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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Model Evaluation & Responsible AI | - Evaluation metrics for LLM outputs - Bias, fairness, and explainability considerations |
| Prompt Engineering | - Optimization of prompts for LLM outputs - Prompt design techniques |
| Snowflake AI & Cortex | - AI functions and services in Snowflake - Snowflake Cortex capabilities |
| Data Governance & Security | - Data privacy and access controls - Responsible use of AI in enterprise environments |
| Generative AI Fundamentals | - Core concepts of generative AI and LLMs - Model capabilities and limitations |
| Use Cases & Solution Design | - End-to-end GenAI solution architecture - Enterprise AI application patterns in Snowflake |
| Embeddings, Vector Search & RAG | - Embeddings fundamentals - Vector search in Snowflake ecosystem - Retrieval-Augmented Generation (RAG) workflows |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
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
Correct Answer: A,B 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
An operations team is investigating an issue with a generative AI application powered by Snowflake Cortex Analyst, where users reported unexpected behavior in generated SQL. To diagnose the problem, they examine the detailed event logs captured by Snowflake AI Observability. Which categories of information can they expect to find in these event tables to assist their investigation?
- A. Any error messages or warnings that occurred during the processing of the request.
- B. The complete request and response bodies associated with the application's execution steps.
- C. Real-time CPU and memory usage statistics for the Snowflake virtual warehouse executing the LLM inference.
- D. The full text of the natural language questions submitted by the users.
- E. The exact SQL queries that Cortex Analyst generated in response to user questions.
Correct Answer: A,B,D,E 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
A development team is preparing to deploy a new Retrieval-Augmented Generation (RAG) application written in Python. They intend to use Snowflake AI Observability with the TruLens SDK to capture detailed logs and traces for debugging and performance analysis. Which of the following configurations are essential prerequisites for enabling this logging capability effectively?
- A. Option D
- B. Option B
- C. Option C
- D. Option E
- E. Option A
Correct Answer: B,C,D,E 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
An organisation is deploying a Snowflake Cortex Agent to assist business users with data insights. To enable users to interact with this agent via the agent : run API, which of the following database roles or privileges must be granted to their account role?
- A. The
- B. CREATE EXTERNAL AGENT
- C. The
- D. The
- E. The
Correct Answer: E 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
A Streamlit application developer wants to use AI_COMPLETE (the latest version of COMPLETE (SNOWFLAKE. CORTEX)) to process customer feedback. The goal is to extract structured information, such as the customer's sentiment, product mentioned, and any specific issues, into a predictable JSON format for immediate database ingestion. Which configuration of the AI_COMPLETE function call is essential for achieving this structured output requirement?
- A. Option D
- B. Option B
- C. Option C
- D. Option E
- E. Option A
Correct Answer: C 🗳️
Explanation: Only visible for Lead2Passed members. You can sign-up / login (it's free).
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