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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Use Cases & Solution Design | - Enterprise AI application patterns in Snowflake - End-to-end GenAI solution architecture |
| Topic 2: Prompt Engineering | - Prompt design techniques - Optimization of prompts for LLM outputs |
| Topic 3: Embeddings, Vector Search & RAG | - Vector search in Snowflake ecosystem - Embeddings fundamentals - Retrieval-Augmented Generation (RAG) workflows |
| Topic 4: Model Evaluation & Responsible AI | - Bias, fairness, and explainability considerations - Evaluation metrics for LLM outputs |
| Topic 5: Snowflake AI & Cortex | - Snowflake Cortex capabilities - AI functions and services in Snowflake |
| Topic 6: Data Governance & Security | - Responsible use of AI in enterprise environments - Data privacy and access controls |
| Topic 7: Generative AI Fundamentals | - Model capabilities and limitations - Core concepts of generative AI and LLMs |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A security architect is configuring access controls for a new custom role, 'document_processor_role' , which will manage Document AI operations within a designated database 'doc_processing_db' and schema 'doc_workflow_schema'. The goal is to grant only the minimum essential database-level role required to begin working with Document AI features.
- A.
- B.
- C.
- D.
- E.
Correct Answer: D 🗳️
Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).
A financial institution uses Snowflake to process an average of 5 million PDF documents (average 10 pages each) monthly for regulatory compliance using AI_PARSE_DOCUMENT in LAYOUT mode. They are monitoring costs and considering performance optimizations. Given this scenario, which of the following statements about cost and performance for AI_PARSE_DOCUMENT are true?
- A. Selecting a 'LARGE' or 'X-LARGE' standard warehouse will significantly improve the processing speed and reduce the per-page cost for AI_PARSE_DOCUMENT.
- B. If a document is a HTML file, the billing is based on processing each chunk of 3,000 characters as a page.
- C. To reduce costs, the team should aim to process documents in batches, ensuring each query processes a maximum of 1 ,000 documents to avoid errors.
- D. The primary billing metric for in LAYOUT mode is the number of tokens processed, which includes both input and output tokens.
- E. For optimal results with multilingual documents, the LAYOUT mode supports a broader range of languages than OCR mode.
Correct Answer: B,C,E 🗳️
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A financial analytics team is using AI_COMPLETE 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. Include a prompt instruction such as 'Respond in JSON' to improve adherence, especially for complex tasks, even though 'response_format' is provided.
- B.
- C.
- D.
- E. Set the 'temperature' option to 0 when calling 'AI_COMPLETE' to obtain the most consistent and deterministic JSON outputs.
Correct Answer: A,B,D,E 🗳️
Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).
- A.
- B.
- C. Data for all these operations remains within Snowflake's governance boundary.
- D.
- E.
Correct Answer: C 🗳️
Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).
A data architect is designing a workflow to programmatically extract highly structured data from various text inputs using Snowflake Cortex AI's AI_COPIPLETE function through its REST API. They require the output to strictly adhere to a complex JSON schema for downstream processing and need to manage associated costs. Which of the following statements accurately describe aspects of this approach?
- A. Option E
- B. Option B
- C. Option C
- D. Option D
- E. Option A
Correct Answer: C,D,E 🗳️
Explanation: Only visible for ActualCollection members. You can sign-up / login (it's free).
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