Exam Name: SnowPro® Specialty: Gen AI Certification Exam
Certification Provider: Snowflake
Corresponding Certification: Snowflake Certification
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Snowflake Document AI | 12% | - Document AI setup and configuration - Data extraction and structured output - Document preparation and processing - Performance optimization and troubleshooting |
| Snowflake Gen AI Governance | 22% | - Audit and compliance for AI workloads - Cost management and token-based pricing - Guardrails, safety controls, and bias mitigation - Monitoring, logging, and observability - AI governance framework and policies |
| Snowflake Gen AI & LLM Functions | 40% | - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - Model deployment with Snowpark Container Services and Model Registry - RAG implementation in Snowflake - API integration and authentication |
| Snowflake for Gen AI Overview | 26% | - Role-based access control (RBAC) for AI resources - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs - Snowflake Gen AI principles and best practices - Snowflake Copilot and AI assistant capabilities |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A Gen AI Specialist is developing a conversational analytics application using Cortex Analyst, aiming to provide a seamless multi-turn conversation experience for business users querying structured dat a. The team observes that follow-up questions are sometimes misinterpreted, especially when the conversation history is long. Which of the following statements accurately describe how Cortex Analyst handles multi-turn conversations and key considerations for optimizing this functionality?
- A. To address misinterpretation in long conversations, the max_tokens parameter for the Cortex Analyst REST API should be significantly increased to ensure the LLM receives the complete historical context without truncation.
- B. Cortex Analyst simply passes the entire conversation history to all subsequent LLM calls, and optimizing this requires manually truncating the array in messages the REST API request.
- C. Cortex Analyst incorporates an additional LLM summarization agent before its original workflow to rewrite current-turn questions based on conversation history, with Llama 3.1 70B being a recommended model for this task due to its performance in evaluating summarization quality.
- D. Multi-turn conversation in Cortex Analyst is primarily handled by the CORTEX_ANALYST_MODEL AZURE_OPENAI parameter, which, when enabled, allows Azure OpenAl models to manage conversational context more effectively.
- E. When a user shifts intent frequently in a multi-turn conversation, Cortex Analyst automatically resets the conversation history to prevent misinterpretations and improve accuracy.
Correct Answer: C 🗳️
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A Gen AI Engineer is configuring a new semantic model for Cortex Analyst to process customer feedback. The goal is to ensure that when a user asks for sentiment analysis, the generated SQL queries always include an aggregation by a dimension and present the results as a percentage. The engineer plans to use custom instructions for this purpose. Which of the following details about is true and crucial for successful implementation?
- A. Option E
- B. Option C
- C. Option A
- D. Option D
- E. Option B
Correct Answer: B 🗳️
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A team is building a critical Document AI pipeline for continuous processing of new financial reports. They've identified that occasionally, the 'GET_PRESIGNED_URL' generated for specific documents expires before the '!PREDICT function can successfully process them, resulting in HTTP 403 errors. To mitigate this, they plan to modify their SQL query logic.
Which approach effectively addresses the presigned URL expiration issue without altering the stage definition or the model build itself, and adheres to recommended practices for handling batch processing as described in Snowflake's troubleshooting documentation?
- A.
- B.
- C.
- D.
Correct Answer: D 🗳️
Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).
A Snowflake administrator is tasked with monitoring the efficiency and cost-effectiveness of their Cortex Analyst deployments. They need to identify if certain semantic models are generating a high volume of failed or expensive queries. Which of the following approaches or statements are crucial for effectively monitoring and identifying issues with Cortex Analyst usage and associated costs?
- A. Option E
- B. Option C
- C. Option A
- D. Option D
- E. Option B
Correct Answer: A,B,C 🗳️
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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 E
- B. Option C
- C. Option A
- D. Option D
- E. Option B
Correct Answer: D,E 🗳️
Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).
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