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 |
|---|---|---|
| Topic 1: Snowflake Gen AI Governance | 22% | - Guardrails, safety controls, and bias mitigation - Cost management and token-based pricing - AI governance framework and policies - Audit and compliance for AI workloads - Monitoring, logging, and observability |
| Topic 2: Snowflake Document AI | 12% | - Data extraction and structured output - Performance optimization and troubleshooting - Document AI setup and configuration - Document preparation and processing |
| Topic 3: Snowflake for Gen AI Overview | 26% | - Snowflake Gen AI principles and best practices - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs - Snowflake Copilot and AI assistant capabilities - Role-based access control (RBAC) for AI resources |
| Topic 4: Snowflake Gen AI & LLM Functions | 40% | - Model deployment with Snowpark Container Services and Model Registry - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - RAG implementation in Snowflake - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - API integration and authentication |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A data analyst is setting up a new Cortex Analyst-powered conversational app for business users. They want to understand how the "Suggested Questions" feature behaves under different semantic model configurations to ensure an optimal user experience. Which of the following statements accurately describe the behavior of the "Suggested Questions" feature in Cortex Analyst based on the semantic model configuration?
- A. If the semantic model does not include a Verified Query Repository (VQR), Cortex Analyst will always return a blank list of suggested questions.
- B. When a semantic model contains a VQR, Cortex Analyst prioritizes returning up to five suggested questions from the VQR that are semantically similar to the user's input.
- C. In the absence of a VQR, Cortex Analyst uses underlying Large Language Models (LLMs) to generate up to three suggested questions, which are guaranteed to be answerable.
- D. If multiple verified queries in a VQR are marked with
- E. Setting the
Correct Answer: B,D 🗳️
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A Snowflake account is located in the AWS US East 1 (N. Virginia) region. The 'ACCOUNTADMIN' has set the 'CORTEX MODELS ALLOWLIST' to "mistral-7b" and 'CORTEX ENABLED CROSS REGION' to 'ANY REGION'. A data scientist, whose role has only the 'SNOWFLAKE.CORTEX USER database role, performs several 'AI COMPLETE calls. Which of the following statements correctly describe the behavior of these calls under the given configuration?
- A. Option B
- B. Option A
- C. Option D
- D. Option C
- E. Option E
Correct Answer: B,D 🗳️
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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 B
- B. Option A
- C. Option D
- D. Option C
- E. Option E
Correct Answer: A,B,C,D 🗳️
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A global enterprise has Snowflake accounts in various regions, including a US East (Ohio) account where a critical application is deployed. They need to use AI_COMPLETE with the claude-3-5-sonnet model for real-time customer support, but this model is not natively available in US East (Ohio) for direct AI_COMPLETE usage. The Snowflake administrator considers enabling cross-region inference. Which statements accurately reflect the considerations and characteristics of cross-region inference in Snowflake Cortex?
- A. Option B
- B. Option A
- C. Option D
- D. Option C
- E. Option E
Correct Answer: A,D 🗳️
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A data engineering team is building an automated pipeline in Snowflake to process incoming sensor dat a. Each sensor reading includes a 1024-dimensional feature vector, and the team needs to flag readings that are significantly different from a baseline reference vector using VECTOR_L1_DISTANCE
. The pipeline uses Snowflake tasks to orchestrate data loading and transformation. Which statement regarding the integration and operational aspects of this pipeline is true?
- A. The
- B. The
- C. To ensure efficient processing of new sensor data, the
- D. For optimal performance when calculating
- E. Snowflake Cortex AI SQL functions, including
Correct Answer: B 🗳️
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