reducing post-processing. Option B is correct as it specifically states requirements for OpenAI (GPT) models when using 'response_format' , including 'additionalProperties: false' and explicitly listing all properties in the 'required' field. Option C is correct because, for medium-to-complex tasks, adding 'Respond in JSON' to the prompt can further improve JSON adherence accuracy, even when 'response_format' is specified. Option D is correct as setting 'temperature' to 0 is recommended for the most consistent results, which is crucial for deterministic JSON outputs, regardless of task or model. Option E is incorrect because 'CLASSIFY_TEXT is for categorizing text, not for validating JSON structure, making it an inappropriate tool for this task.

NEW QUESTION # 339
A Snowflake administrator needs to configure Snowflake Copilot for a team distributed across different geographical regions, some of which are not natively supported for Copilot. Additionally, the team requires Copilot to adopt a specific tone in its responses. Which of the following correctly outlines the configuration steps for these requirements?

  • A. Option C
  • B. Option E
  • C. Option A
  • D. Option B
  • E. Option D
Answer: D
Explanation:


NEW QUESTION # 340
A Gen AI Specialist is setting up their Snowflake environment to deploy a high-performance open-source LLM for real-time inference using Snowpark Container Services (SPCS). They need to create a compute pool that can leverage NVIDIAAIOG GPUs to optimize model performance. Which of the following SQL statements correctly creates a compute pool capable of supporting an intensive GPU usage scenario, such as serving LLMs, while adhering to common configuration best practices for a new, small-scale deployment in Snowpark Container Services?
  • A.
  • B.
  • C.
  • D.
  • E.
Answer: B
Explanation:
Option D is correct. The 'GPU NV_M' instance family is explicitly described as "Optimized for intensive GPU usage scenarios like Computer Vision or LLMsNLMs", providing 4 NVIDIAAIOG GPUs. Setting = 1' and 'MAX_NODES = 1' is appropriate for a small- scale deployment, and = 1800' (30 minutes) is a sound practice for cost management during inactivity. Option A is incorrect because is a generic CPU instance, not a GPU instance suitable for LLMs. Option B uses which is a GPU instance and the "smallest NVIDIA GPU size available for Snowpark Containers to get started". While functional, ' GPU is more directly aligned with "intensive GPU usage scenarios like LLMs" as stated in the question. 'AUTO RESUME = TRUE is the default behavior. Option C is incorrect because is a high-memory CPU instance, not a GPU instance. Setting = 0' means the compute pool will not suspend automatically, which is generally not a best practice for a new, small-scale deployment unless continuous availability is strictly required. Option E uses which is a CPU instance, making it unsuitable for GPU-accelerated workloads.

NEW QUESTION # 341
A security-conscious data scientist in an Azure East US 2 (Virginia) account wants to fine-tune a mistral -7b model for a specific text summarization task and then deploy it for real-time inference using the Cortex REST API. The mistral-7b base model is natively available for fine-tuning in Azure East US 2 (Virginia). For subsequent inference using the fine-tuned model, they need to understand the regional and cross-region inference considerations. Which of the following statements are correct?

  • A. Option C
  • B. Option A
  • C. Option E
  • D. Option D
  • E. Option B
Answer: B,C,D,E
Explanation:


NEW QUESTION # 342
A data scientist, 'Dl DEV', has been granted the


Despite these grants, 'DI_DEV' still receives a 'permission denied' error when attempting to ''prepare'' the Document AI model build in Snowsight. Which 'single missing privilege' is the most likely direct cause of this specific error for Document AI model build preparation?
  • A.
  • B.
  • C.
  • D.
  • E.
Answer: C
Explanation:


NEW QUESTION # 343
......
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